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Kailass K, Casalena D, Jenane L, McEdwards G, Auld DS, Sadovski O, Kaye EG, Hudson E, Nettleton D, Currie MA, Beharry AA. Tight-Binding Small-Molecule Carboxylesterase 2 Inhibitors Reduce Intracellular Irinotecan Activation. J Med Chem 2024; 67:2019-2030. [PMID: 38265364 DOI: 10.1021/acs.jmedchem.3c01850] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2024]
Abstract
As the primary enzyme responsible for the activatable conversion of Irinotecan (CPT-11) to SN-38, carboxylesterase 2 (CES2) is a significant predictive biomarker toward CPT-11-based treatments for pancreatic ductal adenocarcinoma (PDAC). High SN-38 levels from high CES2 activity lead to harmful effects, including life-threatening diarrhea. While alternate strategies have been explored, CES2 inhibition presents an effective strategy to directly alter the pharmacokinetics of CPT-11 conversion, ultimately controlling the amount of SN-38 produced. To address this, we conducted a high-throughput screening to discover 18 small-molecule CES2 inhibitors. The inhibitors are validated by dose-response and counter-screening and 16 of these inhibitors demonstrate selectivity for CES2. These 16 inhibitors inhibit CES2 in cells, indicating cell permeability, and they show inhibition of CPT-11 conversion with the purified enzyme. The top five inhibitors prohibited cell death mediated by CPT-11 when preincubated in PDAC cells. Three of these inhibitors displayed a tight-binding mechanism of action with a strong binding affinity.
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Affiliation(s)
- Karishma Kailass
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
| | - Dominick Casalena
- Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, United States
| | - Lina Jenane
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
| | - Gregor McEdwards
- Department of Biology, University of Toronto Mississauga, Mississauga, Ontario, Canada, L5L 1C6
| | - Douglas S Auld
- Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, United States
| | - Oleg Sadovski
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
| | - Esther G Kaye
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
| | - Elyse Hudson
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
| | - David Nettleton
- Novartis Institutes for Biomedical Research, Cambridge, Massachusetts 02139, United States
| | - Mark A Currie
- Department of Biology, University of Toronto Mississauga, Mississauga, Ontario, Canada, L5L 1C6
| | - Andrew A Beharry
- Department of Chemical and Physical Sciences, University of Toronto Mississauga, Mississauga, Ontario, Canada L5L 1C6
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2
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Abbott KL, Ali A, Casalena D, Do BT, Ferreira R, Cheah JH, Soule CK, Deik A, Kunchok T, Schmidt DR, Renner S, Honeder SE, Wu M, Chan SH, Tseyang T, Stoltzfus AT, Michel SLJ, Greaves D, Hsu PP, Ng CW, Zhang CJ, Farsidjani A, Kent JR, Madariaga MLL, Gramatikov IMT, Matheson NJ, Lewis CA, Clish CB, Rees MG, Roth JA, Griner LM, Muir A, Auld DS, Vander Heiden MG. Screening in serum-derived medium reveals differential response to compounds targeting metabolism. Cell Chem Biol 2023; 30:1156-1168.e7. [PMID: 37689063 PMCID: PMC10581593 DOI: 10.1016/j.chembiol.2023.08.007] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2022] [Revised: 06/20/2023] [Accepted: 08/16/2023] [Indexed: 09/11/2023]
Abstract
A challenge for screening new anticancer drugs is that efficacy in cell culture models is not always predictive of efficacy in patients. One limitation of standard cell culture is a reliance on non-physiological nutrient levels, which can influence cell metabolism and drug sensitivity. A general assessment of how physiological nutrients affect cancer cell response to small molecule therapies is lacking. To address this, we developed a serum-derived culture medium that supports the proliferation of diverse cancer cell lines and is amenable to high-throughput screening. We screened several small molecule libraries and found that compounds targeting metabolic enzymes were differentially effective in standard compared to serum-derived medium. We exploited the differences in nutrient levels between each medium to understand why medium conditions affected the response of cells to some compounds, illustrating how this approach can be used to screen potential therapeutics and understand how their efficacy is modified by available nutrients.
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Affiliation(s)
- Keene L Abbott
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ahmed Ali
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Dominick Casalena
- Novartis Institute for BioMedical Research, Cambridge, MA 02139, USA
| | - Brian T Do
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Harvard-MIT Health Sciences and Technology, Cambridge, MA 02139, USA
| | - Raphael Ferreira
- Department of Genetics, Harvard Medical School, Boston, MA 02115, USA
| | - Jaime H Cheah
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Christian K Soule
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Amy Deik
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tenzin Kunchok
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Daniel R Schmidt
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Steffen Renner
- Novartis Institutes for BioMedical Research, 4056 Basel, Switzerland
| | - Sophie E Honeder
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria
| | - Michelle Wu
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sze Ham Chan
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Tenzin Tseyang
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Andrew T Stoltzfus
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA
| | - Sarah L J Michel
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA
| | - Daniel Greaves
- Cambridge Institute of Therapeutic Immunology & Infectious Disease, University of Cambridge, Cambridge CB2 0AW, UK; Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Peggy P Hsu
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Dana-Farber Cancer Institute, Boston, MA 02115, USA; Massachusetts General Hospital Cancer Center, Boston, MA 02113, USA
| | - Christopher W Ng
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Chelsea J Zhang
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Ali Farsidjani
- Novartis Institute for BioMedical Research, Cambridge, MA 02139, USA
| | - Johnathan R Kent
- Department of Surgery, University of Chicago Medicine, Chicago, IL 60637, USA
| | | | - Iva Monique T Gramatikov
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Nicholas J Matheson
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Cambridge Institute of Therapeutic Immunology & Infectious Disease, University of Cambridge, Cambridge CB2 0AW, UK; Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Caroline A Lewis
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Clary B Clish
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Matthew G Rees
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Jennifer A Roth
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Alexander Muir
- Ben May Department of Cancer Research, University of Chicago, Chicago, IL 60637, USA
| | - Douglas S Auld
- Novartis Institute for BioMedical Research, Cambridge, MA 02139, USA
| | - Matthew G Vander Heiden
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; Dana-Farber Cancer Institute, Boston, MA 02115, USA.
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3
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Abbott KL, Ali A, Casalena D, Do BT, Ferreira R, Cheah JH, Soule CK, Deik A, Kunchok T, Schmidt DR, Renner S, Honeder SE, Wu M, Chan SH, Tseyang T, Greaves D, Hsu PP, Ng CW, Zhang CJ, Farsidjani A, Gramatikov IMT, Matheson NJ, Lewis CA, Clish CB, Rees MG, Roth JA, Griner LM, Muir A, Auld DS, Heiden MGV. Screening in serum-derived medium reveals differential response to compounds targeting metabolism. bioRxiv 2023:2023.02.25.529972. [PMID: 36909640 PMCID: PMC10002634 DOI: 10.1101/2023.02.25.529972] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/02/2023]
Abstract
A challenge for screening new candidate drugs to treat cancer is that efficacy in cell culture models is not always predictive of efficacy in patients. One limitation of standard cell culture is a reliance on non-physiological nutrient levels to propagate cells. Which nutrients are available can influence how cancer cells use metabolism to proliferate and impact sensitivity to some drugs, but a general assessment of how physiological nutrients affect cancer cell response to small molecule therapies is lacking. To enable screening of compounds to determine how the nutrient environment impacts drug efficacy, we developed a serum-derived culture medium that supports the proliferation of diverse cancer cell lines and is amenable to high-throughput screening. We used this system to screen several small molecule libraries and found that compounds targeting metabolic enzymes were enriched as having differential efficacy in standard compared to serum-derived medium. We exploited the differences in nutrient levels between each medium to understand why medium conditions affected the response of cells to some compounds, illustrating how this approach can be used to screen potential therapeutics and understand how their efficacy is modified by available nutrients.
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Affiliation(s)
- Keene L. Abbott
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Ahmed Ali
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Dominick Casalena
- Novartis Institute for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Brian T. Do
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Harvard-MIT Health Sciences and Technology, Cambridge, MA 02139, USA
| | | | - Jaime H. Cheah
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Christian K. Soule
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Amy Deik
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Tenzin Kunchok
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Daniel R. Schmidt
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Steffen Renner
- Novartis Institutes for BioMedical Research, 4056 Basel, Switzerland
| | - Sophie E. Honeder
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Diagnostic and Research Institute of Pathology, Medical University of Graz, Graz, Austria
| | - Michelle Wu
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Sze Ham Chan
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Tenzin Tseyang
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Daniel Greaves
- Cambridge Institute of Therapeutic Immunology & Infectious Disease, University of Cambridge, Cambridge CB2 0AW, UK
- Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Peggy P. Hsu
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Dana-Farber Cancer Institute, Boston, MA 02115, USA
- Massachusetts General Hospital Cancer Center, Boston, MA 02113, USA
| | - Christopher W. Ng
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Chelsea J. Zhang
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
| | - Ali Farsidjani
- Novartis Institute for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Iva Monique T. Gramatikov
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Radiation Oncology, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | - Nicholas J. Matheson
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Cambridge Institute of Therapeutic Immunology & Infectious Disease, University of Cambridge, Cambridge CB2 0AW, UK
- Department of Medicine, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Caroline A. Lewis
- Whitehead Institute for Biomedical Research, Cambridge, MA 02139, USA
| | - Clary B. Clish
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | - Matthew G. Rees
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
| | | | - Lesley Mathews Griner
- Novartis Institute for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Alexander Muir
- Ben May Department of Cancer Research, University of Chicago, Chicago, IL, USA
| | - Douglas S. Auld
- Novartis Institute for BioMedical Research, 181 Massachusetts Avenue, Cambridge, MA 02139, USA
| | - Matthew G. Vander Heiden
- Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
- Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- Dana-Farber Cancer Institute, Boston, MA 02115, USA
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4
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Varca AC, Casalena D, Auld D, Buhrlage SJ. Identification of deubiquitinase inhibitors via high-throughput screening using a fluorogenic ubiquitin-rhodamine assay. STAR Protoc 2021; 2:100896. [PMID: 34723213 PMCID: PMC8536791 DOI: 10.1016/j.xpro.2021.100896] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022] Open
Abstract
Identification of selective deubiquitinase (DUB) inhibitors is critical for probe development to further understand and explore DUB biological function. Here, we detail the optimization and deployment of an in vitro fluorogenic ubiquitin-rhodamine assay to conduct high-throughput screening of a small molecule library against a panel of DUBs. In screening the compound library against multiple DUBs in parallel, we describe an approach for identifying selective DUB inhibitors and provide a roadmap for enabling selective DUB inhibitor discovery. For complete details on the use and execution of this protocol, please refer to Varca et al. (2021).
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Affiliation(s)
- Anthony C Varca
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Dominick Casalena
- FAST Lab, Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, MA 02139, USA
| | - Douglas Auld
- FAST Lab, Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, MA 02139, USA
| | - Sara J Buhrlage
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA.,Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
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5
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Varca AC, Casalena D, Chan WC, Hu B, Magin RS, Roberts RM, Liu X, Zhu H, Seo HS, Dhe-Paganon S, Marto JA, Auld D, Buhrlage SJ. Identification and validation of selective deubiquitinase inhibitors. Cell Chem Biol 2021; 28:1758-1771.e13. [PMID: 34129829 PMCID: PMC9473745 DOI: 10.1016/j.chembiol.2021.05.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2020] [Revised: 03/11/2021] [Accepted: 05/19/2021] [Indexed: 12/17/2022]
Abstract
Deubiquitinating enzymes (DUBs) are a class of isopeptidases that regulate ubiquitin dynamics through catalytic cleavage of ubiquitin from protein substrates and ubiquitin precursors. Despite growing interest in DUB biological function and potential as therapeutic targets, few selective small-molecule inhibitors and no approved drugs currently exist. To identify chemical scaffolds targeting specific DUBs and establish a broader framework for future inhibitor development across the gene family, we performed high-throughput screening of a chemically diverse small-molecule library against eight different DUBs, spanning three well-characterized DUB families. Promising hit compounds were validated in a series of counter-screens and orthogonal assays, as well as further assessed for selectivity across expanded panels of DUBs. Through these efforts, we have identified multiple highly selective DUB inhibitors and developed a roadmap for rapidly identifying and validating selective inhibitors of related enzymes.
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Affiliation(s)
- Anthony C Varca
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Dominick Casalena
- FAST Lab, Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, MA 02139, USA
| | - Wai Cheung Chan
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA; Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Blais Proteomics Center, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Bin Hu
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Robert S Magin
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Rebekka M Roberts
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - Xiaoxi Liu
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA
| | - He Zhu
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Department of Oncologic Pathology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Blais Proteomics Center, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Hyuk-Soo Seo
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Sirano Dhe-Paganon
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Jarrod A Marto
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, Boston, MA 02115, USA; Blais Proteomics Center, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - Douglas Auld
- FAST Lab, Chemical Biology and Therapeutics, Novartis Institutes for BioMedical Research, Cambridge, MA 02139, USA
| | - Sara J Buhrlage
- Department of Cancer Biology and the Linde Program in Cancer Chemical Biology, Dana-Farber Cancer Institute, Boston, MA 02215, USA; Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115, USA.
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6
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Khan SA, Park KM, Fischer LA, Dong C, Lungjangwa T, Jimenez M, Casalena D, Chew B, Dietmann S, Auld DS, Jaenisch R, Theunissen TW. Probing the signaling requirements for naive human pluripotency by high-throughput chemical screening. Cell Rep 2021; 35:109233. [PMID: 34133938 PMCID: PMC8272458 DOI: 10.1016/j.celrep.2021.109233] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2020] [Revised: 03/25/2021] [Accepted: 05/19/2021] [Indexed: 01/04/2023] Open
Abstract
Naive human embryonic stem cells (hESCs) have been isolated that more closely resemble the pre-implantation epiblast compared to conventional “primed” hESCs, but the signaling principles underlying these discrete stem cell states remain incompletely understood. Here, we describe the results from a high-throughput screen using ~3,000 well-annotated compounds to identify essential signaling requirements for naive human pluripotency. We report that MEK1/2 inhibitors can be replaced during maintenance of naive human pluripotency by inhibitors targeting either upstream (FGFR, RAF) or downstream (ERK1/2) kinases. Naive hESCs maintained under these alternative conditions display elevated levels of ERK phosphorylation but retain genome-wide DNA hypomethylation and a transcriptional identity of the pre-implantation epiblast. In contrast, dual inhibition of MEK and ERK promotes efficient primed-to-naive resetting in combination with PKC, ROCK, and TNKS inhibitors and activin A. This work demonstrates that induction and maintenance of naive human pluripotency are governed by distinct signaling requirements. Khan et al. describe a high-throughput chemical screen to identify essential signaling requirements for naive human pluripotency in minimal conditions. They report that naive hESCs can be maintained by blocking distinct nodes in the FGF signaling pathway and that dual MEK/ERK inhibition promotes efficient primed-to-naive resetting in combination with activin A.
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Affiliation(s)
- Shafqat A Khan
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Kyoung-Mi Park
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Laura A Fischer
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Chen Dong
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Tenzin Lungjangwa
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA
| | - Marta Jimenez
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Dominick Casalena
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA
| | - Brian Chew
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Sabine Dietmann
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Douglas S Auld
- Novartis Institutes for Biomedical Research, Cambridge, MA 02139, USA.
| | - Rudolf Jaenisch
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USA.
| | - Thorold W Theunissen
- Department of Developmental Biology and Center of Regenerative Medicine, Washington University School of Medicine, St. Louis, MO 63110, USA.
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7
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Reidenbach AG, Mesleh MF, Casalena D, Vallabh SM, Dahlin JL, Leed AJ, Chan AI, Usanov DL, Yehl JB, Lemke CT, Campbell AJ, Shah RN, Shrestha OK, Sacher JR, Rangel VL, Moroco JA, Sathappa M, Nonato MC, Nguyen KT, Wright SK, Liu DR, Wagner FF, Kaushik VK, Auld DS, Schreiber SL, Minikel EV. Multimodal small-molecule screening for human prion protein binders. J Biol Chem 2020; 295:13516-13531. [PMID: 32723867 PMCID: PMC7521658 DOI: 10.1074/jbc.ra120.014905] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 07/21/2020] [Indexed: 12/16/2022] Open
Abstract
Prion disease is a rapidly progressive neurodegenerative disorder caused by misfolding and aggregation of the prion protein (PrP), and there are currently no therapeutic options. PrP ligands could theoretically antagonize prion formation by protecting the native protein from misfolding or by targeting it for degradation, but no validated small-molecule binders have been discovered to date. We deployed a variety of screening methods in an effort to discover binders of PrP, including 19F-observed and saturation transfer difference (STD) NMR spectroscopy, differential scanning fluorimetry (DSF), DNA-encoded library selection, and in silico screening. A single benzimidazole compound was confirmed in concentration-response, but affinity was very weak (Kd > 1 mm), and it could not be advanced further. The exceptionally low hit rate observed here suggests that PrP is a difficult target for small-molecule binders. Whereas orthogonal binder discovery methods could yield high-affinity compounds, non-small-molecule modalities may offer independent paths forward against prion disease.
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Affiliation(s)
- Andrew G Reidenbach
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Michael F Mesleh
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Dominick Casalena
- Facilitated Access to Screening Technologies (FAST) Lab, Novartis Institutes for Biomedical Research (NIBR), Cambridge, Massachusetts, USA
| | - Sonia M Vallabh
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Prion Alliance, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA
| | - Jayme L Dahlin
- Harvard Medical School, Boston, Massachusetts, USA; Department of Pathology, Brigham and Women's Hospital, Boston, Massachusetts, USA
| | - Alison J Leed
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Alix I Chan
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Dmitry L Usanov
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Jenna B Yehl
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Christopher T Lemke
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Arthur J Campbell
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Rishi N Shah
- Undergraduate Research Opportunities Program (UROP), Massachusetts Institute of Technology, Cambridge, Massachusetts, USA
| | - Om K Shrestha
- Facilitated Access to Screening Technologies (FAST) Lab, Novartis Institutes for Biomedical Research (NIBR), Cambridge, Massachusetts, USA
| | - Joshua R Sacher
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Victor L Rangel
- School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Jamie A Moroco
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Murugappan Sathappa
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Maria Cristina Nonato
- School of Pharmaceutical Sciences of Ribeirão Preto, University of São Paulo, Ribeirão Preto, São Paulo, Brazil
| | - Kong T Nguyen
- Artificial Intelligence Molecular Screen (AIMS) Awards Program, Atomwise, San Francisco, California, USA
| | - S Kirk Wright
- Facilitated Access to Screening Technologies (FAST) Lab, Novartis Institutes for Biomedical Research (NIBR), Cambridge, Massachusetts, USA
| | - David R Liu
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Merkin Institute of Transformative Technologies in Healthcare, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Howard Hughes Medical Institute, Chevy Chase, Maryland, USA; Department of Chemistry & Chemical Biology, Harvard University, Cambridge, Massachusetts, USA
| | - Florence F Wagner
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Virendar K Kaushik
- Center for the Development of Therapeutics, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA
| | - Douglas S Auld
- Facilitated Access to Screening Technologies (FAST) Lab, Novartis Institutes for Biomedical Research (NIBR), Cambridge, Massachusetts, USA
| | - Stuart L Schreiber
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Department of Chemistry & Chemical Biology, Harvard University, Cambridge, Massachusetts, USA
| | - Eric Vallabh Minikel
- Chemical Biology and Therapeutics Science Program, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, Massachusetts, USA; Prion Alliance, Cambridge, Massachusetts, USA; Harvard Medical School, Boston, Massachusetts, USA.
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8
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Auld DS, Narahari J, Ho PI, Casalena D, Nguyen V, Cirbaite E, Hughes D, Daly J, Webb B. Characterization and Use of TurboLuc Luciferase as a Reporter for High-Throughput Assays. Biochemistry 2018; 57:4700-4706. [PMID: 29641191 DOI: 10.1021/acs.biochem.8b00290] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Luciferase-based reporter assays are powerful tools for monitoring gene expression in cells because of their ultrasensitive detection capacity and wide dynamic range. Here we describe the characterization and use of a luciferase reporter enzyme derived from the marine copepod Metridia luciferase family, referred to as TurboLuc luciferase (TurboLuc). To develop TurboLuc, the wild-type luciferase was modified to decrease its size, increase brightness, slow luminescent signal decay, and provide for efficient intracellular expression. To determine the enzyme susceptibility to compound inhibition and judge the suitability of using of TurboLuc as a reporter in screening assays, purified TurboLuc enzyme was screened for inhibitors using two different compound libraries. No inhibitors of this enzyme were identified in a library representative of typical diverse low molecular weight (LMW) compounds using a purified TurboLuc enzyme assay supporting that such libraries will show very low interference with this enzyme. We were able to identify a few inhibitors from a purified natural product library which can serve as useful tools to validate assays using TurboLuc. In addition to the inhibitor profile for TurboLuc we describe the use of this reporter in cells employing miniaturized assay volumes within 1536-well plates. TurboLuc luciferase is the smallest luciferase reporter enzyme described to date (16 kDa), shows bright luminescence and low interference by LMW compounds, and therefore should provide an ideal reporter in assays applied to high-throughput screening.
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Affiliation(s)
- Douglas S Auld
- Chemical Biology and Therapeutics , Novartis Institutes for Biomedical Research , 250 Massachusetts Avenue , Cambridge , Massachusetts , United States
| | - Janaki Narahari
- Thermo Fisher Scientific , Rockford , Illinois , United States
| | - Pei-I Ho
- Chemical Biology and Therapeutics , Novartis Institutes for Biomedical Research , 250 Massachusetts Avenue , Cambridge , Massachusetts , United States
| | - Dominick Casalena
- Chemical Biology and Therapeutics , Novartis Institutes for Biomedical Research , 250 Massachusetts Avenue , Cambridge , Massachusetts , United States
| | - Vy Nguyen
- Chemical Biology and Therapeutics , Novartis Institutes for Biomedical Research , 250 Massachusetts Avenue , Cambridge , Massachusetts , United States
| | | | - Doug Hughes
- Thermo Fisher Scientific , Rockford , Illinois , United States
| | - John Daly
- Gene Stream Pty Ltd , Perth , Australia
| | - Brian Webb
- Thermo Fisher Scientific , Rockford , Illinois , United States
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9
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Nakagawa A, Lui FE, Wassaf D, Yefidoff-Freedman R, Casalena D, Palmer MA, Meadows J, Mozzarelli A, Ronda L, Abdulmalik O, Bloch KD, Safo MK, Zapol WM. Identification of a small molecule that increases hemoglobin oxygen affinity and reduces SS erythrocyte sickling. ACS Chem Biol 2014; 9:2318-25. [PMID: 25061917 PMCID: PMC4205001 DOI: 10.1021/cb500230b] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [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] [Indexed: 11/29/2022]
Abstract
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Small
molecules that increase the oxygen affinity of human hemoglobin
may reduce sickling of red blood cells in patients with sickle cell
disease. We screened 38 700 compounds using small molecule
microarrays and identified 427 molecules that bind to hemoglobin.
We developed a high-throughput assay for evaluating the ability of
the 427 small molecules to modulate the oxygen affinity of hemoglobin.
We identified a novel allosteric effector of hemoglobin, di(5-(2,3-dihydro-1,4-benzodioxin-2-yl)-4H-1,2,4-triazol-3-yl)disulfide
(TD-1). TD-1 induced a greater increase in oxygen affinity of human
hemoglobin in solution and in red blood cells than did 5-hydroxymethyl-2-furfural
(5-HMF), N-ethylmaleimide (NEM), or diformamidine disulfide. The three-dimensional
structure of hemoglobin complexed with TD-1 revealed that monomeric
units of TD-1 bound covalently to β-Cys93 and β-Cys112,
as well as noncovalently to the central water cavity of the hemoglobin
tetramer. The binding of TD-1 to hemoglobin stabilized the relaxed
state (R3-state) of hemoglobin. TD-1 increased the oxygen affinity
of sickle hemoglobin and inhibited in vitro hypoxia-induced
sickling of red blood cells in patients with sickle cell disease without
causing hemolysis. Our study indicates that TD-1 represents a novel
lead molecule for the treatment of patients with sickle cell disease.
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Affiliation(s)
- Akito Nakagawa
- Anesthesia Center
for Critical Care Research, Department of Anesthesia, Critical Care,
and Pain Medicine, Massachusetts General Hospital and Harvard Medical
School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Francine E. Lui
- Anesthesia Center
for Critical Care Research, Department of Anesthesia, Critical Care,
and Pain Medicine, Massachusetts General Hospital and Harvard Medical
School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Dina Wassaf
- The Broad Institute
of MIT and Harvard, Chemical Biology Platform, 7 Cambridge Center, Cambridge, Massachusetts 02142, United States
| | - Revital Yefidoff-Freedman
- Anesthesia Center
for Critical Care Research, Department of Anesthesia, Critical Care,
and Pain Medicine, Massachusetts General Hospital and Harvard Medical
School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Dominick Casalena
- The Broad Institute
of MIT and Harvard, Chemical Biology Platform, 7 Cambridge Center, Cambridge, Massachusetts 02142, United States
| | - Michelle A. Palmer
- The Broad Institute
of MIT and Harvard, Chemical Biology Platform, 7 Cambridge Center, Cambridge, Massachusetts 02142, United States
| | - Jacqueline Meadows
- Department
of Medicinal Chemistry, Institute for Structural Biology and Drug
Discovery, School of Pharmacy, Virginia Commonwealth University, 800 East Leigh Street, Richmond, Virginia 23219, United States
| | - Andrea Mozzarelli
- Department
of Pharmacy, University of Parma, Parco Area delle Scienze 23/A, 43124 Parma, Italy
| | - Luca Ronda
- Department
of Neuroscience, University of Parma, Parco Area delle Scienze 23/A, 43124 Parma, Italy
| | - Osheiza Abdulmalik
- Division of Hematology,
The Children’s Hospital of Philadelphia, Philadelphia, Pennsylvania 19104, United States
| | - Kenneth D. Bloch
- Anesthesia Center
for Critical Care Research, Department of Anesthesia, Critical Care,
and Pain Medicine, Massachusetts General Hospital and Harvard Medical
School, 55 Fruit Street, Boston, Massachusetts 02114, United States
| | - Martin K. Safo
- Department
of Medicinal Chemistry, Institute for Structural Biology and Drug
Discovery, School of Pharmacy, Virginia Commonwealth University, 800 East Leigh Street, Richmond, Virginia 23219, United States
| | - Warren M. Zapol
- Anesthesia Center
for Critical Care Research, Department of Anesthesia, Critical Care,
and Pain Medicine, Massachusetts General Hospital and Harvard Medical
School, 55 Fruit Street, Boston, Massachusetts 02114, United States
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