1
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Ceder MM, Ahemaiti A, Lagerström MC. Fluorescence-based method for analysis of glycine receptor alpha 3 agonists. Eur J Pharmacol 2025:177661. [PMID: 40306539 DOI: 10.1016/j.ejphar.2025.177661] [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: 12/02/2024] [Revised: 03/18/2025] [Accepted: 04/22/2025] [Indexed: 05/02/2025]
Abstract
Glycine, a key neurotransmitter, plays a complex role in the CNS. It acts as an inhibitory neurotransmitter by interacting with ligand-gated chloride channels. Glycine plays a crucial role in pain and itch transmission through its interactions with the glycine receptor alpha 1 (Glyr α1) and 3 (Glyr α3) subunits. Targeting glycinergic neurotransmission in the CNS, particularly the spinal cord, could provide a beneficial strategy for analgesic and/or abirritant drug discovery. Currently, the search for novel pharmacological agonists and modulators against glycine receptors is still in its early stages. In this study, we designed two different vectors to express the human hetero-pentameric GlyR α3β. We tested different chemical transfection protocols and performed fluorescence endpoint measurements in acutely transfected cells and cells that underwent antibiotic selection. We further validated our findings by studying the electrophysiological properties of the vector-expressing cells using patch clamp. The results demonstrate that acutely vector-transfected cells and vector-transfected cells subjected to antibiotic selection work equally well during fluorescence-based measurements. However, in single-cell measurements such as patch clamp, acutely transfected cells perform better. The results further show that reversing the equilibrium potential of Cl- can enhance the fluorescence response from the FluoVolt™ membrane potential dye, which can be used during patch clamp measurements. This establishes a simple and cost-effective method to screen for compounds in cell cultures using chemical transfection with a vector expressing GlyR α3β, which could aid in developing the next generation of non-opioid analgesic.
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Affiliation(s)
- Mikaela M Ceder
- Department of Immunology, Genetics and Pathology, Uppsala University, 751 08 Uppsala, Sweden
| | - Aikeremu Ahemaiti
- Department of Immunology, Genetics and Pathology, Uppsala University, 751 08 Uppsala, Sweden
| | - Malin C Lagerström
- Department of Immunology, Genetics and Pathology, Uppsala University, 751 08 Uppsala, Sweden.
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2
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Ayotte Y, Bernet E, Bilodeau F, Cimino M, Gagnon D, Lebughe M, Mistretta M, Ogadinma P, Ouali SL, Sow AA, Chatel-Chaix L, Descoteaux A, Manina G, Richard D, Veyrier F, LaPlante SR. Fragment-Based Phenotypic Lead Discovery To Identify New Drug Seeds That Target Infectious Diseases. ACS Chem Biol 2021; 16:2158-2163. [PMID: 34699722 DOI: 10.1021/acschembio.1c00657] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Fragment-based lead discovery has emerged over the last decades as one of the most powerful techniques for identifying starting chemical matter to target specific proteins or nucleic acids in vitro. However, the use of such low-molecular-weight fragment molecules in cell-based phenotypic assays has been historically avoided because of concerns that bioassays would be insufficiently sensitive to detect the limited potency expected for such small molecules and that the high concentrations required would likely implicate undesirable artifacts. Herein, we applied phenotype cell-based screens using a curated fragment library to identify inhibitors against a range of pathogens including Leishmania, Plasmodium falciparum, Neisseria, Mycobacterium, and flaviviruses. This proof-of-concept shows that fragment-based phenotypic lead discovery (FPLD) can serve as a promising complementary approach for tackling infectious diseases and other drug-discovery programs.
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Affiliation(s)
- Yann Ayotte
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Eve Bernet
- Bacterial Symbionts Evolution, Institut national de la recherche scientifique, Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - François Bilodeau
- NMX Research and Solutions, Inc., 500 Boulevard Cartier Ouest, Laval, Quebec H7V 5B7, Canada
| | - Mena Cimino
- Microbial Individuality and Infection Group, Cell Biology and Infection Department, Institut Pasteur, 25-28 Rue du Docteur Roux 75015, Paris, France
| | - Dominic Gagnon
- Centre de recherche du CHU de Québec-Université Laval, Département de Microbiologie-Infectiologie et d’Immunologie, Université Laval, Quebec, Quebec G1V 0A6, Canada
| | - Marthe Lebughe
- Bacterial Symbionts Evolution, Institut national de la recherche scientifique, Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Maxime Mistretta
- Microbial Individuality and Infection Group, Cell Biology and Infection Department, Institut Pasteur, 25-28 Rue du Docteur Roux 75015, Paris, France
| | - Paul Ogadinma
- NMX Research and Solutions, Inc., 500 Boulevard Cartier Ouest, Laval, Quebec H7V 5B7, Canada
| | - Sarah-Lisa Ouali
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Aïssatou Aïcha Sow
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Laurent Chatel-Chaix
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Albert Descoteaux
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Giulia Manina
- Microbial Individuality and Infection Group, Cell Biology and Infection Department, Institut Pasteur, 25-28 Rue du Docteur Roux 75015, Paris, France
| | - Dave Richard
- Centre de recherche du CHU de Québec-Université Laval, Département de Microbiologie-Infectiologie et d’Immunologie, Université Laval, Quebec, Quebec G1V 0A6, Canada
| | - Frédéric Veyrier
- Bacterial Symbionts Evolution, Institut national de la recherche scientifique, Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
| | - Steven R. LaPlante
- Institut national de la recherche scientifique - Armand-Frappier Santé Biotechnologie Research Centre, 531 Boulevard des Prairies, Laval, Quebec H7V 1B7, Canada
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3
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Borgarelli C, Klingl YE, Escamilla-Ayala A, Munck S, Van Den Bosch L, De Borggraeve WM, Ismalaj E. Lighting Up the Plasma Membrane: Development and Applications of Fluorescent Ligands for Transmembrane Proteins. Chemistry 2021; 27:8605-8641. [PMID: 33733502 DOI: 10.1002/chem.202100296] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Indexed: 12/16/2022]
Abstract
Despite the fact that transmembrane proteins represent the main therapeutic targets for decades, complete and in-depth knowledge about their biochemical and pharmacological profiling is not fully available. In this regard, target-tailored small-molecule fluorescent ligands are a viable approach to fill in the missing pieces of the puzzle. Such tools, coupled with the ability of high-precision optical techniques to image with an unprecedented resolution at a single-molecule level, helped unraveling many of the conundrums related to plasma proteins' life-cycle and druggability. Herein, we review the recent progress made during the last two decades in fluorescent ligand design and potential applications in fluorescence microscopy of voltage-gated ion channels, ligand-gated ion channels and G-coupled protein receptors.
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Affiliation(s)
- Carlotta Borgarelli
- Department of Chemistry, Molecular Design and Synthesis, KU Leuven Campus Arenberg Celestijnenlaan 200F -, box 2404, 3001, Leuven, Belgium
| | - Yvonne E Klingl
- Department of Neurosciences, Experimental Neurology and Leuven Brain Institute (LBI), KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium.,Laboratory of Neurobiology, VIB, Center for Brain &, Disease Research, VIB-KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium
| | - Abril Escamilla-Ayala
- Center for Brain & Disease Research, & VIB BioImaging Core, VIB-KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium.,Department of Neurosciences, Leuven Brain Institute, KU Leuven, Campus Gasthuisberg O&N5 - box 602 Herestraat 49, 3000, Leuven, Belgium
| | - Sebastian Munck
- Center for Brain & Disease Research, & VIB BioImaging Core, VIB-KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium.,Department of Neurosciences, Leuven Brain Institute, KU Leuven, Campus Gasthuisberg O&N5 - box 602 Herestraat 49, 3000, Leuven, Belgium
| | - Ludo Van Den Bosch
- Department of Neurosciences, Experimental Neurology and Leuven Brain Institute (LBI), KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium.,Laboratory of Neurobiology, VIB, Center for Brain &, Disease Research, VIB-KU Leuven Campus Gasthuisberg O&N5 -, box 602 Herestraat 49, 3000, Leuven, Belgium
| | - Wim M De Borggraeve
- Department of Chemistry, Molecular Design and Synthesis, KU Leuven Campus Arenberg Celestijnenlaan 200F -, box 2404, 3001, Leuven, Belgium
| | - Ermal Ismalaj
- Department of Chemistry, Molecular Design and Synthesis, KU Leuven Campus Arenberg Celestijnenlaan 200F -, box 2404, 3001, Leuven, Belgium
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4
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Lam KT, Taylor EL, Thompson AJ, Ruepp MD, Lochner M, Martinez MJ, Brozik JA. Direct Measurement of Single-Molecule Ligand-Receptor Interactions. J Phys Chem B 2020; 124:7791-7802. [PMID: 32790373 DOI: 10.1021/acs.jpcb.0c05474] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Measuring the kinetics that govern ligand-receptor interactions is fundamental to our understanding of pharmacology. For ligand-gated ion channels, binding of an agonist triggers allosteric motions that open an integral ion-permeable pore. By mathematically modeling stochastic electrophysiological responses with high temporal resolution (ms), previous single channel studies have been able to infer the rate constants of ligands binding to these receptors. However, there are no reports of the direct measurement of the single-molecule binding events that are vital to how agonists exert their functional effects. For the first time, we report these direct measurements, the rate constants, and corresponding free energy changes, which describe the transitions between the different binding states. To achieve this, we use the super resolution technique: points accumulation for imaging in nanoscale topography (PAINT) to observe binding of ATP to orthosteric binding sites on the P2X1 receptor. Furthermore, an analysis of time-resolved single-molecule interactions is used to measure elementary rate constants and thermodynamic forces that drive the allosteric motions. These single-molecule measurements unequivocally establish the location of each binding states of the P2X1 receptor and the stochastic nature of the interaction with its native ligand. The analysis leads to the measurement of the forward and reverse rates from a weak ligand-binding state to a strong ligand binding state that is linked to allosteric motion and ion pore formation. These rates (kα = 1.41 sec-1 and kβ = 0.32 sec-1) were then used to determine the free energy associated with this critical mechanistic step (3.7 kJ/mol). Importantly, the described methods can be readily applied to all ligand-gated ion channels, and more broadly to the molecular interactions of other classes of membrane proteins.
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Affiliation(s)
- K-T Lam
- Department of Chemistry, Washington State University, PO Box 644630, Pullman, Washington 99164-4630United States
| | - E L Taylor
- Department of Chemistry, Washington State University, PO Box 644630, Pullman, Washington 99164-4630United States
| | - A J Thompson
- Department of Pharmacology, University of Cambridge, Cambridge CB2 1TN United Kingdom
| | - M-D Ruepp
- UK Dementia Research Institute at King's College London, London WC2R 2LS U.K.,Institute of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012 Bern, Switzerland
| | - M Lochner
- Institute of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012 Bern, Switzerland
| | - Michael J Martinez
- Department of Chemistry, Washington State University, PO Box 644630, Pullman, Washington 99164-4630United States
| | - J A Brozik
- Department of Chemistry, Washington State University, PO Box 644630, Pullman, Washington 99164-4630United States
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5
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Tian M, Abdelrahman A, Baqi Y, Fuentes E, Azazna D, Spanier C, Densborn S, Hinz S, Schmid R, Müller CE. Discovery and Structure Relationships of Salicylanilide Derivatives as Potent, Non-acidic P2X1 Receptor Antagonists. J Med Chem 2020; 63:6164-6178. [PMID: 32345019 DOI: 10.1021/acs.jmedchem.0c00435] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Antagonists for the ATP-gated ion channel receptor P2X1 have potential as antithrombotics and for treating hyperactive bladder and inflammation. In this study, salicylanilide derivatives were synthesized based on a screening hit. P2X1 antagonistic potency was assessed in 1321N1 astrocytoma cells stably transfected with the human P2X1 receptor by measuring inhibition of the ATP-induced calcium influx. Structure-activity relationships were analyzed, and selectivity versus other P2X receptor subtypes was assessed. The most potent compounds, N-[3,5-bis(trifluoromethyl)phenyl]-5-chloro-2-hydroxybenzamide (1, IC50 0.0192 μM) and N-[3,5-bis(trifluoromethyl)phenyl]-4-chloro-2-hydroxybenzamide (14, IC50 0.0231 μM), displayed >500-fold selectivity versus P2X2 and P2X3, and 10-fold selectivity versus P2X4 and P2X7 receptors, and inhibited collagen-induced platelet aggregation. They behaved as negative allosteric modulators, and molecular modeling studies suggested an extracellular binding site. Besides selective P2X1 antagonists, compounds with ancillary P2X4 and/or P2X7 receptor inhibition were discovered. These compounds represent the first potent, non-acidic, allosteric P2X1 receptor antagonists reported to date.
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Affiliation(s)
- Maoqun Tian
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Aliaa Abdelrahman
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Younis Baqi
- Department of Chemistry, Faculty of Science, Sultan Qaboos University, P.O. Box 36, 123 Muscat, Oman
| | - Eduardo Fuentes
- Thrombosis Research Center, Medical Technology School, Department of Clinical Biochemistry and Immunohaematology, Faculty of Health Sciences, Interdisciplinary Center on Aging, Universidad de Talca, 3460000 Talca, Chile
| | - Djamil Azazna
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Claudia Spanier
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Sabrina Densborn
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Sonja Hinz
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
| | - Ralf Schmid
- Department of Molecular and Cell Biology, University of Leicester, Leicester LE1 7RH, U.K.,Leicester Institute of Structural and Chemical Biology, University of Leicester, Leicester LE1 7RH, U.K
| | - Christa E Müller
- PharmaCenter Bonn, Pharmaceutical Institute, Pharmaceutical & Medicinal Chemistry, University of Bonn, An der Immenburg 4, D-53121 Bonn, Germany
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6
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A Guide to Tracking Single Membrane Proteins and Their Interactions in Supported Lipid Bilayers. Methods Mol Biol 2020. [PMID: 31218627 DOI: 10.1007/978-1-4939-9512-7_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
The purpose of this chapter is to serve as a guide for those who wish to carry out experiments tracking single proteins in planar supported biomimetic membranes. This chapter describes, in detail, the construction of a simple single molecule microscope, which includes: (1) a parts list, (2) temperature control, (3) an alignment procedure, (4) a calibration procedure, and (5) a procedure for measuring the mechanical stability of the instrument. It also gives procedures for making planar supported bilayers on hydrophilically treated borosilicate and quartz. These include (1) POPC bilayers, (2) POPC/PEG-PE cushioned bilayers, (3) POPC/PEG-PE cushioned bilayers on BSA passivated substrates, and (4) a cushioned biomimetic membrane of the endoplasmic reticulum (ER). A procedure for the detergent mediated incorporation of the transmembrane protein 5HT3A (a serotonin receptor) is also described and can be used as a starting point for other large non-self-inserting transmembrane proteins. A procedure for the detergent-free incorporation of cytochrome P450 reductase (CPR) and cytochrome P450 enzymes (P450) into an ER biomimetic is also described. The final experimental section of this chapter details different procedures for data analysis including (1) quantitative analysis of mean squared displacements from individually tracked proteins, (2) gamma distribution analysis of diffusion coefficients from a small ensemble of individually tracked proteins, (3) average mean squared displacement analysis, (4) Gaussian analysis of step-size distributions, (5) Arrhenius analysis of temperature dependent data, (6) the determination of equilibrium constants from a step-size distribution, and (7) a perspective associated with the interpretation of single particle tracking data.
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7
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Beswick P, Wahab B, Honey MA, Paradowski M, Jiang K, Lochner M, Murrell-Lagnado RD, Thompson AJ. A challenge finding P2X1 and P2X4 ligands. Neuropharmacology 2019; 157:107674. [PMID: 31238045 DOI: 10.1016/j.neuropharm.2019.107674] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2019] [Revised: 05/24/2019] [Accepted: 06/17/2019] [Indexed: 01/09/2023]
Abstract
Identifying novel small-molecule P2X1 and P2X4 ligands with sub-type specificity and high-affinity remains a pharmacological challenge. Here we use computational methods, electrophysiology and fluorescent microplate assays to screen for ligand candidates acting at these receptors. Modelling and docking identified 80 compounds for testing at P2X4 receptors, and 20 of these showed >50% inhibition in fluorescence-based assays, making them appealing for further SAR studies. Confirmation of activity by two-electrode voltage clamp, followed by their elaboration resulted in only minor improvements in potency, with the highest IC50 being 295 μM. Testing on P2X1 receptors, resulted in a series of biguanide compounds that yielded a maximum IC50 of 100 μM, but no consistent SAR could be found. Potencies of established antagonists gave expected results, although the measured potencies varied between techniques and no antagonism could be found for compounds such as paroxetine, carbamazepine, 9(10H)-acridanone, acridinol and phenoxazine-type heterocycles. This study highlights the challenge of identifying P2X4 and P2X1 ligands and suggests that a combination of complimentary approaches is needed if we are to be confident of ligand activities at these receptors.
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Affiliation(s)
- Paul Beswick
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Brighton, UK
| | - Ben Wahab
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Brighton, UK
| | - Mark A Honey
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Brighton, UK
| | | | - Ke Jiang
- Institute of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012, Bern, Switzerland
| | - Martin Lochner
- Institute of Biochemistry and Molecular Medicine, University of Bern, Bühlstrasse 28, 3012, Bern, Switzerland
| | - Ruth D Murrell-Lagnado
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Brighton, UK
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8
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Schulze J, Baukmann H, Wawrzinek R, Fuchsberger FF, Specker E, Aretz J, Nazaré M, Rademacher C. CellFy: A Cell-Based Fragment Screen against C-Type Lectins. ACS Chem Biol 2018; 13:3229-3235. [PMID: 30480432 DOI: 10.1021/acschembio.8b00875] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
Fragment-based drug discovery is a powerful complement to conventional high-throughput screening, especially for difficult targets. Screening low-molecular-weight fragments usually requires highly sensitive biophysical methods, because of the generally low affinity of the identified ligands. Here, we developed a cell-based fragment screening assay (cellFy) that allows sensitive identification of fragment hits in a physiologically more relevant environment, in contrast to isolated target screenings in solution. For this, a fluorescently labeled multivalent reporter was employed, enabling direct measurement of displacement by low-molecular-weight fragments without requiring enzymatic reactions or receptor activation. We applied this technique to identify hits against two challenging targets of the C-type lectin receptor (CLR) family: Dendritic Cell-Specific Intercellular adhesion molecule-3-Grabbing Nonintegrin (DC-SIGN) and Langerin. Both receptors are involved in pathogen recognition and initiation of an immune response, which renders them attractive targets for immune modulation. Because of their shallow and hydrophilic primary binding site, hit identification for CLRs is challenging and druglike ligands for CLRs are sparse. Screening of a fragment library followed by hit validation identified several promising candidates for further fragment evolution for DC-SIGN. In addition, a multiplexed assay format was developed for simultaneous screening against multiple CLRs, allowing a selectivity counterscreening. Overall, this sensitive cell-based fragment screening assay provides a powerful tool for rapid identification of bioactive fragments, even for difficult targets.
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Affiliation(s)
- Jessica Schulze
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Hannes Baukmann
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Robert Wawrzinek
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Felix F. Fuchsberger
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Edgar Specker
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Berlin, Germany
| | - Jonas Aretz
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
| | - Marc Nazaré
- Leibniz-Forschungsinstitut für Molekulare Pharmakologie (FMP), Berlin, Germany
| | - Christoph Rademacher
- Department of Biomolecular Systems, Max Planck Institute of Colloids and Interfaces, Potsdam, Germany
- Department of Biology, Chemistry and Pharmacy, Freie Universität Berlin, Berlin, Germany
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9
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Lee A, Tsekouras K, Calderon C, Bustamante C, Pressé S. Unraveling the Thousand Word Picture: An Introduction to Super-Resolution Data Analysis. Chem Rev 2017; 117:7276-7330. [PMID: 28414216 PMCID: PMC5487374 DOI: 10.1021/acs.chemrev.6b00729] [Citation(s) in RCA: 61] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Super-resolution microscopy provides direct insight into fundamental biological processes occurring at length scales smaller than light's diffraction limit. The analysis of data at such scales has brought statistical and machine learning methods into the mainstream. Here we provide a survey of data analysis methods starting from an overview of basic statistical techniques underlying the analysis of super-resolution and, more broadly, imaging data. We subsequently break down the analysis of super-resolution data into four problems: the localization problem, the counting problem, the linking problem, and what we've termed the interpretation problem.
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Affiliation(s)
- Antony Lee
- Department of Physics, University of California at Berkeley, Berkeley, California 94720, United States
- Jason L. Choy Laboratory of Single-Molecule Biophysics, University of California at Berkeley, Berkeley, California 94720, United States
| | - Konstantinos Tsekouras
- Department of Physics, University of California at Berkeley, Berkeley, California 94720, United States
- Department of Physics, Arizona State University, Tempe, Arizona 85287, United States
| | | | - Carlos Bustamante
- Jason L. Choy Laboratory of Single-Molecule Biophysics, University of California at Berkeley, Berkeley, California 94720, United States
- Biophysics Graduate Group, University of California at Berkeley, Berkeley, California 94720, United States
- Institute for Quantitative Biosciences-QB3, University of California at Berkeley, Berkeley, California 94720, United States
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, California 94720, United States
- Department of Chemistry, University of California at Berkeley, Berkeley, California 94720, United States
- Howard Hughes Medical Institute, University of California at Berkeley, Berkeley, California 94720, United States
- Kavli Energy Nanosciences Institute, University of California at Berkeley, Berkeley, California 94720, United States
| | - Steve Pressé
- Department of Physics, University of California at Berkeley, Berkeley, California 94720, United States
- Department of Chemistry and Chemical Biology, Indiana University–Purdue University Indianapolis, Indianapolis, Indiana 46202, United States
- Department of Cell and Integrative Physiology, Indiana University School of Medicine, Indianapolis, Indiana 46202, United States
- School of Molecular Sciences, Arizona State University, Tempe, Arizona 85287, United States
- Department of Physics, Arizona State University, Tempe, Arizona 85287, United States
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10
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Thompson AJ, Lochner M. Lighting up neuroscience. Neuropharmacology 2015; 98:1-2. [PMID: 26449869 DOI: 10.1016/j.neuropharm.2015.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
Affiliation(s)
| | - Martin Lochner
- University of Bern, Department of Chemistry and Biochemistry, Freiestrasse 3, CH-3012 Bern, Switzerland.
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