1
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Bagshaw CR, Hentschel J, Stone MD. The Processivity of Telomerase: Insights from Kinetic Simulations and Analyses. Molecules 2021; 26:7532. [PMID: 34946615 PMCID: PMC8705835 DOI: 10.3390/molecules26247532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 12/01/2021] [Accepted: 12/08/2021] [Indexed: 11/16/2022] Open
Abstract
Telomerases are moderately processive reverse transcriptases that use an integral RNA template to extend the 3' end of linear chromosomes. Processivity values, defined as the probability of extension rather than dissociation, range from about 0.7 to 0.99 at each step. Consequently, an average of tens to hundreds of nucleotides are incorporated before the single-stranded sDNA product dissociates. The RNA template includes a six nucleotide repeat, which must be reset in the active site via a series of translocation steps. Nucleotide addition associated with a translocation event shows a lower processivity (repeat addition processivity, RAP) than that at other positions (nucleotide addition processivity, NAP), giving rise to a characteristic strong band every 6th position when the product DNA is analyzed by gel electrophoresis. Here, we simulate basic reaction mechanisms and analyze the product concentrations using several standard procedures to show how the latter can give rise to systematic errors in the processivity estimate. Complete kinetic analysis of the time course of DNA product concentrations following a chase with excess unlabeled DNA primer (i.e., a pulse-chase experiment) provides the most rigorous approach. This analysis reveals that the higher product concentrations associated with RAP arise from a stalling of nucleotide incorporation reaction during translocation rather than an increased rate constant for the dissociation of DNA from the telomerase.
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Affiliation(s)
- Clive R. Bagshaw
- Department of Chemistry and Biochemistry, University of California at Santa Cruz, Santa Cruz, CA 95064, USA;
| | - Jendrik Hentschel
- Department of Chemistry and Biochemistry, University of California at Santa Cruz, Santa Cruz, CA 95064, USA;
- Element Biosciences, 9880 Campus Point Drive, San Diego, CA 92121, USA
| | - Michael D. Stone
- Department of Chemistry and Biochemistry, University of California at Santa Cruz, Santa Cruz, CA 95064, USA;
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2
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Vlassakis J, Yamauchi KA, Herr AE. Summit: Automated Analysis of Arrayed Single-Cell Gel Electrophoresis. SLAS Technol 2021; 26:637-649. [PMID: 34474610 DOI: 10.1177/24726303211036869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
New pipelines are required to automate the quantitation of emerging high-throughput electrophoretic (EP) assessment of DNA damage, or proteoform expression in single cells. EP cytometry consists of thousands of Western blots performed on a microscope slide-sized gel microwell array for single cells. Thus, EP cytometry images pose an analysis challenge that blends requirements for accurate and reproducible analysis encountered for both standard Western blots and protein microarrays. Here, we introduce the Summit algorithm to automate array segmentation, peak background subtraction, and Gaussian fitting for EP cytometry. The data structure storage of parameters allows users to perform quality control on identically processed data, yielding a ~6.5% difference in coefficient of quartile variation (CQV) of protein peak area under the curve (AUC) distributions measured by four users. Further, inspired by investigations of background subtraction methods to reduce technical variation in protein microarray measurements, we aimed to understand the trade-offs between EP cytometry analysis throughput and variation. We found an 11%-50% increase in protein peaks that passed quality control with a subtraction method similar to microarray "average on-boundary" versus an axial subtraction method. The background subtraction method only mildly influences AUC CQV, which varies between 1% and 4.5%. Finally, we determined that the narrow confidence interval for peak location and peak width parameters from Gaussian fitting yield minimal uncertainty in protein sizing. The AUC CQV differed by only ~1%-2% when summed over the peak width bounds versus the 95% peak width confidence interval. We expect Summit to be broadly applicable to other arrayed EP separations, or traditional Western blot analysis.
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Affiliation(s)
- Julea Vlassakis
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA
| | - Kevin A Yamauchi
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA.,The Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Amy E Herr
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA
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3
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Shaytan AK, Xiao H, Armeev GA, Gaykalova DA, Komarova GA, Wu C, Studitsky VM, Landsman D, Panchenko AR. Structural interpretation of DNA-protein hydroxyl-radical footprinting experiments with high resolution using HYDROID. Nat Protoc 2018; 13:2535-2556. [PMID: 30341436 PMCID: PMC6322412 DOI: 10.1038/s41596-018-0048-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Hydroxyl-radical footprinting (HRF) is a powerful method for probing structures of nucleic acid-protein complexes with single-nucleotide resolution in solution. To tap the full quantitative potential of HRF, we describe a protocol, hydroxyl-radical footprinting interpretation for DNA (HYDROID), to quantify HRF data and integrate them with atomistic structural models. The stages of the HYDROID protocol are extraction of the lane profiles from gel images, quantification of the DNA cleavage frequency at each nucleotide and theoretical estimation of the DNA cleavage frequency from atomistic structural models, followed by comparison of experimental and theoretical results. Example scripts for each step of HRF data analysis and interpretation are provided for several nucleosome systems; they can be easily adapted to analyze user data. As input, HYDROID requires polyacrylamide gel electrophoresis (PAGE) images of HRF products and optionally can use a molecular model of the DNA-protein complex. The HYDROID protocol can be used to quantify HRF over DNA regions of up to 100 nucleotides per gel image. In addition, it can be applied to the analysis of RNA-protein complexes and free RNA or DNA molecules in solution. Compared with other methods reported to date, HYDROID is unique in its ability to simultaneously integrate HRF data with the analysis of atomistic structural models. HYDROID is freely available. The complete protocol takes ~3 h. Users should be familiar with the command-line interface, the Python scripting language and Protein Data Bank (PDB) file formats. A graphical user interface (GUI) with basic functionality (HYDROID_GUI) is also available.
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Affiliation(s)
- Alexey K Shaytan
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA.
- Department of Biology, Lomonosov Moscow State University, Moscow, Russia.
| | - Hua Xiao
- Laboratory of Biochemistry and Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| | - Grigoriy A Armeev
- Department of Biology, Lomonosov Moscow State University, Moscow, Russia
| | - Daria A Gaykalova
- Department of Otolaryngology-Head and Neck Surgery, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Galina A Komarova
- Department of Physics, Lomonosov Moscow State University, Moscow, Russia
| | - Carl Wu
- Department of Biology, Johns Hopkins University, Baltimore, MD, USA
- Department of Molecular Biology & Genetics, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Vasily M Studitsky
- Department of Biology, Lomonosov Moscow State University, Moscow, Russia
- Fox Chase Cancer Center, Philadelphia, PA, USA
| | - David Landsman
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA
| | - Anna R Panchenko
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, USA.
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4
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Shaytan AK, Xiao H, Armeev GA, Wu C, Landsman D, Panchenko AR. Hydroxyl-radical footprinting combined with molecular modeling identifies unique features of DNA conformation and nucleosome positioning. Nucleic Acids Res 2017; 45:9229-9243. [PMID: 28934480 PMCID: PMC5765820 DOI: 10.1093/nar/gkx616] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2017] [Accepted: 07/05/2017] [Indexed: 01/08/2023] Open
Abstract
Nucleosomes are the most abundant protein–DNA complexes in eukaryotes that provide compaction of genomic DNA and are implicated in regulation of transcription, DNA replication and repair. The details of DNA positioning on the nucleosome and the DNA conformation can provide key regulatory signals. Hydroxyl-radical footprinting (HRF) of protein–DNA complexes is a chemical technique that probes nucleosome organization in solution with a high precision unattainable by other methods. In this work we propose an integrative modeling method for constructing high-resolution atomistic models of nucleosomes based on HRF experiments. Our method precisely identifies DNA positioning on nucleosome by combining HRF data for both DNA strands with the pseudo-symmetry constraints. We performed high-resolution HRF for Saccharomyces cerevisiae centromeric nucleosome of unknown structure and characterized it using our integrative modeling approach. Our model provides the basis for further understanding the cooperative engagement and interplay between Cse4p protein and the A-tracts important for centromere function.
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Affiliation(s)
- Alexey K Shaytan
- National Center for Biotechnology Information, NLM, NIH, Bethesda, MD 20894, USA.,Department of Biology, Lomonosov Moscow State University, Moscow 119991, Russia
| | - Hua Xiao
- Laboratory of Biochemistry and Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Grigoriy A Armeev
- Department of Biology, Lomonosov Moscow State University, Moscow 119991, Russia
| | - Carl Wu
- Laboratory of Biochemistry and Molecular Biology, National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA.,Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, VA 20147, USA.,Department of Biology, Johns Hopkins University, 3400 N. Charles Street-UTL 387, Baltimore, MD 21218, USA.,Department of Molecular Biology & Genetics, Johns Hopkins University School of Medicine, 725 N. Wolfe Street, Baltimore, MD 21205, USA
| | - David Landsman
- National Center for Biotechnology Information, NLM, NIH, Bethesda, MD 20894, USA
| | - Anna R Panchenko
- National Center for Biotechnology Information, NLM, NIH, Bethesda, MD 20894, USA
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5
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Nir I, Huttner D, Meller A. Direct Sensing and Discrimination among Ubiquitin and Ubiquitin Chains Using Solid-State Nanopores. Biophys J 2016; 108:2340-9. [PMID: 25954891 DOI: 10.1016/j.bpj.2015.03.025] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2015] [Revised: 03/04/2015] [Accepted: 03/17/2015] [Indexed: 11/19/2022] Open
Abstract
Nanopore sensing involves an electrophoretic transport of analytes through a nanoscale pore, permitting label-free sensing at the single-molecule level. However, to date, the detection of individual small proteins has been challenging, primarily due to the poor signal/noise ratio that these molecules produce during passage through the pore. Here, we show that fine adjustment of the buffer pH, close to the isoelectric point, can be used to slow down the translocation speed of the analytes, hence permitting sensing and characterization of small globular proteins. Ubiquitin (Ub) is a small protein of 8.5 kDa, which is well conserved in all eukaryotes. Ub conjugates to proteins as a posttranslational modification called ubiquitination. The immense diversity of Ub substrates, as well as the complexity of Ub modification types and the numerous physiological consequences of these modifications, make Ub and Ub chains an interesting and challenging subject of study. The ability to detect Ub and to identify Ub linkage type at the single-molecule level may provide a novel tool for investigation in the Ub field. This is especially adequate because, for most ubiquitinated substrates, Ub modifies only a few molecules in the cell at a given time. Applying our method to the detection of mono- and poly-Ub molecules, we show that we can analyze their characteristics using nanopores. Of particular importance is that two Ub dimers that are equal in molecular weight but differ in 3D structure due to their different linkage types can be readily discriminated. Thus, to our knowledge, our method offers a novel approach for analyzing proteins in unprecedented detail using solid-state nanopores. Specifically, it provides the basis for development of single-molecule sensing of differently ubiquitinated substrates with different biological significance. Finally, our study serves as a proof of concept for approaching nanopore detection of sub-10-kDa proteins and demonstrates the ability of this method to differentiate among native and untethered proteins of the same mass.
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Affiliation(s)
- Iftach Nir
- Department of Biomedical Engineering, The Technion-Israel Institute of Technology, Haifa, Israel
| | - Diana Huttner
- Department of Biomedical Engineering, The Technion-Israel Institute of Technology, Haifa, Israel
| | - Amit Meller
- Department of Biomedical Engineering, The Technion-Israel Institute of Technology, Haifa, Israel.
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6
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Šišáková E, van Aelst K, Diffin FM, Szczelkun MD. The Type ISP Restriction-Modification enzymes LlaBIII and LlaGI use a translocation-collision mechanism to cleave non-specific DNA distant from their recognition sites. Nucleic Acids Res 2012; 41:1071-80. [PMID: 23222132 PMCID: PMC3553950 DOI: 10.1093/nar/gks1209] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023] Open
Abstract
The Type ISP Restriction–Modification (RM) enzyme LlaBIII is encoded on plasmid pJW566 and can protect Lactococcus lactis strains against bacteriophage infections in milk fermentations. It is a single polypeptide RM enzyme comprising Mrr endonuclease, DNA helicase, adenine methyltransferase and target-recognition domains. LlaBIII shares >95% amino acid sequence homology across its first three protein domains with the Type ISP enzyme LlaGI. Here, we determine the recognition sequence of LlaBIII (5′-TnAGCC-3′, where the adenine complementary to the underlined base is methylated), and characterize its enzyme activities. LlaBIII shares key enzymatic features with LlaGI; namely, adenosine triphosphate-dependent DNA translocation (∼309 bp/s at 25°C) and a requirement for DNA cleavage of two recognition sites in an inverted head-to-head repeat. However, LlaBIII requires K+ ions to prevent non-specific DNA cleavage, conditions which affect the translocation and cleavage properties of LlaGI. By identifying the locations of the non-specific dsDNA breaks introduced by LlaGI or LlaBIII under different buffer conditions, we validate that the Type ISP RM enzymes use a common translocation–collision mechanism to trigger endonuclease activity. In their favoured in vitro buffer, both LlaGI and LlaBIII produce a normal distribution of random cleavage loci centred midway between the sites. In contrast, LlaGI in K+ ions produces a far more distributive cleavage profile.
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Affiliation(s)
- Eva Šišáková
- DNA-Protein Interactions Unit, School of Biochemistry, Medical Sciences Building, University of Bristol, Bristol BS8 1TD, UK
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7
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Poon GMK. DNA Binding Regulates the Self-Association of the ETS Domain of PU.1 in a Sequence-Dependent Manner. Biochemistry 2012; 51:4096-107. [DOI: 10.1021/bi300331v] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Affiliation(s)
- Gregory M. K. Poon
- Department of Pharmaceutical
Sciences, Washington State University,
Pullman, Washington 99164-6534, United States
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8
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Poon GMK. Sequence discrimination by DNA-binding domain of ETS family transcription factor PU.1 is linked to specific hydration of protein-DNA interface. J Biol Chem 2012; 287:18297-307. [PMID: 22474303 DOI: 10.1074/jbc.m112.342345] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
PU.1 is an essential transcription factor in normal hematopoietic lineage development. It recognizes a large number of promoter sites differing only in bases flanking a core consensus of 5'-GGAA-3'. DNA binding is mediated by its ETS domain, whose sequence selectivity directly corresponds to the transactivational activity and frequency of binding sites for full-length PU.1 in vivo. To better understand the basis of sequence discrimination, we characterized its binding properties to a high affinity and low affinity site. Despite sharing a homologous structural framework as confirmed by DNase I and hydroxyl radical footprinting, the two complexes exhibit striking heterogeneity in terms of hydration properties. High affinity binding is destabilized by osmotic stress, whereas low affinity binding is insensitive. Dimethyl sulfate footprinting showed that the major groove at the core consensus is protected in the high affinity complex but accessible in the low affinity one. Finally, destabilization of low affinity binding by salt is in quantitative agreement with the number of phosphate contacts but is substantially attenuated in high affinity binding. These observations support a mechanism of sequence discrimination wherein specifically bound water molecules couple flanking backbone contacts with base-specific interactions in a sequestered cavity at the core consensus. The implications of this model with respect to other ETS paralogs are discussed.
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Affiliation(s)
- Gregory M K Poon
- Department of Pharmaceutical Sciences, Washington State University, Pullman, Washington 99164-6534, USA.
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9
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Meluzzi D, Olson KE, Dolan GF, Arya G, Müller UF. Computational prediction of efficient splice sites for trans-splicing ribozymes. RNA (NEW YORK, N.Y.) 2012; 18:590-602. [PMID: 22274956 PMCID: PMC3285945 DOI: 10.1261/rna.029884.111] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2011] [Accepted: 12/02/2011] [Indexed: 05/31/2023]
Abstract
Group I introns have been engineered into trans-splicing ribozymes capable of replacing the 3'-terminal portion of an external mRNA with their own 3'-exon. Although this design makes trans-splicing ribozymes potentially useful for therapeutic application, their trans-splicing efficiency is usually too low for medical use. One factor that strongly influences trans-splicing efficiency is the position of the target splice site on the mRNA substrate. Viable splice sites are currently determined using a biochemical trans-tagging assay. Here, we propose a rapid and inexpensive alternative approach to identify efficient splice sites. This approach involves the computation of the binding free energies between ribozyme and mRNA substrate. We found that the computed binding free energies correlate well with the trans-splicing efficiency experimentally determined at 18 different splice sites on the mRNA of chloramphenicol acetyl transferase. In contrast, our results from the trans-tagging assay correlate less well with measured trans-splicing efficiency. The computed free energy components suggest that splice site efficiency depends on the following secondary structure rearrangements: hybridization of the ribozyme's internal guide sequence (IGS) with mRNA substrate (most important), unfolding of substrate proximal to the splice site, and release of the IGS from the 3'-exon (least important). The proposed computational approach can also be extended to fulfill additional design requirements of efficient trans-splicing ribozymes, such as the optimization of 3'-exon and extended guide sequences.
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Affiliation(s)
- Dario Meluzzi
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
- Department of NanoEngineering, University of California, San Diego, California 92093, USA
| | - Karen E. Olson
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
| | - Gregory F. Dolan
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
| | - Gaurav Arya
- Department of NanoEngineering, University of California, San Diego, California 92093, USA
| | - Ulrich F. Müller
- Department of Chemistry and Biochemistry, University of California, San Diego, California 92093, USA
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10
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Gonzalo P, Pecquet M, Bon C, Gonzalo S, Radenne S, Augustin-Normand C, Souquet JC. Clinical performance of the carbohydrate-deficient transferrin (CDT) assay by the Sebia Capillarys2 system in case of cirrhosis. Interest of the Bio-Rad %CDT by HPLC test and Siemens N-Latex CDT kit as putative confirmatory methods. Clin Chim Acta 2012; 413:712-8. [PMID: 22244929 DOI: 10.1016/j.cca.2011.12.022] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2011] [Revised: 12/29/2011] [Accepted: 12/29/2011] [Indexed: 10/14/2022]
Abstract
BACKGROUND The CDT assay used to detect chronic alcohol abuse is difficult with cirrhotic patients. This article describes the performances of several CDT assays in case of cirrhosis. The CDT-Capillarys assay by capillary zone electrophoresis was used for initial testing. Two additional methods were tested as putative confirmatory methods. METHODS 110 patients with known hepatic status had their CDT measured by the Capillarys2 or alternative methods. Self-reported alcohol intake was used to assess the performances of CDT assays. RESULTS Capillarys2 performance was lower in case of cirrhosis, many electropherograms displaying various abnormalities. We used the proper separation of the di- and tri-sialotransferrin peaks to select reliable profiles. This selection led to the classification of cirrhotic and non-cirrhotic patients in abusers and abstainers with similar performances. However, no interpretation was available for 54% of the cirrhotic patients and neither the BioRad %CDT by HPLC test, nor the Siemens N-Latex CDT kit was suitable as confirmatory methods for these samples. CONCLUSIONS An attentive profile examination is required for the validation of Capillarys CDT results of cirrhotic patients. Reliability is significantly improved when samples with an improper separation are excluded. To date, no commercial test can confirm the excluded samples.
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Affiliation(s)
- Philippe Gonzalo
- Fédération de Biochimie Nord, Hôpital de la Croix Rousse, Hospices Civils de Lyon-Université Lyon I, Lyon, France.
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11
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Maramis CF, Delopoulos AN, Lambropoulos AF. A computerized methodology for improved virus typing by PCR-RFLP gel electrophoresis. IEEE Trans Biomed Eng 2011; 58. [PMID: 21571605 DOI: 10.1109/tbme.2011.2153202] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The analysis of digitized images from polymerase chain reaction–restriction fragment length polymorphism (PCR-RFLP)gel electrophoresis examinations is a popular method for virus typing, i.e., for identifying the virus type(s) that have infected an investigated biological sample. However, being mostly manual, the conventional virus typing protocol remains laborious, time consuming, and error prone. In order to overcome these shortcomings,we propose a computerized methodology for improving virus typing via PCR-RFLP gel electrophoresis. A novel realistic observation model of the viral DNA motion on the gel matrix is employed to assist in exploiting additional virus-related information in comparison to the conventional approaches. The extracted rich information is fed to a novel typing algorithm, resulting in faster and more accurate decisions. The proposed methodology is evaluated for the case of the human papillomavirus typing on a dataset of 80 real and 1500 simulated samples, producing very satisfactory results.Ind
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12
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Mitov MI, Greaser ML, Campbell KS. GelBandFitter--a computer program for analysis of closely spaced electrophoretic and immunoblotted bands. Electrophoresis 2009; 30:848-51. [PMID: 19197901 DOI: 10.1002/elps.200800583] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
GelBandFitter is a computer program that uses non-linear regression techniques to fit mathematical functions to densitometry profiles of protein gels. This allows for improved quantification of gels with partially overlapping and potentially asymmetric protein bands. The program can also be used to analyze immunoblots with closely spaced bands. GelBandFitter was developed in Matlab and the source code and/or a Windows executable file can be downloaded at no cost to academic users from http://www.gelbandfitter.org.
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Affiliation(s)
- Mihail I Mitov
- Department of Physiology, University of Kentucky, Lexington, KY 40536-0298, USA
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13
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Abstract
In this paper, we propose and evaluate methodologies for the classification of images from thin-layer chromatography. Each individual sample is characterized by an intensity profile that is further represented into a feature space. The first steps of this process aim at obtaining a robust estimate of the intensity profile by filtering noise, reducing the influence of background changes, and by fitting a mixture of Gaussians. The resulting profiles are represented by a set of appropriate features trying to characterize the state of nature, here spread out over four classes, one for normal subjects and the other three corresponding to lysosomal diseases, which are disorders responsible for severe nerve degeneration. For classification purposes, a novel solution based on a hierarchical structure is proposed. The main conclusion of this paper is that an automatically generated decision tree presents better results than more conventional solutions, being able to deal with the natural imbalance of the data that, as consequence of the rarity of lysosomal disorders, has very few representative cases in the disease classes when compared with the normal population.
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14
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15
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Abstract
The hydroxyl radical is a useful probe for studying the shape of the surface of a DNA molecule. Using this technique, fine details of DNA structure can potentially be revealed. This unit describes how to use the hydroxyl radical to generate a random cleavage pattern at the surface of the molecule, separate the broken DNA strands by polyacrylamide gel electrophoresis, and analyze the cleavage pattern to give an image of the surface of the molecule.
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16
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Mitra S, Shcherbakova IV, Altman RB, Brenowitz M, Laederach A. High-throughput single-nucleotide structural mapping by capillary automated footprinting analysis. Nucleic Acids Res 2008; 36:e63. [PMID: 18477638 PMCID: PMC2441812 DOI: 10.1093/nar/gkn267] [Citation(s) in RCA: 85] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
The use of capillary electrophoresis with fluorescently labeled nucleic acids revolutionized DNA sequencing, effectively fueling the genomic revolution. We present an application of this technology for the high-throughput structural analysis of nucleic acids by chemical and enzymatic mapping (‘footprinting’). We achieve the throughput and data quality necessary for genomic-scale structural analysis by combining fluorophore labeling of nucleic acids with novel quantitation algorithms. We implemented these algorithms in the CAFA (capillary automated footprinting analysis) open-source software that is downloadable gratis from https://simtk.org/home/cafa. The accuracy, throughput and reproducibility of CAFA analysis are demonstrated using hydroxyl radical footprinting of RNA. The versatility of CAFA is illustrated by dimethyl sulfate mapping of RNA secondary structure and DNase I mapping of a protein binding to a specific sequence of DNA. Our experimental and computational approach facilitates the acquisition of high-throughput chemical probing data for solution structural analysis of nucleic acids.
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Affiliation(s)
- Somdeb Mitra
- Department of Biochemistry, Albert Einstein College of Medicine, Bronx, NY 10461, USA
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17
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18
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Shcherbakova I, Mitra S, Beer RH, Brenowitz M. Following molecular transitions with single residue spatial and millisecond time resolution. Methods Cell Biol 2008; 84:589-615. [PMID: 17964944 DOI: 10.1016/s0091-679x(07)84019-2] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
"Footprinting" describes assays in which ligand binding or structure formation protects polymers such as nucleic acids and proteins from either cleavage or modification; footprinting allows the accessibility of individual residues to be mapped in solution. Equilibrium and time-dependent footprinting links site-specific structural information with thermodynamic and kinetic transitions, respectively. The hydroxyl radical (*OH) is a uniquely insightful footprinting probe by virtue of it being among the most reactive chemical oxidants; it reports the solvent accessibility of reactive sites on macromolecules with as fine as a single residue resolution. A novel method of millisecond time-resolved *OH footprinting is presented based on the Fenton reaction, Fe(II) + H(2)O(2) --> Fe(III) + *OH + OH(-). It is implemented using a standard three-syringe quench-flow mixer. The utility of this method is demonstrated by its application to the studies on RNA folding. Its applicability to a broad range of biological questions involving the function of DNA, RNA, and proteins is discussed.
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Affiliation(s)
- Inna Shcherbakova
- Department of Biochemistry, Albert Einstein College of Medicine, Bronx, New York 10461, USA
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19
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Greenbaum JA, Pang B, Tullius TD. Construction of a genome-scale structural map at single-nucleotide resolution. Genome Res 2007; 17:947-53. [PMID: 17568010 PMCID: PMC1891353 DOI: 10.1101/gr.6073107] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Few methods are available for mapping the local structure of DNA throughout a genome. The hydroxyl radical cleavage pattern is a measure of the local variation in solvent-accessible surface area of duplex DNA, and thus provides information on the local shape and structure of DNA. We report the construction of a relational database, ORChID (OH Radical Cleavage Intensity Database), that contains extensive hydroxyl radical cleavage data produced from two DNA libraries. We have used the ORChID database to develop a set of algorithms that are capable of predicting the hydroxyl radical cleavage pattern of a DNA sequence of essentially any length, to high accuracy. We have used the prediction algorithm to produce a structural map of the 30 Mb of the ENCODE regions of the human genome.
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Affiliation(s)
- Jason A. Greenbaum
- Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA
| | - Bo Pang
- Department of Chemistry, Boston University, Boston, Massachusetts 02215, USA
| | - Thomas D. Tullius
- Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA
- Department of Chemistry, Boston University, Boston, Massachusetts 02215, USA
- Corresponding author.E-mail ; fax (617) 353-6466
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20
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Greenbaum JA, Parker SC, Tullius TD. Detection of DNA structural motifs in functional genomic elements. Genome Res 2007; 17:940-6. [PMID: 17568009 PMCID: PMC1891352 DOI: 10.1101/gr.5602807] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The completion of the human genome project has fueled the search for regulatory elements by a variety of different approaches. Many successful analyses have focused on examining primary DNA sequence and/or chromatin structure. However, it has been difficult to detect common sequence motifs within the feature of chromatin structure most closely associated with regulatory elements, DNase I hypersensitive sites (DHSs). Considering just the nucleotide sequence and/or the chromatin structure of regulatory elements may neglect a critical feature of what is recognized by the regulatory machinery--DNA structure. We introduce a new computational method to detect common DNA structural motifs in a large collection of DHSs that are found in the ENCODE regions of the human genome. We show that DHSs have common DNA structural motifs that show no apparent sequence consensus. One such structural motif is much more highly enriched in experimentally identified DHSs that are in CpG islands and near transcription start sites (TSSs), compared to DHSs not in CpG islands and farther from TSSs, suggesting that DNA structural motifs may participate in the formation of functional regulatory elements. We propose that studies of the conservation of DNA structure, independent of sequence conservation, will provide new information about the link between the nucleotide sequence of a DNA molecule and its experimentally demonstrated function.
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Affiliation(s)
- Jason A. Greenbaum
- Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA
| | - Stephen C.J. Parker
- Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA
| | - Thomas D. Tullius
- Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA
- Department of Chemistry, Boston University, Boston, Massachusetts 02215, USA
- Corresponding author.E-mail ; fax (617) 353-6466
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21
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Ellis T, Evans DA, Martin CRH, Hartley JA. A 96-well DNase I footprinting screen for drug-DNA interactions. Nucleic Acids Res 2007; 35:e89. [PMID: 17586817 PMCID: PMC1919508 DOI: 10.1093/nar/gkm467] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023] Open
Abstract
The established protocol for DNase I footprinting has been modified to allow multiple parallel reactions to be rapidly performed in 96-well microtitre plates. By scrutinizing every aspect of the traditional method and making appropriate modifications it has been possible to considerably reduce the time, risk of sample loss and complexity of footprinting, whilst dramatically increasing the yield of data (30-fold). A semi-automated analysis system has also been developed to present footprinting data as an estimate of the binding affinity of each tested compound to any base pair in the assessed DNA sequence, giving an intuitive ‘one compound–one line’ scheme. Here, we demonstrate the screening capabilities of the 96-well assay and the subsequent data analysis using a series of six pyrrolobenzodiazepine-polypyrrole compounds and human Topoisomerase II alpha promoter DNA. The dramatic increase in throughput, quantified data and decreased handling time allow, for the first time, DNase I footprinting to be used as a screening tool to assess DNA-binding agents.
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Affiliation(s)
- Tom Ellis
- Spirogen Ltd, London Bioscience Innovation Centre, 2 Royal College Street, London, NW1 0NH and Cancer Research UK Drug-DNA Interactions Research Group, Department of Oncology, University College London, 91 Riding House Street, London W1W 7BS, UK
| | - David A. Evans
- Spirogen Ltd, London Bioscience Innovation Centre, 2 Royal College Street, London, NW1 0NH and Cancer Research UK Drug-DNA Interactions Research Group, Department of Oncology, University College London, 91 Riding House Street, London W1W 7BS, UK
| | - Christopher R. H. Martin
- Spirogen Ltd, London Bioscience Innovation Centre, 2 Royal College Street, London, NW1 0NH and Cancer Research UK Drug-DNA Interactions Research Group, Department of Oncology, University College London, 91 Riding House Street, London W1W 7BS, UK
| | - John A. Hartley
- Spirogen Ltd, London Bioscience Innovation Centre, 2 Royal College Street, London, NW1 0NH and Cancer Research UK Drug-DNA Interactions Research Group, Department of Oncology, University College London, 91 Riding House Street, London W1W 7BS, UK
- *To whom correspondence should be addressed. +44 (0)20 7679 9326+44 (0)20 7436 2956
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22
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Nguyenle T, Laurberg M, Brenowitz M, Noller HF. Following the dynamics of changes in solvent accessibility of 16 S and 23 S rRNA during ribosomal subunit association using synchrotron-generated hydroxyl radicals. J Mol Biol 2006; 359:1235-48. [PMID: 16725154 DOI: 10.1016/j.jmb.2006.04.030] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2006] [Revised: 04/10/2006] [Accepted: 04/12/2006] [Indexed: 11/22/2022]
Abstract
We have probed the structure and dynamics of ribosomal RNA in the Escherichia coli ribosome using equilibrium and time-resolved hydroxyl radical (OH) RNA footprinting to explore changes in the solvent-accessible surface of the rRNA with single-nucleotide resolution. The goal of these studies is to better understand the structural transitions that accompany association of the 30 S and 50 S subunits and to build a foundation for the quantitative analysis of ribosome structural dynamics during translation. Clear portraits of the subunit interface surfaces for 16 S and 23 S rRNA were obtained by constructing difference maps between the OH protection maps of the free subunits and that of the associated ribosome. In addition to inter-subunit contacts consistent with the crystal structure, additional OH protections are evident in regions at or near the subunit interface that reflect association-induced conformational changes. Comparison of these data with the comparable difference maps of the solvent-accessible surface of the rRNA calculated for the Thermus thermophilus X-ray crystal structures shows extensive agreement but also distinct differences. As a prelude to time-resolved OH footprinting studies, the reactivity profiles obtained using Fe(II)EDTA and X-ray generated OH were comprehensively compared. The reactivity patterns are similar except for a small number of nucleotides that have decreased reactivity to OH generated from Fe(II)EDTA compared to X-rays. These nucleotides are generally close to ribosomal proteins, which can quench diffusing radicals by virtue of side-chain oxidation. Synchrotron X-ray OH footprinting was used to monitor the kinetics of association of the 30 S and 50 S subunits. The rates individually measured for the inter-subunit contacts are comparable within experimental error. The application of this approach to the study of ribosome dynamics during the translation cycle is discussed.
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Affiliation(s)
- Thuylinh Nguyenle
- Center for Molecular Biology of RNA and Department of Molecular, Cell and Developmental Biology, University of California, Santa Cruz, 95064, USA
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23
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Minc N, Fütterer C, Dorfman KD, Bancaud A, Gosse C, Goubault C, Viovy JL. Quantitative microfluidic separation of DNA in self-assembled magnetic matrixes. Anal Chem 2005; 76:3770-6. [PMID: 15228353 DOI: 10.1021/ac035246b] [Citation(s) in RCA: 93] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We present an experimental study of the microfluidic electrophoresis of long DNA in self-assembling matrixes of magnetic bead columns. Results are presented for the rapid separation of lambda-phage, 2lambda-DNA, and bacteriophage T4 DNA, where separation resolutions greater than 2 between lambda and T4 are achieved in times as short as 150 s. The use of a computer-piloted flow control system and injection results in high reproducibility between separations. We compare the experimentally measured mobility and dispersion with an exactly solvable lattice Monte Carlo model. The theory predicts that the mean velocity scales linearly with the field, the band broadening scales with the inverse of the field, and the resolution is independent of the field for intermediate fields-all of which are in accord with the experimental results. Moreover, reasonable quantitative agreement is achieved for band broadening for longer DNA (2lambda and T4) when the average postengagement time is measured experimentally. This work demonstrates the possibility of achieving fast microfluidic separation of large DNA on a routine basis.
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Affiliation(s)
- Nicolas Minc
- Laboratoire Physicochimie-Curie, UMR/CNRS 168, Institut Curie, 26 Rue d'Ulm, 75248 Paris Cedex 5, France
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24
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Abstract
Hydroxyl radical footprinting is a widely used method for following the folding of RNA molecules in solution. This method has the unique ability to provide experimental information on the solvent accessibility of each nucleotide in an RNA molecule, so that the folding of all domains of the RNA species can be followed simultaneously at single-nucleotide resolution. In recent work, hydroxyl radical footprinting has been used, often in combination with other global measures of structure, to work out detailed folding pathways and three-dimensional structures for increasingly large and complicated RNA molecules. These include synthetic ribozymes, and group I and group II ribozymes, from yeast, the Azoarcus cyanobacterium and Tetrahymena thermophila. Advances have been made in methods for analysis of hydroxyl radical data, so that the large datasets that result from kinetic folding experiments can be analyzed in a semi-automated and quantitative manner.
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Affiliation(s)
- Thomas D Tullius
- Department of Chemistry, Boston University, Boston MA 02215, USA.
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25
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Das R, Laederach A, Pearlman SM, Herschlag D, Altman RB. SAFA: semi-automated footprinting analysis software for high-throughput quantification of nucleic acid footprinting experiments. RNA (NEW YORK, N.Y.) 2005; 11:344-54. [PMID: 15701734 PMCID: PMC1262685 DOI: 10.1261/rna.7214405] [Citation(s) in RCA: 265] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/20/2004] [Accepted: 12/07/2004] [Indexed: 05/18/2023]
Abstract
Footprinting is a powerful and widely used tool for characterizing the structure, thermodynamics, and kinetics of nucleic acid folding and ligand binding reactions. However, quantitative analysis of the gel images produced by footprinting experiments is tedious and time-consuming, due to the absence of informatics tools specifically designed for footprinting analysis. We have developed SAFA, a semi-automated footprinting analysis software package that achieves accurate gel quantification while reducing the time to analyze a gel from several hours to 15 min or less. The increase in analysis speed is achieved through a graphical user interface that implements a novel methodology for lane and band assignment, called "gel rectification," and an optimized band deconvolution algorithm. The SAFA software yields results that are consistent with published methodologies and reduces the investigator-dependent variability compared to less automated methods. These software developments simplify the analysis procedure for a footprinting gel and can therefore facilitate the use of quantitative footprinting techniques in nucleic acid laboratories that otherwise might not have considered their use. Further, the increased throughput provided by SAFA may allow a more comprehensive understanding of molecular interactions. The software and documentation are freely available for download at http://safa.stanford.edu.
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Affiliation(s)
- Rhiju Das
- Department of Physics, Stanford University, Stanford, CA 94305,USA
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26
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27
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Takamoto K, Chance MR, Brenowitz M. Semi-automated, single-band peak-fitting analysis of hydroxyl radical nucleic acid footprint autoradiograms for the quantitative analysis of transitions. Nucleic Acids Res 2004; 32:E119. [PMID: 15319447 PMCID: PMC516076 DOI: 10.1093/nar/gnh117] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Hydroxyl radical footprinting can probe the solvent accessibility of the ribose moiety of the individual nucleotides of DNA and RNA. Semi-automated analytical tools are presented for the quantitative analyses of nucleic acid footprint transitions in which processes such as folding or ligand binding are followed as a function of time or ligand concentration. Efficient quantitation of the intensities of the electrophoretic bands comprising the footprinting reaction products is achieved by fitting a series of Lorentzian curves to line profiles obtained from gels utilizing sequentially relaxed constraints consistent with electrophoretic mobility. An automated process of data 'standardization' has been developed that corrects for differences in the loading amounts in the electrophoresis. This process enhances the accuracy of the derived transitions and makes generating them easier. Together with visualization of the processed footprinting in false-color two-dimensional maps, DNA and RNA footprinting data can be accurately, precisely and efficiently processed allowing transitions to be objectively and comprehensively analyzed. The utility of this new analysis approach is illustrated by its application to the ion-meditated folding of a large RNA molecule.
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Affiliation(s)
- Keiji Takamoto
- Department of Biochemistry, Center for Synchrotron Biosciences, Albert Einstein College of Medicine, 1300 Morris Park Avenue, Bronx, NY 10461, USA
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28
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Tsen H, Levene SD. Analysis of Chemical and Enzymatic Cleavage Frequencies in Supercoiled DNA. J Mol Biol 2004; 336:1087-102. [PMID: 15037071 DOI: 10.1016/j.jmb.2003.12.079] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2003] [Revised: 12/16/2003] [Accepted: 12/16/2003] [Indexed: 11/16/2022]
Abstract
Chemical and enzymatic probing methods are powerful techniques for examining details of sequence-dependent structure in DNA and RNA. Reagents that cleave nucleic acid molecules in a structure-specific, but relatively sequence-non-specific manner, such as hydroxyl radical or DNase I, have been used widely to probe helical geometry in nucleic acid structures, nucleic acid-drug complexes, and in nucleoprotein assemblies. Application of cleavage-based techniques to structures present in superhelical DNA has been hindered by the fact that the cleavage pattern attributable to supercoiling-dependent structures is heavily mixed with non-specific cleavage signals that are inevitable products of multiple cleavage events. We present a rigorous mathematical procedure for extracting the cleavage pattern specific to supercoiled DNA and use this method to investigate the hydroxyl radical cleavage pattern in a cruciform DNA structure formed by a 60 bp inverted repeat sequence embedded in a negatively supercoiled plasmid. Our results support the presence of a stem-loop structure in the expected location and suggest that the helical geometry of the cruciform stem differs from that of the normal duplex form.
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Affiliation(s)
- Hua Tsen
- Institute of Biomedical Sciences and Technology and Department of Molecular and Cell Biology, University of Texas at Dallas, PO Box 830688, Richardson, TX 75083, USA
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29
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Karamychev VN, Tatusov A, Komissarova N, Kashlev M, Neumann RD, Zhurkin VB, Panyutin IG. Iodine-125 radioprobing of E. coli RNA polymerase transcription elongation complexes. Methods Enzymol 2003; 371:106-20. [PMID: 14712694 DOI: 10.1016/s0076-6879(03)71007-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Affiliation(s)
- Valeri N Karamychev
- Department of Nuclear Medicine, Warren G. Magnuson Clinical Center, National Institutes of Health, Bethesda, Maryland 20892, USA
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30
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Panyutin IV, Luu AN, Panyutin IG, Neumann RD. Strand breaks in whole plasmid dna produced by the decay of (125)I in a triplex-forming oligonucleotide. Radiat Res 2001; 156:158-66. [PMID: 11448236 DOI: 10.1667/0033-7587(2001)156[0158:sbiwpd]2.0.co;2] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
Abstract
DNA strand breaks produced by the decay of (125)I positioned against a specific site in plasmid DNA via a triplex-forming oligonucleotide were studied both in the immediate vicinity of the site of the decay with a single nucleotide resolution and in the whole plasmid by measuring the percentages of supercoiled, open-circular and linear forms. The localized breaks are distributed within 10 bp in each direction from the decay site with maxima in both strands just opposite the (125)I-dC residue in the triplex-forming oligonucleotide. The distributions of breaks in the two DNA strands are almost symmetrical, in agreement with the geometry of the pyrimidine motif triplex. We found that about 25% of the double-strand breaks were located outside the 90-bp fragment containing the triplex-forming oligonucleotide binding sequence. The ratio of single- to double-strand breaks in the whole plasmid was 11 for bound triplex-forming oligonucleotide compared to 26 when the triplex-forming oligonucleotide was free in solution. The number of double-strand breaks per decay of (125)I was 0.46 for bound triplex-forming oligonucleotide and 0.17 for free triplex-forming oligonucleotide. Comparing the data on the localized damage and those for the whole plasmid, we concluded that, in addition to DNA breaks that are confined to a helical turn around the (125)I atom, the decay can produce breaks hundreds of base pairs away in the plasmid molecule. This linear plasmid molecule containing radiation-induced damage at a specific DNA site should be useful in studies of the molecular mechanisms of DNA repair.
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Affiliation(s)
- I V Panyutin
- Department of Nuclear Medicine, Warren G. Magnuson Clinical Center, National Institutes of Health, Bethesda Maryland 20854, USA.
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31
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Pastor N, Weinstein H, Jamison E, Brenowitz M. A detailed interpretation of OH radical footprints in a TBP-DNA complex reveals the role of dynamics in the mechanism of sequence-specific binding. J Mol Biol 2000; 304:55-68. [PMID: 11071810 DOI: 10.1006/jmbi.2000.4173] [Citation(s) in RCA: 105] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
The hydroxyl radical footprint of the TATA-binding protein (TBP) bound to the high-affinity sequence TATAAAAG of the adenovirus 2 major late promoter has been quantitatively compared to a 2 ns molecular dynamics simulation of the complex in aqueous solution at room temperature using the CHARMM23 potential. The nucleotide-by-nucleotide analysis of the TBP-TATA hydroxyl radical footprint correlates with the solvent-accessible surface calculated from the dynamics simulation. The results suggest that local reactivity towards OH radicals results from the interplay between the local DNA geometry imposed by TBP binding, and the dynamics of the side-chains contacting the sugar hydrogen atoms. Analysis of the dynamics suggests that, over time, TBP forms stable interactions with the sugar-phosphate backbone through multiple contacts to different partners. This mechanism results in an enthalpic advantage to complex formation at a low entropic cost.
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Affiliation(s)
- N Pastor
- Facultad de Ciencias, UAEM, Av. Universidad 1001, Col. Chamilpa, Cuernavaca, Morelos, 62210, México.
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32
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Ottinger LM, Tullius TD. High-Resolution in Vivo Footprinting of a Protein−DNA Complex Using γ-Radiation. J Am Chem Soc 2000. [DOI: 10.1021/ja000285f] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Lori M. Ottinger
- Department of Chemistry, Boston University Boston, Massachusetts 02215
| | - Thomas D. Tullius
- Department of Chemistry, Boston University Boston, Massachusetts 02215
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33
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Levin JR, Blake JJ, Ganunis RA, Tullius TD. The roles of specific template nucleosides in the formation of stable transcription complexes by Escherichia coli RNA polymerase. J Biol Chem 2000; 275:6885-93. [PMID: 10702248 DOI: 10.1074/jbc.275.10.6885] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
We have examined the effects of removing individual template nucleosides on promoter escape by Escherichia coli RNA polymerase in vitro. The ability of DNA templates containing random single nucleoside gaps generated by hydroxyl radical treatment to support the production of stable ternary transcription complexes was analyzed. On two templates containing different promoter and initial transcribed regions, we found that removal of nucleosides on the template strand in the region from -13 to at least +8 relative to the transcription start site interfered with ternary complex formation. The downstream border of this region varied for the two templates, suggesting an effect of the specific nucleotide sequence on the stability of intermediates in the promoter escape process. On the nontemplate strand, removal of nucleosides in the vicinity of the -10 consensus promoter element interfered with escape, whereas removal of nucleosides in the vicinity of the transcription start site actually enhanced the yield of ternary complexes. On one template, removal of nucleosides in an A-tract containing region upstream of the promoter caused a significant decrease in promoter escape, consistent with previous suggestions that contacts between this region and the RNA polymerase play a role in promoter binding and/or initiation.
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Affiliation(s)
- J R Levin
- Departments of Biological Sciences and Chemistry, Goucher College, Baltimore, Maryland 21204, USA.
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34
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Jamison McDaniels CP, Jensen LT, Srinivasan C, Winge DR, Tullius TD. The yeast transcription factor Mac1 binds to DNA in a modular fashion. J Biol Chem 1999; 274:26962-7. [PMID: 10480908 DOI: 10.1074/jbc.274.38.26962] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Mac1 is a metalloregulatory protein that regulates expression of the high affinity copper transport system in the yeast Saccharomyces cerevisiae. Under conditions of high copper concentration, Mac1 represses transcription of genes coding for copper transport proteins. Mac1 binds to DNA sequences called copper response elements (CuREs), which have the consensus sequence 5'-TTTGC(T/G)C(A/G)-3'. Mac1 contains two zinc binding sites, a copper binding site, and the sequence motif RGRP, which has been found in other proteins to mediate binding to the minor groove of A/T-rich sequences in DNA. We have used hydroxyl radical footprinting, missing nucleoside, and methylation interference experiments to investigate the structure of the complex of the DNA binding domain of Mac1 (called here Mac1(t)) with the two CuRE sites found in the yeast CTR1 promoter. We conclude from these experiments that Mac1(t) binds in a modular fashion to DNA, with its RGRP AT-hook motif interacting with the TTT sequence at the 5' end of the CTR1 CuRE site, and with another DNA-binding module(s) binding in the adjacent major groove in the GCTCA sequence.
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Affiliation(s)
- C P Jamison McDaniels
- Department of Chemistry, The Johns Hopkins University, Baltimore, Maryland 21218, USA
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35
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Balasubramanian B, Pogozelski WK, Tullius TD. DNA strand breaking by the hydroxyl radical is governed by the accessible surface areas of the hydrogen atoms of the DNA backbone. Proc Natl Acad Sci U S A 1998; 95:9738-43. [PMID: 9707545 PMCID: PMC21406 DOI: 10.1073/pnas.95.17.9738] [Citation(s) in RCA: 386] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Despite extensive study, there is little experimental information available as to which of the deoxyribose hydrogen atoms of duplex DNA reacts most with the hydroxyl radical. To investigate this question, we prepared a set of double-stranded DNA molecules in which deuterium had been incorporated specifically at each position in the deoxyribose of one of the four nucleotides. We then measured deuterium kinetic isotope effects on the rate of cleavage of DNA by the hydroxyl radical. These experiments demonstrate that the hydroxyl radical reacts with the various hydrogen atoms of the deoxyribose in the order 5' H > 4' H > 3' H approximately 2' H approximately 1' H. This order of reactivity parallels the exposure to solvent of the deoxyribose hydrogens. Our work therefore reveals the structural basis of the reaction of the hydroxyl radical with DNA. These results also provide information on the mechanism of DNA damage caused by ionizing radiation as well as atomic-level detail for the interpretation of hydroxyl radical footprints of DNA-protein complexes and chemical probe experiments on the structure of RNA and DNA in solution.
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Affiliation(s)
- B Balasubramanian
- Department of Pathology, Albert Einstein College of Medicine, Bronx, NY 10461, USA
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36
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Stormo GD, Fields DS. Specificity, free energy and information content in protein-DNA interactions. Trends Biochem Sci 1998; 23:109-13. [PMID: 9581503 DOI: 10.1016/s0968-0004(98)01187-6] [Citation(s) in RCA: 268] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Site-specific DNA-protein interactions can be studied using experimental and computational methods. Experimental approaches typically analyze a protein-DNA interaction by measuring the free energy of binding under a variety of conditions. Computational methods focus on alignments of known binding sites for a protein, and, from these alignments, make estimates of the binding energy. Understanding the relationship between these two perspectives, and finding ways to improve both, is a major challenge of modern molecular biology.
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Affiliation(s)
- G D Stormo
- Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder 80309-0347, USA.
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