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Zhu H, Kamiya Y, Asanuma H. Illuminating miRNA Inhibition: Visualizing the Interaction between Anti-miRNA Oligonucleotide and Target miRNA Using FRET. ACS Chem Biol 2023; 18:2281-2289. [PMID: 37789826 DOI: 10.1021/acschembio.3c00353] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/05/2023]
Abstract
Anti-miRNA oligonucleotides (anti-miRs) effectively and specifically inhibit the function of individual miRNAs and have the potential to serve as a novel class of nucleic acid therapeutic. However, the details of the mechanisms of anti-miRs in cells have not yet been clarified sufficiently. In particular, the localization of the complexes of anti-miRs and target miRNA in cells remains unclear. We previously developed anti-miRs composed of serinol nucleic acid (SNA) that very effectively inhibited miRNA-mediated silencing activity. Here we describe an imaging system based on the fluorescence resonance energy transfer (FRET) designed by miRNAs labeled with fluorophore-quencher pairs and an SNA-based anti-miR labeled with an acceptor dye. We discovered that the anti-miR hybridizes with the miRNA in the miRNA-induced silencing complex (miRISC), which is the active complex formed by miRNA and Ago2 in cells within P-bodies. Based on FRET ratio analysis, we hypothesize that the complex formed by the anti-miR and the miRNA in P-bodies is dynamic, with anti-miR complexing the miRISC, followed by miRNA release and degradation. Our findings provide valuable insights into the mechanism of action of anti-miRs and enable further studies of miRNA-targeted therapeutics.
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Affiliation(s)
- Hongyu Zhu
- Department of Bimolecular Engineering, Graduate School of Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8603, Japan
| | - Yukiko Kamiya
- Department of Bimolecular Engineering, Graduate School of Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8603, Japan
| | - Hiroyuki Asanuma
- Department of Bimolecular Engineering, Graduate School of Engineering, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8603, Japan
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2
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Ni Z, Gale A, Johnson MS, Sedger LM. Analysis insights for three FRET pairs of chemically unlinked two-molecule FRET cytometry. Cytometry A 2021; 101:387-399. [PMID: 34935263 DOI: 10.1002/cyto.a.24527] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Revised: 11/21/2021] [Accepted: 12/06/2021] [Indexed: 11/07/2022]
Abstract
Förster resonance energy transfer (FRET) is the direct energy exchange between two-component fluorescent molecules. FRET methods utilize chemically linked molecules or unlinked fluorescence protein-protein interactions. FRET is therefore a powerful indicator of molecular proximity, but standardized determination of FRET efficiency is challenged when investigating natural (chemically unlinked) interactions. In this paper, we have examined the interactions of tumor necrosis factor receptor-1 (TNFR1) molecules expressed as recombinant fusion proteins of cyan, yellow, or red fluorescent protein (-CFP, -YFP, or -RFP) to evaluate two-molecule chemically unlinked FRET by flow cytometry. We demonstrate three independent FRET pairs CFP→YFP (FRET-1), YFP→RFP (FRET-2) and CFP→RFP (FRET-3), comparing TNFR1+TNFR1 with non-interacting TNFR1+CD27 proteins, on both LSR-II and Fortessa X-20 cytometers. We describe genuine FRET activities reflecting TNFR1 homotypic interactions. FRET events can be visualized during sample acquisition via the use of "spiked" FRET donor cells, together with TNFR1+TNFR1 co-transfected cells, as FRET channel MFI overlays. FRET events are subsequentially indicated by comparing concatenated files of cells expressing either FRET positive events (TNFR1+TNFR1) or FRET negative events (TNFR1+CD27) to generate single-cell scatter plots showing loss of FRET donor brightness. Robust determination of FRET efficiency is then confirmed at the single-cell level by applying matrix calculations based on the measurements of FRET donor, acceptor and FRET fluorescent intensities (I), detector channel emission coefficient (S), fluorescent protein extinction coefficients (ε) and α factor. In this TNFR based system, the mean CFP→YFP FRET-1 efficiency is 0.43 (LSR-II) and 0.41 (Fortessa), the mean YFP→RFP FRET-2 efficiency is 0.30 (LSR-II) and 0.29 (Fortessa), and the mean CFP→RFP FRET-3 efficiency is 0.56 (LSR-II) and 0.54 (Fortessa). This study also embraces multidimensional clustering using t-SNE, Fit-SNE, UMAP, Tri-Map and PaCMAP to further demonstrate FRET. These approaches establish a robust system for standardized detection of chemically unlinked TNFR1 homotypic interactions with three individual FRET pairs.
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Affiliation(s)
- Zhongran Ni
- School of Life Science, Faculty of Science, University of Technology Sydney
| | - Alex Gale
- School of Life Science, Faculty of Science, University of Technology Sydney
| | - Michael S Johnson
- School of Life Science, Faculty of Science, University of Technology Sydney
| | - Lisa M Sedger
- School of Life Science, Faculty of Science, University of Technology Sydney
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3
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Bailey K, Yazdi T, Masharani U, Tyrrell B, Butch A, Schaufele F. Advantages and Limitations of Androgen Receptor-Based Methods for Detecting Anabolic Androgenic Steroid Abuse as Performance Enhancing Drugs. PLoS One 2016; 11:e0151860. [PMID: 26998755 PMCID: PMC4801337 DOI: 10.1371/journal.pone.0151860] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 03/04/2016] [Indexed: 12/19/2022] Open
Abstract
Testosterone (T) and related androgens are performance enhancing drugs (PEDs) abused by some athletes to gain competitive advantage. To monitor unauthorized androgen abuse, doping control programs use mass spectrometry (MS) to detect androgens, synthetic anabolic-androgenic steroids (AASs) and their metabolites in an athlete’s urine. AASs of unknown composition will not be detected by these procedures. Since AASs achieve their anabolic effects by activating the Androgen Receptor (AR), cell-based bioassays that measure the effect of a urine sample on AR activity are under investigation as complementary, pan-androgen detection methods. We evaluated an AR BioAssay as a monitor for androgen activity in urine pre-treated with glucuronidase, which releases T from the inactive T-glucuronide that predominates in urine. AR BioAssay activity levels were expressed as ‘T-equivalent’ concentrations by comparison to a T dose response curve. The T-equivalent concentrations of androgens in the urine of hypogonadal participants supplemented with T (in whom all androgenic activity should arise from T) were quantitatively identical to the T measurements conducted by MS at the UCLA Olympic Analytical Laboratory (0.96 ± 0.22). All 17 AASs studied were active in the AR BioAssay; other steroids were inactive. 12 metabolites of 10 commonly abused AASs, which are used for MS monitoring of AAS doping because of their prolonged presence in urine, had reduced or no AR BioAssay activity. Thus, the AR BioAssay can accurately and inexpensively monitor T, but its ability to monitor urinary AASs will be limited to a period immediately following doping in which the active AASs remain intact.
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Affiliation(s)
- Kathy Bailey
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Tahmineh Yazdi
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Umesh Masharani
- Division of Endocrinology, University of California San Francisco, San Francisco, California, United States of America
| | - Blake Tyrrell
- Division of Endocrinology, University of California San Francisco, San Francisco, California, United States of America
| | - Anthony Butch
- Department of Pathology and Laboratory Medicine, Geffen School of Medicine at UCLA, Los Angeles, California, United States of America
| | - Fred Schaufele
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America.,Department of Obstetrics and Gynecology, University of California San Francisco, San Francisco, California, United States of America
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4
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Catalano KJ, Maddux BA, Szary J, Youngren JF, Goldfine ID, Schaufele F. Insulin resistance induced by hyperinsulinemia coincides with a persistent alteration at the insulin receptor tyrosine kinase domain. PLoS One 2014; 9:e108693. [PMID: 25259572 PMCID: PMC4178179 DOI: 10.1371/journal.pone.0108693] [Citation(s) in RCA: 46] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Accepted: 09/02/2014] [Indexed: 01/04/2023] Open
Abstract
Insulin resistance, the diminished response of target tissues to insulin, is associated with the metabolic syndrome and a predisposition towards diabetes in a growing proportion of the worldwide population. Under insulin resistant states, the cellular response of the insulin signaling pathway is diminished and the body typically responds by increasing serum insulin concentrations to maintain insulin signaling. Some evidence indicates that the increased insulin concentration may itself further dampen insulin response. If so, insulin resistance would worsen as the level of circulating insulin increases during compensation, which could contribute to the transition of insulin resistance to more severe disease. Here, we investigated the consequences of excess insulin exposure to insulin receptor (IR) activity. Cells chronically exposed to insulin show a diminished the level of IR tyrosine and serine autophosphorylation below that observed after short-term insulin exposure. The diminished IR response did not originate with IR internalization since IR amounts at the cell membrane were similar after short- and long-term insulin incubation. Förster resonance energy transfer between fluorophores attached to the IR tyrosine kinase (TK) domain showed that a change in the TK domain occurred upon prolonged, but not short-term, insulin exposure. Even though the altered ‘insulin refractory’ IR TK FRET and IR autophosphorylation levels returned to baseline (non-stimulated) levels after wash-out of the original insulin stimulus, subsequent short-term exposure to insulin caused immediate re-establishment of the insulin-refractory levels. This suggests that some cell-based ‘memory’ of chronic hyperinsulinemic exposure acts directly at the IR. An improved understanding of that memory may help define interventions to reset the IR to full insulin responsiveness and impede the progression of insulin resistance to more severe disease states.
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Affiliation(s)
- Karyn J. Catalano
- Department of Obstetrics and Gynecology and the Diabetes Center, University of California San Francisco, San Francisco, California, United States of America
| | - Betty A. Maddux
- Department of Obstetrics and Gynecology and the Diabetes Center, University of California San Francisco, San Francisco, California, United States of America
- Division of Endocrinology and Metabolism, University of California San Francisco, San Francisco, California, United States of America
| | - Jaroslaw Szary
- Department of Obstetrics and Gynecology and the Diabetes Center, University of California San Francisco, San Francisco, California, United States of America
| | - Jack F. Youngren
- Division of Endocrinology and Metabolism, University of California San Francisco, San Francisco, California, United States of America
| | - Ira D. Goldfine
- Division of Endocrinology and Metabolism, University of California San Francisco, San Francisco, California, United States of America
| | - Fred Schaufele
- Department of Obstetrics and Gynecology and the Diabetes Center, University of California San Francisco, San Francisco, California, United States of America
- * E-mail:
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5
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Mérola F, Fredj A, Betolngar DB, Ziegler C, Erard M, Pasquier H. Newly engineered cyan fluorescent proteins with enhanced performances for live cell FRET imaging. Biotechnol J 2013; 9:180-91. [DOI: 10.1002/biot.201300198] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2013] [Revised: 09/17/2013] [Accepted: 10/31/2013] [Indexed: 11/06/2022]
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6
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Schaufele F. Maximizing the quantitative accuracy and reproducibility of Förster resonance energy transfer measurement for screening by high throughput widefield microscopy. Methods 2013; 66:188-99. [PMID: 23927839 DOI: 10.1016/j.ymeth.2013.07.040] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2013] [Revised: 07/27/2013] [Accepted: 07/30/2013] [Indexed: 11/16/2022] Open
Abstract
Förster resonance energy transfer (FRET) between fluorescent proteins (FPs) provides insights into the proximities and orientations of FPs as surrogates of the biochemical interactions and structures of the factors to which the FPs are genetically fused. As powerful as FRET methods are, technical issues have impeded their broad adoption in the biologic sciences. One hurdle to accurate and reproducible FRET microscopy measurement stems from variable fluorescence backgrounds both within a field and between different fields. Those variations introduce errors into the precise quantification of fluorescence levels on which the quantitative accuracy of FRET measurement is highly dependent. This measurement error is particularly problematic for screening campaigns since minimal well-to-well variation is necessary to faithfully identify wells with altered values. High content screening depends also upon maximizing the numbers of cells imaged, which is best achieved by low magnification high throughput microscopy. But, low magnification introduces flat-field correction issues that degrade the accuracy of background correction to cause poor reproducibility in FRET measurement. For live cell imaging, fluorescence of cell culture media in the fluorescence collection channels for the FPs commonly used for FRET analysis is a high source of background error. These signal-to-noise problems are compounded by the desire to express proteins at biologically meaningful levels that may only be marginally above the strong fluorescence background. Here, techniques are presented that correct for background fluctuations. Accurate calculation of FRET is realized even from images in which a non-flat background is 10-fold higher than the signal.
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Affiliation(s)
- Fred Schaufele
- Center for Reproductive Science, University of California San Francisco, 513 Parnassus, HSE-1622, San Francisco, CA 94143-0556, United States.
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7
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Krylova I, Kumar RR, Kofoed EM, Schaufele F. A versatile, bar-coded nuclear marker/reporter for live cell fluorescent and multiplexed high content imaging. PLoS One 2013; 8:e63286. [PMID: 23691010 PMCID: PMC3653935 DOI: 10.1371/journal.pone.0063286] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2012] [Accepted: 04/01/2013] [Indexed: 11/18/2022] Open
Abstract
The screening of large numbers of compounds or siRNAs is a mainstay of both academic and pharmaceutical research. Most screens test those interventions against a single biochemical or cellular output whereas recording multiple complementary outputs may be more biologically relevant. High throughput, multi-channel fluorescence microscopy permits multiple outputs to be quantified in specific cellular subcompartments. However, the number of distinct fluorescent outputs available remains limited. Here, we describe a cellular bar-code technology in which multiple cell-based assays are combined in one well after which each assay is distinguished by fluorescence microscopy. The technology uses the unique fluorescent properties of assay-specific markers comprised of distinct combinations of different 'red' fluorescent proteins sandwiched around a nuclear localization signal. The bar-code markers are excited by a common wavelength of light but distinguished ratiometrically by their differing relative fluorescence in two emission channels. Targeting the bar-code to cell nuclei enables individual cells expressing distinguishable markers to be readily separated by standard image analysis programs. We validated the method by showing that the unique responses of different cell-based assays to specific drugs are retained when three assays are co-plated and separated by the bar-code. Based upon those studies, we discuss a roadmap in which even more assays may be combined in a well. The ability to analyze multiple assays simultaneously will enable screens that better identify, characterize and distinguish hits according to multiple biologically or clinically relevant criteria. These capabilities also enable the re-creation of complex mixtures of cell types that is emerging as a central area of interest in many fields.
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Affiliation(s)
- Irina Krylova
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Rachit R. Kumar
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Eric M. Kofoed
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Fred Schaufele
- Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
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8
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Kim SH, Gunther JR, Katzenellenbogen JA. Monitoring a coordinated exchange process in a four-component biological interaction system: development of a time-resolved terbium-based one-donor/three-acceptor multicolor FRET system. J Am Chem Soc 2010; 132:4685-92. [PMID: 20230029 PMCID: PMC2860875 DOI: 10.1021/ja100248q] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Hormonal regulation of cellular function involves the binding of small molecules with receptors that then coordinate subsequent interactions with other signal transduction proteins. These dynamic, multicomponent processes are difficult to track in cells and even in reconstituted in vitro systems, and most methods can monitor only two-component interactions, often with limited capacity to follow dynamic changes. Through a judicious choice of three organic acceptor fluorophores paired with a terbium donor fluorophore, we have developed the first example of a one-donor/three-acceptor multicolor time-resolved fluorescence energy transfer (TR-FRET) system, and we have exemplified its use by monitoring a ligand-regulated protein-protein exchange process in a four-component biological system. By careful quantification of the emission from each of the three acceptors at the four channels for terbium donor emission, we demonstrate that any of these donor channels can be used to estimate the magnitude of the three FRET signals in this terbium-donor triple-acceptor system with minimal bleedthrough. Using this three-channel terbium-based, TR-FRET assay system, we show in one experiment that the addition of a fluorescein-labeled estrogen agonist displaces a SNAPFL-labeled antiestrogen from the ligand binding pocket of a terbium-labeled estrogen receptor, at the same time causing a Cy5-labeled coactivator to be recruited to the estrogen receptor. This experiment demonstrates the power of a four-color TR-FRET experiment, and it shows that the overall process of estrogen receptor ligand exchange and coactivator binding is a dynamic but precisely coordinated process.
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Affiliation(s)
- Sung Hoon Kim
- Department of Chemistry, University of Illinois, 600 S. Mathews Ave., Urbana, IL 61801
| | - Jillian R. Gunther
- Department of Chemistry, University of Illinois, 600 S. Mathews Ave., Urbana, IL 61801
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9
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Kaláb P, Soderholm J. The design of Förster (fluorescence) resonance energy transfer (FRET)-based molecular sensors for Ran GTPase. Methods 2010; 51:220-32. [PMID: 20096786 DOI: 10.1016/j.ymeth.2010.01.022] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2010] [Accepted: 01/19/2010] [Indexed: 01/01/2023] Open
Abstract
The application of FRET-based molecular biosensors provided confirmation of the central model of Ran GTPase function and led to important new insights into its physiological role. In many fields of cell biology, methods employing FRET are a standard approach that is becoming increasingly accessible due to advances in instrumentation and available fluorophores. However, the optimal design of a FRET sensor remains to be the cornerstone of any successful FRET application. Utilizing the recent literature on FRET applications and our studies on Ran, we outline the basic considerations involved in designing molecular FRET sensors. We point to several broadly applicable principles that were used in many different FRET sensors that can detect a wide range of molecular events. Using the FRET sensors for Ran that we created as examples, we then focus on the practical aspects of FRET assays. We describe the preparation of a bipartite FRET sensor consisting of ECFP-Ran and EYFP-importin beta and its validation as a reporter for FRET-based high throughput screening in small molecule libraries. Finally, we review the design and optimization of monomolecular FRET sensors that monitor the RanGTP-RanBP1 interaction, and of sensors detecting the RanGTP-regulated importin beta cargo release.
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Affiliation(s)
- Petr Kaláb
- National Cancer Institute, NIH, Bethesda, MD 20892-4256, USA.
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10
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Kofoed EM, Guerbadot M, Schaufele F. Structure, affinity, and availability of estrogen receptor complexes in the cellular environment. J Biol Chem 2009; 285:2428-37. [PMID: 19926790 DOI: 10.1074/jbc.m109.045203] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
An ability to measure the biochemical parameters and structures of protein complexes at defined locations within the cellular environment would improve our understanding of cellular function. We describe widely applicable, calibrated Förster resonance energy transfer methods that quantify structural and biochemical parameters for interaction of the human estrogen receptor alpha-isoform (ER alpha) with the receptor interacting domains (RIDs) of three cofactors (SRC1, SRC2, SRC3) in living cells. The interactions of ER alpha with all three SRC-RIDs, measured throughout the cell nucleus, transitioned from structurally similar, high affinity complexes containing two ER alphas at low free SRC-RID concentrations (<2 nm) to lower affinity complexes with an ER alpha monomer at higher SRC-RID concentrations (approximately 10 nm). The methods also showed that only a subpopulation of ER alpha was available to form complexes with the SRC-RIDs in the cell. These methods represent a template for extracting unprecedented details of the biochemistry and structure of any complex that is capable of being measured by Förster resonance energy transfer in the cellular environment.
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Affiliation(s)
- Eric M Kofoed
- Diabetes Center, University of California, San Francisco, California 94143-0540, USA
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11
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Paruthiyil S, Cvoro A, Zhao X, Wu Z, Sui Y, Staub RE, Baggett S, Herber CB, Griffin C, Tagliaferri M, Harris HA, Cohen I, Bjeldanes LF, Speed TP, Schaufele F, Leitman DC. Drug and cell type-specific regulation of genes with different classes of estrogen receptor beta-selective agonists. PLoS One 2009; 4:e6271. [PMID: 19609440 PMCID: PMC2707612 DOI: 10.1371/journal.pone.0006271] [Citation(s) in RCA: 56] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2008] [Accepted: 06/08/2009] [Indexed: 12/02/2022] Open
Abstract
Estrogens produce biological effects by interacting with two estrogen receptors, ERα and ERβ. Drugs that selectively target ERα or ERβ might be safer for conditions that have been traditionally treated with non-selective estrogens. Several synthetic and natural ERβ-selective compounds have been identified. One class of ERβ-selective agonists is represented by ERB-041 (WAY-202041) which binds to ERβ much greater than ERα. A second class of ERβ-selective agonists derived from plants include MF101, nyasol and liquiritigenin that bind similarly to both ERs, but only activate transcription with ERβ. Diarylpropionitrile represents a third class of ERβ-selective compounds because its selectivity is due to a combination of greater binding to ERβ and transcriptional activity. However, it is unclear if these three classes of ERβ-selective compounds produce similar biological activities. The goals of these studies were to determine the relative ERβ selectivity and pattern of gene expression of these three classes of ERβ-selective compounds compared to estradiol (E2), which is a non-selective ER agonist. U2OS cells stably transfected with ERα or ERβ were treated with E2 or the ERβ-selective compounds for 6 h. Microarray data demonstrated that ERB-041, MF101 and liquiritigenin were the most ERβ-selective agonists compared to estradiol, followed by nyasol and then diarylpropionitrile. FRET analysis showed that all compounds induced a similar conformation of ERβ, which is consistent with the finding that most genes regulated by the ERβ-selective compounds were similar to each other and E2. However, there were some classes of genes differentially regulated by the ERβ agonists and E2. Two ERβ-selective compounds, MF101 and liquiritigenin had cell type-specific effects as they regulated different genes in HeLa, Caco-2 and Ishikawa cell lines expressing ERβ. Our gene profiling studies demonstrate that while most of the genes were commonly regulated by ERβ-selective agonists and E2, there were some genes regulated that were distinct from each other and E2, suggesting that different ERβ-selective agonists might produce distinct biological and clinical effects.
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Affiliation(s)
- Sreenivasan Paruthiyil
- Departments of Obstetrics, Gynecology and Reproductive Sciences, Cellular and Molecular Pharmacology, Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Aleksandra Cvoro
- Departments of Obstetrics, Gynecology and Reproductive Sciences, Cellular and Molecular Pharmacology, Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Xiaoyue Zhao
- Bionovo Inc., Emeryville, California, United States of America
| | - Zhijin Wu
- Center for Statistical Sciences & Department of Community Health, Brown University, Providence, Rhode Island, United States of America
| | - Yunxia Sui
- Center for Statistical Sciences & Department of Community Health, Brown University, Providence, Rhode Island, United States of America
| | | | - Scott Baggett
- Bionovo Inc., Emeryville, California, United States of America
| | - Candice B. Herber
- Departments of Obstetrics, Gynecology and Reproductive Sciences, Cellular and Molecular Pharmacology, Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | - Chandi Griffin
- Departments of Obstetrics, Gynecology and Reproductive Sciences, Cellular and Molecular Pharmacology, Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
| | | | - Heather A. Harris
- Women's Health and Musculoskeletal Biology, Wyeth Research, Collegeville, Pennsylvania, United States of America
| | - Isaac Cohen
- Bionovo Inc., Emeryville, California, United States of America
| | - Leonard F. Bjeldanes
- Department of Nutritional Science and Toxicology, University of California, Berkeley, California, United States of America
| | - Terence P. Speed
- Department of Statistics, University of California, Berkeley, California, United States of America; and Division of Bioinformatics, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Fred Schaufele
- Department of Medicine, University of California San Francisco, San Francisco, California, United States of America
| | - Dale C. Leitman
- Departments of Obstetrics, Gynecology and Reproductive Sciences, Cellular and Molecular Pharmacology, Center for Reproductive Sciences, University of California San Francisco, San Francisco, California, United States of America
- Department of Nutritional Science and Toxicology, University of California, Berkeley, California, United States of America
- * E-mail:
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