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Prakash A, Kumar M. Transcriptional analysis of CRISPR I-B arrays of Leptospira interrogans serovar Lai and its processing by Cas6. Front Microbiol 2022; 13:960559. [PMID: 35966677 PMCID: PMC9372919 DOI: 10.3389/fmicb.2022.960559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Accepted: 07/05/2022] [Indexed: 11/17/2022] Open
Abstract
In the genome of various Leptospira interrogans serovars, the subtype I-B locus of CRISPR-Cas possesses either one or multiple CRISPR arrays. In silico database (CRISPRCasdb) for predicting CRISPR-Cas reveals seven CRISPR arrays in L. interrogans serovar Lai positioned between the two independent cas-operons. Here, we present the redefined repeat-spacer boundaries of the CRISPR subtype I-B locus of serovar Lai. Such refinement of boundaries of arrays in serovar Lai was done after comparison with the characterized array of another serovar Copenhageni and the manual analysis of CRISPR flanking sequences. Using the reverse transcription-PCR (RT-PCR), we account that the seven CRISPR are transcriptionally active in serovar Lai. Our RT-PCR and quantitative real-time PCR analysis of transcripts in serovar Lai indicated that seven CRISPR of subtype I-B transcribe together as a single precursor unit. Moreover, the cleavage of the two miniature pre-crRNA of the subtype I-B by Cas6 demonstrates the biogenesis of the expected size of mature crRNA essential for the guided interference of foreign DNA. This study features insight into transcription direction and the crRNA biogenesis in serovar Lai essential for RNA-mediated interference of invading nucleic acids.
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2
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Mahzabeen F, Vermesh O, Levi J, Tan M, Alam IS, Chan CT, Gambhir SS, Harris JS. Real-time point-of-care total protein measurement with a miniaturized optoelectronic biosensor and fast fluorescence-based assay. Biosens Bioelectron 2021; 180:112823. [PMID: 33715946 DOI: 10.1016/j.bios.2020.112823] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2019] [Revised: 11/10/2020] [Accepted: 11/12/2020] [Indexed: 01/01/2023]
Abstract
Measurement of total protein in urine is key to monitoring kidney health in diabetes. However, most total protein assays are performed using large, expensive laboratory chemistry analyzers that are not amenable to point-of-care analysis or home monitoring and cannot provide real-time readouts. We developed a miniaturized optoelectronic biosensor using a vertical cavity surface-emitting laser (VCSEL), coupled with a fast protein assay based on protein-induced fluorescence enhancement (PIFE), that can dynamically measure protein concentrations in protein-spiked buffer, serum, and urine in seconds with excellent sensitivity (urine LOD = 0.023 g/L, LOQ = 0.075 g/L) and over a broad range of physiologically relevant concentrations. Comparison with gold standard clinical assays and standard fluorimetry tools showed that the sensor can accurately and reliably quantitate total protein in clinical urine samples from patients with diabetes. Our VCSEL biosensor is amenable to integration with miniaturized electronics, which could afford a portable, low-cost, easy-to-use device for sensitive, accurate, and real-time total protein measurements from small biofluid volumes.
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Affiliation(s)
- Fariah Mahzabeen
- Department of Electrical Engineering, Stanford University, Stanford, CA, 94305, USA
| | - Ophir Vermesh
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA; Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA.
| | - Jelena Levi
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA; Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA
| | - Marilyn Tan
- Department of Medicine, Stanford University, Stanford, CA, 94305, USA
| | - Israt S Alam
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA; Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA
| | - Carmel T Chan
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA; Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA
| | - Sanjiv S Gambhir
- Department of Radiology, Stanford University, Stanford, CA, 94305, USA; Molecular Imaging Program at Stanford, Stanford University, Stanford, CA, 94305, USA; Department of Bioengineering, Stanford University, Stanford, CA, 94305, USA; Stanford Bio-X, Stanford University, Stanford, CA, 94305, USA
| | - James S Harris
- Department of Electrical Engineering, Stanford University, Stanford, CA, 94305, USA.
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3
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Key Points to Consider When Studying RNA Remodeling by Proteins. METHODS IN MOLECULAR BIOLOGY (CLIFTON, N.J.) 2020; 2209:1-16. [PMID: 33201459 DOI: 10.1007/978-1-0716-0935-4_1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Cellular RNAs depend on proteins for efficient folding to specific functional structures and for transitions between functional structures. This dependence arises from intrinsic properties of RNA structure. Specifically, RNAs possess stable local structure, largely in the form of helices, and there are abundant opportunities for RNAs to form alternative helices and tertiary contacts and therefore to populate alternative structures. Proteins with RNA chaperone activity, either ATP-dependent or ATP-independent, can promote structural transitions by interacting with single-stranded RNA (ssRNA) to compete away partner interactions and then release ssRNA so that it can form new interactions. In this chapter we review the basic properties of RNA and the proteins that function as chaperones and remodelers. We then use these properties as a foundation to explore key points for the design and interpretation of experiments that probe RNA rearrangements and their acceleration by proteins.
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4
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Licatalosi DD, Ye X, Jankowsky E. Approaches for measuring the dynamics of RNA-protein interactions. WILEY INTERDISCIPLINARY REVIEWS. RNA 2020; 11:e1565. [PMID: 31429211 PMCID: PMC7006490 DOI: 10.1002/wrna.1565] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 07/20/2019] [Accepted: 07/25/2019] [Indexed: 12/17/2022]
Abstract
RNA-protein interactions are pivotal for the regulation of gene expression from bacteria to human. RNA-protein interactions are dynamic; they change over biologically relevant timescales. Understanding the regulation of gene expression at the RNA level therefore requires knowledge of the dynamics of RNA-protein interactions. Here, we discuss the main experimental approaches to measure dynamic aspects of RNA-protein interactions. We cover techniques that assess dynamics of cellular RNA-protein interactions that accompany biological processes over timescales of hours or longer and techniques measuring the kinetic dynamics of RNA-protein interactions in vitro. This article is categorized under: RNA Interactions with Proteins and Other Molecules > Protein-RNA Interactions: Functional Implications RNA Interactions with Proteins and Other Molecules > Protein-RNA Recognition RNA Interactions with Proteins and Other Molecules > RNA-Protein Complexes RNA Evolution and Genomics > Ribonomics.
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Affiliation(s)
- Donny D Licatalosi
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, Ohio
| | - Xuan Ye
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, Ohio
| | - Eckhard Jankowsky
- Center for RNA Science and Therapeutics, School of Medicine, Case Western Reserve University, Cleveland, Ohio
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Kumari N, Ciuba MA, Levitus M. Photophysical properties of the hemicyanine Dy-630 and its potential as a single-molecule fluorescent probe for biophysical applications. Methods Appl Fluoresc 2019; 8:015004. [PMID: 31585443 DOI: 10.1088/2050-6120/ab4b0d] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Protein-induced fluorescence enhancement (PIFE) is an increasingly used approach to investigate DNA-protein interactions at the single molecule level. The optimal probe for this type of application is highly photostable, has a high absorption extinction coefficient, and has a moderate fluorescence quantum yield that increases significantly when the dye is in close proximity to a large macromolecule such as a protein. So far, the green-absorbing symmetric cyanine known as Cy3 has been the probe of choice in this field because the magnitude of the increase observed upon protein binding (usually 2-4 -fold) is large enough to allow for the analysis of protein dynamics on the inherently noisy single-molecule signals. Here, we report the characterization of the photophysical properties of the red-absorbing hemicyanine dye Dy-630 in the context of its potential application as a single-molecule PIFE probe. The behavior of Dy-630 in solution is similar to that of Cy3; the fluorescence quantum yield and lifetime of Dy-630 increase with increasing viscosity, and decrease with increasing temperature indicating the existence of an activated nonradiative process that depopulates the singlet state of the dye. As in the case of Cy3, the results of transient spectroscopy experiments are consistent with the formation of a photoisomer that reverts to the ground state thermally in the microsecond timescale. Unfortunately, experiments with DNA samples paint a more complex scenario. As in the case of Cy3, the fluorescence quantum yield of Dy-630 increases significantly when the dye interacts with the DNA bases, but in the case of Dy-630 attachment to DNA results in an already long fluorescence lifetime that does not provide a significant window for the protein-induced enhancement observed with Cy3. Although we show that Dy-630 may not be well-suited for PIFE, our results shed light on the optimal design principles for probes for PIFE applications.
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Hadzic MCAS, Börner R, König SLB, Kowerko D, Sigel RKO. Reliable State Identification and State Transition Detection in Fluorescence Intensity-Based Single-Molecule Förster Resonance Energy-Transfer Data. J Phys Chem B 2018; 122:6134-6147. [PMID: 29737844 DOI: 10.1021/acs.jpcb.7b12483] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Single-molecule Förster resonance energy transfer (smFRET) is a powerful technique to probe biomolecular structure and dynamics. A popular implementation of smFRET consists of recording fluorescence intensity time traces of surface-immobilized, chromophore-tagged molecules. This approach generates large and complex data sets, the analysis of which is to date not standardized. Here, we address a key challenge in smFRET data analysis: the generation of thermodynamic and kinetic models that describe with statistical rigor the behavior of FRET trajectories recorded from surface-tethered biomolecules in terms of the number of FRET states, the corresponding mean FRET values, and the kinetic rates at which they interconvert. For this purpose, we first perform Monte Carlo simulations to generate smFRET trajectories, in which a relevant space of experimental parameters is explored. Then, we provide an account on current strategies to achieve such model selection, as well as a quantitative assessment of their performances. Specifically, we evaluate the performance of each algorithm (change-point analysis, STaSI, HaMMy, vbFRET, and ebFRET) with respect to accuracy, reproducibility, and computing time, which yields a range of algorithm-specific referential benchmarks for various data qualities. Data simulation and analysis were performed with our MATLAB-based multifunctional analysis software for handling smFRET data (MASH-FRET).
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Affiliation(s)
| | | | | | - Danny Kowerko
- Department of Computer Science , Chemnitz University of Technology , 09111 Chemnitz , Germany
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Egloff D, Oleinich IA, Zhao M, König SLB, Sigel RKO, Freisinger E. Sequence-Specific Post-Synthetic Oligonucleotide Labeling for Single-Molecule Fluorescence Applications. ACS Chem Biol 2016; 11:2558-67. [PMID: 27409145 DOI: 10.1021/acschembio.6b00343] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
The sequence-specific fluorescence labeling of nucleic acids is a prerequisite for various methods including single-molecule Förster resonance energy transfer (smFRET) for the detailed study of nucleic acid folding and function. Such nucleic acid derivatives are commonly obtained by solid-phase methods; however, yields decrease rapidly with increasing length and restrict the practicability of this approach for long strands. Here, we report a new labeling strategy for the postsynthetic incorporation of a bioorthogonal group into single stranded regions of both DNA and RNA of unrestricted length. A 12-alkyne-etheno-adenine modification is sequence-selectively formed using DNA-templated synthesis, followed by conjugation of the fluorophore Cy3 via a copper-catalyzed azide-alkyne cycloaddition (CuAAC). Evaluation of the labeled strands in smFRET measurements shows that the strategy developed here has the potential to be used for the study of long functional nucleic acids by (single-molecule) fluorescence or other methods. To prove the universal use of the method, its application was successfully extended to the labeling of a short RNA single strand. As a proof-of-concept, also the labeling of a large RNA molecule in form of a 633 nucleotide long construct derived from the Saccharomyces cerevisiae group II intron Sc.ai5γ was performed, and covalent attachment of the Cy3 fluorophore was shown with gel electrophoresis.
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Affiliation(s)
- David Egloff
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Igor A. Oleinich
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Meng Zhao
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Sebastian L. B. König
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Roland K. O. Sigel
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
| | - Eva Freisinger
- Department of Chemistry, University of Zurich, Winterthurerstrasse
190, 8057 Zurich, Switzerland
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8
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Abstract
A majority of human genes contain non-coding intervening sequences – introns that must be precisely excised from the pre-mRNA molecule. This event requires the coordinated action of five major small nuclear ribonucleoprotein particles (snRNPs) along with additional non-snRNP splicing proteins. Introns must be removed with nucleotidal precision, since even a single nucleotide mistake would result in a reading frame shift and production of a non-functional protein. Numerous human inherited diseases are caused by mutations that affect splicing, including mutations in proteins which are directly involved in splicing catalysis. One of the most common hereditary diseases associated with mutations in core splicing proteins is retinitis pigmentosa (RP). So far, mutations in more than 70 genes have been connected to RP. While the majority of mutated genes are expressed specifically in the retina, eight target genes encode for ubiquitous core snRNP proteins (Prpf3, Prpf4, Prpf6, Prpf8, Prpf31, and SNRNP200/Brr2) and splicing factors (RP9 and DHX38). Why mutations in spliceosomal proteins, which are essential in nearly every cell in the body, causes a disease that displays such a tissue-specific phenotype is currently a mystery. In this review, we recapitulate snRNP functions, summarize the missense mutations which are found in spliceosomal proteins as well as their impact on protein functions and discuss specific models which may explain why the retina is sensitive to these mutations.
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Affiliation(s)
- Šárka Růžičková
- a Department of RNA Biology , Institute of Molecular Genetics AS CR , Prague , Czech Republic
| | - David Staněk
- a Department of RNA Biology , Institute of Molecular Genetics AS CR , Prague , Czech Republic
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9
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Hardin JW, Warnasooriya C, Kondo Y, Nagai K, Rueda D. Assembly and dynamics of the U4/U6 di-snRNP by single-molecule FRET. Nucleic Acids Res 2015; 43:10963-74. [PMID: 26503251 PMCID: PMC4678811 DOI: 10.1093/nar/gkv1011] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 09/24/2015] [Indexed: 11/13/2022] Open
Abstract
In large ribonucleoprotein machines, such as ribosomes and spliceosomes, RNA functions as an assembly scaffold as well as a critical catalytic component. Protein binding to the RNA scaffold can induce structural changes, which in turn modulate subsequent binding of other components. The spliceosomal U4/U6 di-snRNP contains extensively base paired U4 and U6 snRNAs, Snu13, Prp31, Prp3 and Prp4, seven Sm and seven LSm proteins. We have studied successive binding of all protein components to the snRNA duplex during di-snRNP assembly by electrophoretic mobility shift assay and accompanying conformational changes in the U4/U6 RNA 3-way junction by single-molecule FRET. Stems I and II of the duplex were found to co-axially stack in free RNA and function as a rigid scaffold during the entire assembly, but the U4 snRNA 5' stem-loop adopts alternative orientations each stabilized by Prp31 and Prp3/4 binding accounting for altered Prp3/4 binding affinities in presence of Prp31.
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Affiliation(s)
- John W Hardin
- Department of Medicine, Section of Virology, Imperial College London, London W12 0NN, UK Single Molecule Imaging Group, MRC Clinical Sciences Centre, Imperial College London, London W12 0NN, UK MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Chandani Warnasooriya
- Department of Medicine, Section of Virology, Imperial College London, London W12 0NN, UK Single Molecule Imaging Group, MRC Clinical Sciences Centre, Imperial College London, London W12 0NN, UK
| | - Yasushi Kondo
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - Kiyoshi Nagai
- MRC Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, UK
| | - David Rueda
- Department of Medicine, Section of Virology, Imperial College London, London W12 0NN, UK Single Molecule Imaging Group, MRC Clinical Sciences Centre, Imperial College London, London W12 0NN, UK
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10
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Stennett EMS, Ciuba MA, Lin S, Levitus M. Demystifying PIFE: The Photophysics Behind the Protein-Induced Fluorescence Enhancement Phenomenon in Cy3. J Phys Chem Lett 2015; 6:1819-1823. [PMID: 26263254 DOI: 10.1021/acs.jpclett.5b00613] [Citation(s) in RCA: 79] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Protein-induced fluorescence enhancement (PIFE) is a term used to describe the increase in fluorescence intensity observed when a protein binds to a nucleic acid in the proximity of a fluorescent probe. PIFE using the single-molecule dye Cy3 is gaining popularity as an approach to investigate the dynamics of proteins that interact with nucleic acids. In this work, we used complexes of DNA and Klenow fragment and a combination of time-resolved fluorescence and transient spectroscopy techniques to elucidate the photophysical mechanism that leads to protein-enhanced fluorescence emission of Cy3 when in close proximity to a protein (PIFE). By monitoring the formation of the cis isomer directly, we proved that the enhancement of Cy3 fluorescence correlates with a decrease in the efficiency of photoisomerization, and occurs in conditions where the dye is sterically constrained by the protein.
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Affiliation(s)
- Elana M S Stennett
- Department of Chemistry and Biochemistry and the Biodesign Institute, Arizona State University, P.O. Box 875601, Tempe, Arizona 85287, United States
| | - Monika A Ciuba
- Department of Chemistry and Biochemistry and the Biodesign Institute, Arizona State University, P.O. Box 875601, Tempe, Arizona 85287, United States
| | - Su Lin
- Department of Chemistry and Biochemistry and the Biodesign Institute, Arizona State University, P.O. Box 875601, Tempe, Arizona 85287, United States
| | - Marcia Levitus
- Department of Chemistry and Biochemistry and the Biodesign Institute, Arizona State University, P.O. Box 875601, Tempe, Arizona 85287, United States
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11
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Ward WL, Russell R. Key points to consider when studying RNA remodeling by proteins. Methods Mol Biol 2015; 1259:1-16. [PMID: 25579576 DOI: 10.1007/978-1-4939-2214-7_1] [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: 06/04/2023]
Abstract
Cellular RNAs depend on proteins for efficient folding to specific functional structures and for transitions between functional structures. This dependence arises from intrinsic properties of RNA structure. Specifically, RNAs possess stable local structure, largely in the form of helices, and they have abundant opportunities to form alternative helices and tertiary contacts and therefore to populate alternative structures. Proteins with RNA chaperone activity, either ATP-dependent or ATP-independent, can promote structural transitions by interacting with single-stranded RNA (ssRNA) to compete away partner interactions and then release ssRNA so that it can form new interactions. In this chapter we review the basic properties of RNA and the proteins that function as chaperones and remodelers. We then use these properties as a foundation to explore key points for the design and interpretation of experiments that probe RNA rearrangements and their acceleration by proteins.
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Affiliation(s)
- W Luke Ward
- Department of Molecular Biosciences, Institute for Cellular and Molecular Biology, University of Texas at Austin, 105 E, 24th St. Stop A5300, Austin, TX, 78712, USA
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12
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Widom JR, Dhakal S, Heinicke LA, Walter NG. Single-molecule tools for enzymology, structural biology, systems biology and nanotechnology: an update. Arch Toxicol 2014; 88:1965-85. [PMID: 25212907 PMCID: PMC4615698 DOI: 10.1007/s00204-014-1357-9] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2014] [Accepted: 08/28/2014] [Indexed: 12/22/2022]
Abstract
Toxicology is the highly interdisciplinary field studying the adverse effects of chemicals on living organisms. It requires sensitive tools to detect such effects. After their initial implementation during the 1990s, single-molecule fluorescence detection tools were quickly recognized for their potential to contribute greatly to many different areas of scientific inquiry. In the intervening time, technical advances in the field have generated ever-improving spatial and temporal resolution and have enabled the application of single-molecule fluorescence to increasingly complex systems, such as live cells. In this review, we give an overview of the optical components necessary to implement the most common versions of single-molecule fluorescence detection. We then discuss current applications to enzymology and structural studies, systems biology, and nanotechnology, presenting the technical considerations that are unique to each area of study, along with noteworthy recent results. We also highlight future directions that have the potential to revolutionize these areas of study by further exploiting the capabilities of single-molecule fluorescence microscopy.
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Affiliation(s)
- Julia R Widom
- Single Molecule Analysis Group, Department of Chemistry, University of Michigan, 930 N. University Ave., Ann Arbor, MI, 48109-1055, USA
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13
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König SLB, Hadzic M, Fiorini E, Börner R, Kowerko D, Blanckenhorn WU, Sigel RKO. BOBA FRET: bootstrap-based analysis of single-molecule FRET data. PLoS One 2013; 8:e84157. [PMID: 24386343 PMCID: PMC3873958 DOI: 10.1371/journal.pone.0084157] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2013] [Accepted: 11/12/2013] [Indexed: 01/18/2023] Open
Abstract
Time-binned single-molecule Förster resonance energy transfer (smFRET) experiments with surface-tethered nucleic acids or proteins permit to follow folding and catalysis of single molecules in real-time. Due to the intrinsically low signal-to-noise ratio (SNR) in smFRET time traces, research over the past years has focused on the development of new methods to extract discrete states (conformations) from noisy data. However, limited observation time typically leads to pronounced cross-sample variability, i.e., single molecules display differences in the relative population of states and the corresponding conversion rates. Quantification of cross-sample variability is necessary to perform statistical testing in order to assess whether changes observed in response to an experimental parameter (metal ion concentration, the presence of a ligand, etc.) are significant. However, such hypothesis testing has been disregarded to date, precluding robust biological interpretation. Here, we address this problem by a bootstrap-based approach to estimate the experimental variability. Simulated time traces are presented to assess the robustness of the algorithm in conjunction with approaches commonly used in thermodynamic and kinetic analysis of time-binned smFRET data. Furthermore, a pair of functionally important sequences derived from the self-cleaving group II intron Sc.ai5γ (d3'EBS1*/IBS1*) is used as a model system. Through statistical hypothesis testing, divalent metal ions are shown to have a statistically significant effect on both thermodynamic and kinetic aspects of their interaction. The Matlab source code used for analysis (bootstrap-based analysis of smFRET data, BOBA FRET), as well as a graphical user interface, is available via http://www.aci.uzh.ch/rna/.
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Affiliation(s)
- Sebastian L. B. König
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
- * E-mail: (RKOS); (SLBK)
| | - Mélodie Hadzic
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Erica Fiorini
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Richard Börner
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Danny Kowerko
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
| | - Wolf U. Blanckenhorn
- Evolutionary Biology and Environmental Studies, University of Zurich, Zurich, Switzerland
| | - Roland K. O. Sigel
- Institute of Inorganic Chemistry, University of Zurich, Zurich, Switzerland
- * E-mail: (RKOS); (SLBK)
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Affiliation(s)
- Dagmar Klostermeier
- Institute for Physical Chemistry, University of Muenster, Muenster, Germany.
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