1
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González-Delgado JM, Thompson PM, Andrałojć W, Gdaniec Z, Ghiladi RA, Franzen S. Comparison of the Backbone Dynamics of Dehaloperoxidase-Hemoglobin Isoenzymes. J Phys Chem B 2024; 128:3383-3397. [PMID: 38563384 DOI: 10.1021/acs.jpcb.3c07176] [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: 04/04/2024]
Abstract
Dehaloperoxidase (DHP) is a multifunctional hemeprotein with a functional switch generally regulated by the chemical class of the substrate. Its two isoforms, DHP-A and DHP-B, differ by only five amino acids and have an almost identical protein fold. However, the catalytic efficiency of DHP-B for oxidation by a peroxidase mechanism ranges from 2- to 6-fold greater than that of DHP-A depending on the conditions. X-ray crystallography has shown that many substrates and ligands have nearly identical binding in the two isoenzymes, suggesting that the difference in catalytic efficiency could be due to differences in the conformational dynamics. We compared the backbone dynamics of the DHP isoenzymes at pH 7 through heteronuclear relaxation dynamics at 11.75, 16.45, and 19.97 T in combination with four 300 ns MD simulations. While the overall dynamics of the isoenzymes are similar, there are specific local differences in functional regions of each protein. In DHP-A, Phe35 undergoes a slow chemical exchange between two conformational states likely coupled to a swinging motion of Tyr34. Moreover, Asn37 undergoes fast chemical exchange in DHP-A. Given that Phe35 and Asn37 are adjacent to Tyr34 and Tyr38, it is possible that their dynamics modulate the formation and migration of the active tyrosyl radicals in DHP-A at pH 7. Another significant difference is that both distal and proximal histidines have a 15-18% smaller S2 value in DHP-B, thus their greater flexibility could account for the higher catalytic activity. The distal histidine grants substrate access to the distal pocket. The greater flexibility of the proximal histidine could also accelerate H2O2 activation at the heme Fe by increased coupling of an amino acid charge relay to stabilize the ferryl Fe(IV) oxidation state in a Poulos-Kraut "push-pull"-type peroxidase mechanism.
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Affiliation(s)
| | - Peter M Thompson
- Department of Molecular and Structural Biochemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
- Molecular Education, Technology and Research Innovation Center (METRIC), North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Witold Andrałojć
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznań, Poland
| | - Zofia Gdaniec
- Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznań, Poland
| | - Reza A Ghiladi
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Stefan Franzen
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
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2
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Kirschner H, John M, Zhou T, Bachmann N, Schultz A, Hofmann E, Bandow JE, Scherkenbeck J, Metzler-Nolte N, Stoll R. Structural Insights into Antibacterial Payload Release from Gold Nanoparticles Bound to E. coli Peptide Deformylase. ChemMedChem 2024; 19:e202300538. [PMID: 38057137 DOI: 10.1002/cmdc.202300538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 11/10/2023] [Indexed: 12/08/2023]
Abstract
The lack of new antibiotics and the rapidly rising number of pathogens resistant to antibiotics pose a serious problem to mankind. In bacteria, the cell membrane provides the first line of defence to antibiotics by preventing them from reaching their molecular target. To overcome this entrance barrier, it has been suggested[1] that small Gold-Nanoparticles (AuNP) could possibly function as drug delivery systems for antibiotic ligands. Using actinonin-based ligands, we provide here proof-of-principle of AuNP functionalisation, the capability to bind and inhibit the target protein of the ligand, and the possibility to selectively release the antimicrobial payload. To this end, we successfully synthesised AuNP coated with thio-functionalised actinonin and a derivative. Interactions between 15N-enriched His-peptide deformylase 1-147 from E. coli (His-ecPDF 1-147) and compound-coated AuNP were investigated via 2D 1H-15N-HSQC NMR spectra proving the direct binding to His-ecPDF 1-147. More importantly by adding dithiothreitol (DTT), we show that the derivative is successfully released from AuNPs while still bound to His-ecPDF 1-147. Our findings indicate that AuNP-conjugated ligands can address and bind intracellular target proteins. The system introduced here presents a new delivery platform for antibiotics and allows for the easy optimisation of ligand coated AuNPs.
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Affiliation(s)
- Hendrik Kirschner
- Biochemistry II, Biomolecular NMR Spectroscopy, RUBiospec|NMR and PhenomeCentre@RUBUAR, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Milena John
- Inorganic Chemistry I - Bioinorganic Chemistry, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Tianyi Zhou
- Bioorganic Chemistry, Faculty of Mathematics and Natural Sciences, University of Wuppertal, Gaußstraße 20, 42119, Wuppertal, Germany
| | - Nathalie Bachmann
- Applied Microbiology, Faculty of Biology and Biotechnology, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - André Schultz
- Applied Microbiology, Faculty of Biology and Biotechnology, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Eckhard Hofmann
- Protein Crystallography, Faculty of Biology and Biotechnology, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Julia Elisabeth Bandow
- Applied Microbiology, Faculty of Biology and Biotechnology, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Jürgen Scherkenbeck
- Bioorganic Chemistry, Faculty of Mathematics and Natural Sciences, University of Wuppertal, Gaußstraße 20, 42119, Wuppertal, Germany
| | - Nils Metzler-Nolte
- Inorganic Chemistry I - Bioinorganic Chemistry, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
| | - Raphael Stoll
- Biochemistry II, Biomolecular NMR Spectroscopy, RUBiospec|NMR and PhenomeCentre@RUBUAR, Faculty of Chemistry and Biochemistry, Ruhr University Bochum, Universitätsstraße 150, 44801, Bochum, Germany
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3
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Wernersson S, Bobby R, Flavell L, Milbradt AG, Holdgate GA, Embrey KJ, Akke M. Bromodomain Interactions with Acetylated Histone 4 Peptides in the BRD4 Tandem Domain: Effects on Domain Dynamics and Internal Flexibility. Biochemistry 2022; 61:2303-2318. [PMID: 36215732 PMCID: PMC9631989 DOI: 10.1021/acs.biochem.2c00226] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
![]()
The bromodomain and extra-terminal (BET) protein BRD4
regulates
gene expression via recruitment of transcriptional regulatory complexes
to acetylated chromatin. Like other BET proteins, BRD4 contains two
bromodomains, BD1 and BD2, that can interact cooperatively with target
proteins and designed ligands, with important implications for drug
discovery. Here, we used nuclear magnetic resonance (NMR) spectroscopy
to study the dynamics and interactions of the isolated bromodomains,
as well as the tandem construct including both domains and the intervening
linker, and investigated the effects of binding a tetra-acetylated
peptide corresponding to the tail of histone 4. The peptide affinity
is lower for both domains in the tandem construct than for the isolated
domains. Using 15N spin relaxation, we determined the global
rotational correlation times and residue-specific order parameters
for BD1 and BD2. Isolated BD1 is monomeric in the apo state but apparently
dimerizes upon binding the tetra-acetylated peptide. Isolated BD2
partially dimerizes in both the apo and peptide-bound states. The
backbone order parameters reveal marked differences between BD1 and
BD2, primarily in the acetyl-lysine binding site where the ZA loop
is more flexible in BD2. Peptide binding reduces the order parameters
of the ZA loop in BD1 and the ZA and BC loops in BD2. The AB loop,
located distally from the binding site, shows variable dynamics that
reflect the different dimerization propensities of the domains. These
results provide a basis for understanding target recognition by BRD4.
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Affiliation(s)
- Sven Wernersson
- Biophysical Chemistry, Center for Molecular Protein Science, Department of Chemistry, Lund University, SE-221 00Lund, Sweden
| | - Romel Bobby
- Mechanistic and Structural Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, CambridgeCB4 0WG, U.K
| | - Liz Flavell
- Discovery Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, Cambridge Science Park, CambridgeCB4 0WG, U.K
| | - Alexander G Milbradt
- Mechanistic and Structural Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, CambridgeCB4 0WG, U.K
| | - Geoffrey A Holdgate
- Mechanistic and Structural Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, CambridgeCB4 0WG, U.K
| | - Kevin J Embrey
- Mechanistic and Structural Biology, Discovery Sciences, BioPharmaceuticals R&D, AstraZeneca, CambridgeCB4 0WG, U.K
| | - Mikael Akke
- Biophysical Chemistry, Center for Molecular Protein Science, Department of Chemistry, Lund University, SE-221 00Lund, Sweden
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4
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Biedenbänder T, de Jesus V, Schmidt-Dengler M, Helm M, Corzilius B, Fürtig B. RNA modifications stabilize the tertiary structure of tRNAfMet by locally increasing conformational dynamics. Nucleic Acids Res 2022; 50:2334-2349. [PMID: 35137185 PMCID: PMC8887418 DOI: 10.1093/nar/gkac040] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 12/29/2021] [Accepted: 01/14/2022] [Indexed: 11/12/2022] Open
Abstract
A plethora of modified nucleotides extends the chemical and conformational space for natural occurring RNAs. tRNAs constitute the class of RNAs with the highest modification rate. The extensive modification modulates their overall stability, the fidelity and efficiency of translation. However, the impact of nucleotide modifications on the local structural dynamics is not well characterized. Here we show that the incorporation of the modified nucleotides in tRNAfMet from Escherichia coli leads to an increase in the local conformational dynamics, ultimately resulting in the stabilization of the overall tertiary structure. Through analysis of the local dynamics by NMR spectroscopic methods we find that, although the overall thermal stability of the tRNA is higher for the modified molecule, the conformational fluctuations on the local level are increased in comparison to an unmodified tRNA. In consequence, the melting of individual base pairs in the unmodified tRNA is determined by high entropic penalties compared to the modified. Further, we find that the modifications lead to a stabilization of long-range interactions harmonizing the stability of the tRNA's secondary and tertiary structure. Our results demonstrate that the increase in chemical space through introduction of modifications enables the population of otherwise inaccessible conformational substates.
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Affiliation(s)
- Thomas Biedenbänder
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance (BMRZ), Johann Wolfgang Goethe-Universität, Frankfurt am Main 60438, Germany.,Institute of Chemistry and Department Life, Light & Matter, University of Rostock, Rostock 18059, Germany
| | - Vanessa de Jesus
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance (BMRZ), Johann Wolfgang Goethe-Universität, Frankfurt am Main 60438, Germany
| | - Martina Schmidt-Dengler
- Institut für pharmazeutische und biomedizinische Wissenschaften (IPBW), Johannes Gutenberg-Universität, Mainz 55128, Germany
| | - Mark Helm
- Institut für pharmazeutische und biomedizinische Wissenschaften (IPBW), Johannes Gutenberg-Universität, Mainz 55128, Germany
| | - Björn Corzilius
- Institute of Chemistry and Department Life, Light & Matter, University of Rostock, Rostock 18059, Germany
| | - Boris Fürtig
- Institute for Organic Chemistry and Chemical Biology, Center for Biomolecular Magnetic Resonance (BMRZ), Johann Wolfgang Goethe-Universität, Frankfurt am Main 60438, Germany
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5
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Crawley T, Palmer AG. Bootstrap Aggregation for Model Selection in the Model-free Formalism. MAGNETIC RESONANCE (GOTTINGEN, GERMANY) 2021; 2:251-264. [PMID: 34414396 PMCID: PMC8372780 DOI: 10.5194/mr-2-251-2021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The ability to make robust inferences about the dynamics of biological macromolecules using NMR spectroscopy depends heavily on the application of appropriate theoretical models for nuclear spin relaxation. Data analysis for NMR laboratory-frame relaxation experiments typically involves selecting one of several model-free spectral density functions using a bias-corrected fitness test. Here, advances in statistical model selection theory, termed bootstrap aggregation or bagging, are applied to 15N spin relaxation data, developing a multimodel inference solution to the model-free selection problem. The approach is illustrated using data sets recorded at four static magnetic fields for the bZip domain of the S. cerevisiae transcription factor GCN4.
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Affiliation(s)
- Timothy Crawley
- Department of Biochemistry and Molecular Biophysics, Columbia University, 630 West 168th Street, New York, NY 10032, United States
| | - Arthur G. Palmer
- Department of Biochemistry and Molecular Biophysics, Columbia University, 630 West 168th Street, New York, NY 10032, United States
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6
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Ghasriani H, Frahm GE, Johnston MJW, Aubin Y. Effects of Excipients on the Structure and Dynamics of Filgrastim Monitored by Thermal Unfolding Studies by CD and NMR Spectroscopy. ACS OMEGA 2020; 5:31845-31857. [PMID: 33344838 PMCID: PMC7745408 DOI: 10.1021/acsomega.0c04692] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Accepted: 11/24/2020] [Indexed: 06/02/2023]
Abstract
Product excipients are used to confer a number of desirable properties on the drug substance to maintain or improve stability and facilitate drug delivery. This is especially important for products where the active pharmaceutical ingredient (API) is a recombinant protein. In this study, we aimed to determine if excipients and formulation conditions affect the structure and/or modulate the dynamics of the protein API of filgrastim products. Samples of uniformly labeled 15N-Met-granulocyte-colony stimulating factor (GCSF) were prepared at 100 μM (near formulation concentration) with various concentrations of individual components (polysorbate-20 and -80, sorbitol) and three pH values. Nuclear magnetic resonance (NMR) spectroscopy techniques were applied to measure chemical shift perturbation (CSP) to detect structural changes, and relaxation parameters (T 1, T 2, and heteronuclear Overhauser effect) were measured to probe the effects on protein backbone motions. In parallel, the same solution conditions were subjected to protein thermal unfolding studies monitored by circular dichroism spectropolarimetry (CD). Detergents (polysorbate-20 and 80) do not induce any observable changes on the protein structure and do not modify its dynamics at formulation concentration. Lowering pH to 4.0, a condition known to stabilize the conformation of filgrastim, as well as the addition of sorbitol produced changes of the fast motion dynamics in the nanosecond and picosecond timescale. NMR-derived order parameters, which measure the local conformational entropy of the protein backbone, show that lowering pH leads to a compaction of the four-helix bundle while the addition of sorbitol relaxes helices B and C, thereby reducing the mobility of loop CD. CSPs and measurements of protein dynamics via NMR-derived order parameters provide a description in structural and motional terms at an atomic resolution on how formulation components contribute to the stabilization of filgrastim products.
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Affiliation(s)
| | | | | | - Yves Aubin
- . Phone: 613-791-1500. Fax: 613-941-8933. 251 Sir Frederick Banting Driveway, Tunney’s Pasture, A/L
2201E, Ottawa, Ontario, Canada K1A 0K9
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7
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Orriss GL, To V, Moya-Torres A, Seabrook G, O'Neil J, Stetefeld J. Solution structure of the cytoplasmic domain of NhaP2 a K +/H + antiporter from Vibrio cholera. BIOCHIMICA ET BIOPHYSICA ACTA-BIOMEMBRANES 2020; 1862:183225. [PMID: 32126231 DOI: 10.1016/j.bbamem.2020.183225] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 09/30/2019] [Revised: 02/08/2020] [Accepted: 02/10/2020] [Indexed: 11/24/2022]
Abstract
NhaP2 is a K+/H+ antiporter from Vibrio cholerae which consists of a transmembrane domain and a cytoplasmic domain of approximately 200 amino acids, both of which are required for cholera infectivity. Here we present the solution structure for a 165 amino acid minimal cytoplasmic domain (P2MIN) form of the protein. The structure reveals a compact N-terminal domain which resembles a Regulator of Conductance of K+ channels (RCK) domain connected to a more open C-terminal domain via a flexible 20 amino acid linker. NMR titration experiments showed that the protein binds ATP through its N-terminal domain, which was further supported by waterLOGSY and Saturation Transfer Difference NMR experiments. The two-domain organisation of the protein was confirmed by BIOSAXS, which also revealed that there are no detectable-ATP-induced conformational changes in the protein structure. Finally, in contrast to all known RCK domain structures solved to date, the current work shows that the protein is a monomer.
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Affiliation(s)
- George L Orriss
- University of Manitoba, Department of Chemistry, 144 Dysart Road, Winnipeg, Manitoba R3T 2N2, Canada
| | - Vu To
- University of Manitoba, Department of Chemistry, 144 Dysart Road, Winnipeg, Manitoba R3T 2N2, Canada
| | - Aniel Moya-Torres
- University of Manitoba, Department of Chemistry, 144 Dysart Road, Winnipeg, Manitoba R3T 2N2, Canada
| | - Genevieve Seabrook
- The OCI/UHN High Field NMR Facility, MaRS Toronto Medical Discovery Tower, 101 College Street, Toronto, Ontario M5C 1L7, Canada
| | - Joe O'Neil
- University of Manitoba, Department of Chemistry, 144 Dysart Road, Winnipeg, Manitoba R3T 2N2, Canada
| | - Jörg Stetefeld
- University of Manitoba, Department of Chemistry, 144 Dysart Road, Winnipeg, Manitoba R3T 2N2, Canada.
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8
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Aedes aegypti Odorant Binding Protein 22 selectively binds fatty acids through a conformational change in its C-terminal tail. Sci Rep 2020; 10:3300. [PMID: 32094450 PMCID: PMC7039890 DOI: 10.1038/s41598-020-60242-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 02/10/2020] [Indexed: 12/20/2022] Open
Abstract
Aedes aegypti is the primary vector for transmission of Dengue, Zika and chikungunya viruses. Previously it was shown that Dengue virus infection of the mosquito led to an in increased expression of the odorant binding protein 22 (AeOBP22) within the mosquito salivary gland and that siRNA mediated knockdown of AeOBP22 led to reduced mosquito feeding behaviors. Insect OBPs are implicated in the perception, storage and transport of chemosensory signaling molecules including air-borne odorants and pheromones. AeOBP22 is unusual as it is additionally expressed in multiple tissues, including the antenna, the male reproductive glands and is transferred to females during reproduction, indicating multiple roles in the mosquito life cycle. However, it is unclear what role it plays in these tissues and what ligands it interacts with. Here we present solution and X-ray crystallographic studies that indicate a potential role of AeOBP22 binding to fatty acids, and that the specificity for longer chain fatty acids is regulated by a conformational change in the C-terminal tail that leads to creation of an enlarged binding cavity that enhances binding affinity. This study sheds light onto the native ligands for AeOBP22 and provides insight into its potential functions in different tissues.
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9
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Bennet IA, Finger LD, Baxter NJ, Ambrose B, Hounslow AM, Thompson MJ, Exell JC, Shahari NNBM, Craggs TD, Waltho JP, Grasby JA. Regional conformational flexibility couples substrate specificity and scissile phosphate diester selectivity in human flap endonuclease 1. Nucleic Acids Res 2019; 46:5618-5633. [PMID: 29718417 PMCID: PMC6009646 DOI: 10.1093/nar/gky293] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Accepted: 04/09/2018] [Indexed: 02/07/2023] Open
Abstract
Human flap endonuclease-1 (hFEN1) catalyzes the divalent metal ion-dependent removal of single-stranded DNA protrusions known as flaps during DNA replication and repair. Substrate selectivity involves passage of the 5'-terminus/flap through the arch and recognition of a single nucleotide 3'-flap by the α2-α3 loop. Using NMR spectroscopy, we show that the solution conformation of free and DNA-bound hFEN1 are consistent with crystal structures; however, parts of the arch region and α2-α3 loop are disordered without substrate. Disorder within the arch explains how 5'-flaps can pass under it. NMR and single-molecule FRET data show a shift in the conformational ensemble in the arch and loop region upon addition of DNA. Furthermore, the addition of divalent metal ions to the active site of the hFEN1-DNA substrate complex demonstrates that active site changes are propagated via DNA-mediated allostery to regions key to substrate differentiation. The hFEN1-DNA complex also shows evidence of millisecond timescale motions in the arch region that may be required for DNA to enter the active site. Thus, hFEN1 regional conformational flexibility spanning a range of dynamic timescales is crucial to reach the catalytically relevant ensemble.
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Affiliation(s)
- Ian A Bennet
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - L David Finger
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Nicola J Baxter
- Department of Molecular Biology and Biotechnology, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S10 2TN, UK.,Manchester Institute of Biotechnology, School of Chemistry, The University of Manchester, Manchester M1 7DN, UK
| | - Benjamin Ambrose
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Andrea M Hounslow
- Department of Molecular Biology and Biotechnology, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S10 2TN, UK
| | - Mark J Thompson
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Jack C Exell
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Nur Nazihah B Md Shahari
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Timothy D Craggs
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
| | - Jonathan P Waltho
- Department of Molecular Biology and Biotechnology, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S10 2TN, UK.,Manchester Institute of Biotechnology, School of Chemistry, The University of Manchester, Manchester M1 7DN, UK
| | - Jane A Grasby
- Centre for Chemical Biology, Department of Chemistry, Krebs Institute for Biomolecular Research, The University of Sheffield, Sheffield S3 7HF, UK
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10
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Möckel C, Kubiak J, Schillinger O, Kühnemuth R, Della Corte D, Schröder GF, Willbold D, Strodel B, Seidel CAM, Neudecker P. Integrated NMR, Fluorescence, and Molecular Dynamics Benchmark Study of Protein Mechanics and Hydrodynamics. J Phys Chem B 2018; 123:1453-1480. [DOI: 10.1021/acs.jpcb.8b08903] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Christina Möckel
- Institut für Physikalische Biologie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Jakub Kubiak
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Oliver Schillinger
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
- Institut für Theoretische Chemie und Computerchemie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Ralf Kühnemuth
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Dennis Della Corte
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Gunnar F. Schröder
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
- Physics Department, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Dieter Willbold
- Institut für Physikalische Biologie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
| | - Birgit Strodel
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
- Institut für Theoretische Chemie und Computerchemie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Claus A. M. Seidel
- Lehrstuhl für Molekulare Physikalische Chemie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
| | - Philipp Neudecker
- Institut für Physikalische Biologie, Heinrich-Heine-Universität Düsseldorf, 40225 Düsseldorf, Germany
- Institute of Complex Systems (ICS-6: Structural Biochemistry), Forschungszentrum Jülich, 52425 Jülich, Germany
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11
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Pettersson P, Ye W, Jakob M, Tannert F, Klösgen RB, Mäler L. Structure and dynamics of plant TatA in micelles and lipid bilayers studied by solution NMR. FEBS J 2018; 285:1886-1906. [PMID: 29654717 DOI: 10.1111/febs.14452] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2017] [Revised: 03/09/2018] [Accepted: 03/27/2018] [Indexed: 12/21/2022]
Abstract
The twin-arginine translocase (Tat) transports folded proteins across the cytoplasmic membrane of prokaryotes and the thylakoid membrane of plant chloroplasts. In Gram-negative bacteria and chloroplasts, the translocon consists of three subunits, TatA, TatB, and TatC, of which TatA is responsible for the actual membrane translocation of the substrate. Herein we report on the structure, dynamics, and lipid interactions of a fully functional C-terminally truncated 'core TatA' from Arabidopsis thaliana using solution-state NMR. Our results show that TatA consists of a short N-terminal transmembrane helix (TMH), a short connecting linker (hinge) and a long region with propensity to form an amphiphilic helix (APH). The dynamics of TatA were characterized using 15 N relaxation NMR in combination with model-free analysis. The TMH has order parameters characteristic of a well-structured helix, the hinge is somewhat less rigid, while the APH has lower order parameters indicating structural flexibility. The TMH is short with a surprisingly low protection from solvent, and only the first part of the APH is protected to some extent. In order to uncover possible differences in TatA's structure and dynamics in detergent compared to in a lipid bilayer, fast-tumbling bicelles and large unilamellar vesicles were used. Results indicate that the helicity of TatA increases in both the TMH and APH in the presence of lipids, and that the N-terminal part of the TMH is significantly more rigid. The results indicate that plant TatA has a significant structural plasticity and a capability to adapt to local environments.
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Affiliation(s)
- Pontus Pettersson
- Department of Biochemistry and Biophysics, Stockholm University, Sweden
| | - Weihua Ye
- Department of Biochemistry and Biophysics, Stockholm University, Sweden
| | - Mario Jakob
- Institut für Biologie, Institutsbereich Pflanzenphysiologie, Martin-Luther University, Halle, Germany
| | - Franzisca Tannert
- Institut für Biologie, Institutsbereich Pflanzenphysiologie, Martin-Luther University, Halle, Germany
| | - Ralf Bernd Klösgen
- Institut für Biologie, Institutsbereich Pflanzenphysiologie, Martin-Luther University, Halle, Germany
| | - Lena Mäler
- Department of Biochemistry and Biophysics, Stockholm University, Sweden
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12
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Zachrdla M, Padrta P, Rabatinová A, Šanderová H, Barvík I, Krásný L, Žídek L. Solution structure of domain 1.1 of the σ A factor from Bacillus subtilis is preformed for binding to the RNA polymerase core. J Biol Chem 2017; 292:11610-11617. [PMID: 28539362 DOI: 10.1074/jbc.m117.784074] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2017] [Revised: 05/19/2017] [Indexed: 11/06/2022] Open
Abstract
Bacterial RNA polymerase (RNAP) requires σ factors to recognize promoter sequences. Domain 1.1 of primary σ factors (σ1.1) prevents their binding to promoter DNA in the absence of RNAP, and when in complex with RNAP, it occupies the DNA-binding channel of RNAP. Currently, two 3D structures of σ1.1 are available: from Escherichia coli in complex with RNAP and from T. maritima solved free in solution. However, these two structures significantly differ, and it is unclear whether this difference is due to an altered conformation upon RNAP binding or to differences in intrinsic properties between the proteins from these two distantly related species. Here, we report the solution structure of σ1.1 from the Gram-positive bacterium Bacillus subtilis We found that B. subtilis σ1.1 is highly compact because of additional stabilization not present in σ1.1 from the other two species and that it is more similar to E. coli σ1.1. Moreover, modeling studies suggested that B. subtilis σ1.1 requires minimal conformational changes for accommodating RNAP in the DNA channel, whereas T. maritima σ1.1 must be rearranged to fit therein. Thus, the mesophilic species B. subtilis and E. coli share the same σ1.1 fold, whereas the fold of σ1.1 from the thermophile T. maritima is distinctly different. Finally, we describe an intriguing similarity between σ1.1 and δ, an RNAP-associated protein in B. subtilis, bearing implications for the so-far unknown binding site of δ on RNAP. In conclusion, our results shed light on the conformational changes of σ1.1 required for its accommodation within bacterial RNAP.
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Affiliation(s)
- Milan Zachrdla
- Central European Institute of Technology, Brno, Czech Republic; National Centre for Biomolecular Research (NCBR), Faculty of Science, Masaryk University, CZ-62500 Brno, Czech Republic
| | - Petr Padrta
- Central European Institute of Technology, Brno, Czech Republic; National Centre for Biomolecular Research (NCBR), Faculty of Science, Masaryk University, CZ-62500 Brno, Czech Republic
| | - Alžbeta Rabatinová
- Laboratory of Microbial Genetics and Gene Expression, Institute of Microbiology, The Czech Academy of Sciences, CZ-14220 Prague 4, Czech Republic
| | - Hana Šanderová
- Laboratory of Microbial Genetics and Gene Expression, Institute of Microbiology, The Czech Academy of Sciences, CZ-14220 Prague 4, Czech Republic
| | - Ivan Barvík
- Division of Biomolecular Physics, Institute of Physics, Faculty of Mathematics and Physics, Charles University, CZ-12116 Prague 2, Czech Republic
| | - Libor Krásný
- Laboratory of Microbial Genetics and Gene Expression, Institute of Microbiology, The Czech Academy of Sciences, CZ-14220 Prague 4, Czech Republic.
| | - Lukáš Žídek
- Central European Institute of Technology, Brno, Czech Republic; National Centre for Biomolecular Research (NCBR), Faculty of Science, Masaryk University, CZ-62500 Brno, Czech Republic.
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13
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Chen PC, Hologne M, Walker O. Computing the Rotational Diffusion of Biomolecules via Molecular Dynamics Simulation and Quaternion Orientations. J Phys Chem B 2017; 121:1812-1823. [DOI: 10.1021/acs.jpcb.6b11703] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Po-chia Chen
- Université de Lyon, CNRS, Université Claude Bernard Lyon1, Ens de Lyon, Institut des Sciences Analytiques, UMR 5280, 5 rue de la Doua, F-69100 Villeurbanne, France
| | - Maggy Hologne
- Université de Lyon, CNRS, Université Claude Bernard Lyon1, Ens de Lyon, Institut des Sciences Analytiques, UMR 5280, 5 rue de la Doua, F-69100 Villeurbanne, France
| | - Olivier Walker
- Université de Lyon, CNRS, Université Claude Bernard Lyon1, Ens de Lyon, Institut des Sciences Analytiques, UMR 5280, 5 rue de la Doua, F-69100 Villeurbanne, France
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14
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Ma P, Schillinger O, Schwarten M, Lecher J, Hartmann R, Stoldt M, Mohrlüder J, Olubiyi O, Strodel B, Willbold D, Weiergräber OH. Conformational Polymorphism in Autophagy-Related Protein GATE-16. Biochemistry 2015; 54:5469-79. [PMID: 26284781 DOI: 10.1021/acs.biochem.5b00366] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Autophagy is a fundamental homeostatic process in eukaryotic organisms, fulfilling essential roles in development and adaptation to stress. Among other factors, formation of autophagosomes critically depends on proteins of the Atg8 (autophagy-related protein 8) family, which are reversibly conjugated to membrane lipids. We have applied X-ray crystallography, nuclear magnetic resonance spectroscopy, and molecular dynamics simulations to study the conformational dynamics of Atg8-type proteins, using GATE-16 (Golgi-associated ATPase enhancer of 16 kDa), also known as GABARAPL2, as a model system. This combination of complementary approaches provides new insight into a structural transition centered on the C-terminus, which is crucial for the biological activity of these proteins.
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Affiliation(s)
- Peixiang Ma
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany.,Institut für Physikalische Biologie und BMFZ, Heinrich-Heine-Universität Düsseldorf , 40225 Düsseldorf, Germany
| | - Oliver Schillinger
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Melanie Schwarten
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Justin Lecher
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Rudolf Hartmann
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Matthias Stoldt
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany.,Institut für Physikalische Biologie und BMFZ, Heinrich-Heine-Universität Düsseldorf , 40225 Düsseldorf, Germany
| | - Jeannine Mohrlüder
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Olujide Olubiyi
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Birgit Strodel
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
| | - Dieter Willbold
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany.,Institut für Physikalische Biologie und BMFZ, Heinrich-Heine-Universität Düsseldorf , 40225 Düsseldorf, Germany
| | - Oliver H Weiergräber
- Institute of Complex Systems, ICS-6 (Structural Biochemistry), Forschungszentrum Jülich , 52425 Jülich, Germany
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15
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Senutovitch N, Stanfield RL, Bhattacharyya S, Rule GS, Wilson IA, Armitage BA, Waggoner AS, Berget PB. A variable light domain fluorogen activating protein homodimerizes to activate dimethylindole red. Biochemistry 2012; 51:2471-85. [PMID: 22390683 DOI: 10.1021/bi201422g] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Novel fluorescent tools such as green fluorescent protein analogues and fluorogen activating proteins (FAPs) are useful in biological imaging for tracking protein dynamics in real time with a low fluorescence background. FAPs are single-chain variable fragments (scFvs) selected from a yeast surface display library that produce fluorescence upon binding a specific dye or fluorogen that is normally not fluorescent when present in solution. FAPs generally consist of human immunoglobulin variable heavy (V(H)) and variable light (V(L)) domains covalently attached via a glycine- and serine-rich linker. Previously, we determined that the yeast surface clone, V(H)-V(L) M8, could bind and activate the fluorogen dimethylindole red (DIR) but that the fluorogen activation properties were localized to the M8V(L) domain. We report here that both nuclear magnetic resonance and X-ray diffraction methods indicate the M8V(L) forms noncovalent, antiparallel homodimers that are the fluorogen activating species. The M8V(L) homodimers activate DIR by restriction of internal rotation of the bound dye. These structural results, together with directed evolution experiments with both V(H)-V(L) M8 and M8V(L), led us to rationally design tandem, covalent homodimers of M8V(L) domains joined by a flexible linker that have a high affinity for DIR and good quantum yields.
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Affiliation(s)
- Nina Senutovitch
- The Department of Biological Sciences, Carnegie Mellon University, Pittsburgh, Pennsylvania 15213, United States
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16
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Morin S. A practical guide to protein dynamics from 15N spin relaxation in solution. PROGRESS IN NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY 2011; 59:245-62. [PMID: 21920220 DOI: 10.1016/j.pnmrs.2010.12.003] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/10/2010] [Accepted: 12/17/2010] [Indexed: 05/08/2023]
Affiliation(s)
- Sébastien Morin
- Department of Structural Biology, Biozentrum, University of Basel, Switzerland.
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17
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Bieri M, d'Auvergne EJ, Gooley PR. relaxGUI: a new software for fast and simple NMR relaxation data analysis and calculation of ps-ns and μs motion of proteins. JOURNAL OF BIOMOLECULAR NMR 2011; 50:147-155. [PMID: 21618018 DOI: 10.1007/s10858-011-9509-1] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2010] [Accepted: 04/01/2011] [Indexed: 05/30/2023]
Abstract
Investigation of protein dynamics on the ps-ns and μs-ms timeframes provides detailed insight into the mechanisms of enzymes and the binding properties of proteins. Nuclear magnetic resonance (NMR) is an excellent tool for studying protein dynamics at atomic resolution. Analysis of relaxation data using model-free analysis can be a tedious and time consuming process, which requires good knowledge of scripting procedures. The software relaxGUI was developed for fast and simple model-free analysis and is fully integrated into the software package relax. It is written in Python and uses wxPython to build the graphical user interface (GUI) for maximum performance and multi-platform use. This software allows the analysis of NMR relaxation data with ease and the generation of publication quality graphs as well as color coded images of molecular structures. The interface is designed for simple data analysis and management. The software was tested and validated against the command line version of relax.
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Affiliation(s)
- Michael Bieri
- Department of Biochemistry and Molecular Biology, Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne, Parkville, VIC, 3010, Australia
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18
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Fisette O, Morin S, Savard PY, Lagüe P, Gagné SM. TEM-1 backbone dynamics-insights from combined molecular dynamics and nuclear magnetic resonance. Biophys J 2010; 98:637-45. [PMID: 20159160 DOI: 10.1016/j.bpj.2009.08.061] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2009] [Revised: 08/24/2009] [Accepted: 08/25/2009] [Indexed: 11/28/2022] Open
Abstract
Dynamic properties of class A beta-lactamase TEM-1 are investigated from molecular dynamics (MD) simulations. Comparison of MD-derived order parameters with those obtained from model-free analysis of nuclear magnetic resonance (NMR) relaxation data shows high agreement for N-H moieties within alpha- and beta-secondary structures, but significant deviation for those in loops. This was expected, because motions slower than the protein global tumbling often take place in loop regions. As previously shown using NMR, TEM-1 is a highly ordered protein. Motions are observed within the Omega loop that could, upon substrate binding, stabilize E166 in a catalytically efficient position as the cavity between the protein core and the Omega loop is partially filled. The rigidity of active site residues is consistent with the enzyme high turnover number. MD data are also shown to be useful during the model selection step of model-free analysis: local N-H motions observed over the course of the trajectories help assess whether a peptide plan undergoes low or high amplitude motions on one or more timescales. This joint use of MD and NMR provides a better description of protein dynamics than would be possible using either technique alone.
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Affiliation(s)
- Olivier Fisette
- Département de Biochimie et de Microbiologie, Université Laval and PROTEO, Québec, Canada
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19
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Kojetin DJ, McLaughlin PD, Thompson RJ, Dubnau D, Prepiak P, Rance M, Cavanagh J. Structural and motional contributions of the Bacillus subtilis ClpC N-domain to adaptor protein interactions. J Mol Biol 2009; 387:639-52. [PMID: 19361434 DOI: 10.1016/j.jmb.2009.01.046] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2008] [Revised: 01/19/2009] [Accepted: 01/23/2009] [Indexed: 10/21/2022]
Abstract
The AAA(+) (ATPases associated with a variety of cellular activities) superfamily protein ClpC is a key regulator of cell development in Bacillus subtilis. As part of a large oligomeric complex, ClpC controls an array of cellular processes by recognizing, unfolding, and providing misfolded and aggregated proteins as substrates for the ClpP peptidase. ClpC is unique compared to other HSP100/Clp proteins, as it requires an adaptor protein for all fundamental activities. The NMR solution structure of the N-terminal repeat domain of ClpC (N-ClpCR) comprises two structural repeats of a four-helix motif. NMR experiments used to map the MecA adaptor protein interaction surface of N-ClpCR reveal that regions involved in the interaction possess conformational flexibility and conformational exchange on the microsecond-to-millisecond timescale. The electrostatic surface of N-ClpCR differs substantially from the N-domain of Escherichia coli ClpA and ClpB, suggesting that the electrostatic surface characteristics of HSP100/Clp N-domains may play a role in adaptor protein and substrate interaction specificity, and perhaps contribute to the unique adaptor protein requirement of ClpC.
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Affiliation(s)
- Douglas J Kojetin
- Department of Molecular Genetics, College of Medicine, University of Cincinnati, Cincinnati, OH 45267, USA
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20
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d'Auvergne EJ, Gooley PR. Optimisation of NMR dynamic models II. A new methodology for the dual optimisation of the model-free parameters and the Brownian rotational diffusion tensor. JOURNAL OF BIOMOLECULAR NMR 2008; 40:121-33. [PMID: 18085411 PMCID: PMC2758375 DOI: 10.1007/s10858-007-9213-3] [Citation(s) in RCA: 112] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2007] [Accepted: 11/06/2007] [Indexed: 05/03/2023]
Abstract
Finding the dynamics of an entire macromolecule is a complex problem as the model-free parameter values are intricately linked to the Brownian rotational diffusion of the molecule, mathematically through the autocorrelation function of the motion and statistically through model selection. The solution to this problem was formulated using set theory as an element of the universal set [formula: see text]-the union of all model-free spaces (d'Auvergne EJ and Gooley PR (2007) Mol BioSyst 3(7), 483-494). The current procedure commonly used to find the universal solution is to initially estimate the diffusion tensor parameters, to optimise the model-free parameters of numerous models, and then to choose the best model via model selection. The global model is then optimised and the procedure repeated until convergence. In this paper a new methodology is presented which takes a different approach to this diffusion seeded model-free paradigm. Rather than starting with the diffusion tensor this iterative protocol begins by optimising the model-free parameters in the absence of any global model parameters, selecting between all the model-free models, and finally optimising the diffusion tensor. The new model-free optimisation protocol will be validated using synthetic data from Schurr JM et al. (1994) J Magn Reson B 105(3), 211-224 and the relaxation data of the bacteriorhodopsin (1-36)BR fragment from Orekhov VY (1999) J Biomol NMR 14(4), 345-356. To demonstrate the importance of this new procedure the NMR relaxation data of the Olfactory Marker Protein (OMP) of Gitti R et al. (2005) Biochem 44(28), 9673-9679 is reanalysed. The result is that the dynamics for certain secondary structural elements is very different from those originally reported.
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Affiliation(s)
- Edward J d'Auvergne
- Department of NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, Goettingen, D-37077, Germany.
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21
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d’Auvergne EJ, Gooley PR. Optimisation of NMR dynamic models I. Minimisation algorithms and their performance within the model-free and Brownian rotational diffusion spaces. JOURNAL OF BIOMOLECULAR NMR 2008; 40:107-19. [PMID: 18085410 PMCID: PMC2758376 DOI: 10.1007/s10858-007-9214-2] [Citation(s) in RCA: 134] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/23/2007] [Accepted: 11/06/2007] [Indexed: 05/13/2023]
Abstract
The key to obtaining the model-free description of the dynamics of a macromolecule is the optimisation of the model-free and Brownian rotational diffusion parameters using the collected R (1), R (2) and steady-state NOE relaxation data. The problem of optimising the chi-squared value is often assumed to be trivial, however, the long chain of dependencies required for its calculation complicates the model-free chi-squared space. Convolutions are induced by the Lorentzian form of the spectral density functions, the linear recombinations of certain spectral density values to obtain the relaxation rates, the calculation of the NOE using the ratio of two of these rates, and finally the quadratic form of the chi-squared equation itself. Two major topological features of the model-free space complicate optimisation. The first is a long, shallow valley which commences at infinite correlation times and gradually approaches the minimum. The most severe convolution occurs for motions on two timescales in which the minimum is often located at the end of a long, deep, curved tunnel or multidimensional valley through the space. A large number of optimisation algorithms will be investigated and their performance compared to determine which techniques are suitable for use in model-free analysis. Local optimisation algorithms will be shown to be sufficient for minimisation not only within the model-free space but also for the minimisation of the Brownian rotational diffusion tensor. In addition the performance of the programs Modelfree and Dasha are investigated. A number of model-free optimisation failures were identified: the inability to slide along the limits, the singular matrix failure of the Levenberg-Marquardt minimisation algorithm, the low precision of both programs, and a bug in Modelfree. Significantly, the singular matrix failure of the Levenberg-Marquardt algorithm occurs when internal correlation times are undefined and is greatly amplified in model-free analysis by both the grid search and constraint algorithms. The program relax ( http://www.nmr-relax.com ) is also presented as a new software package designed for the analysis of macromolecular dynamics through the use of NMR relaxation data and which alleviates all of the problems inherent within model-free analysis.
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Affiliation(s)
- Edward J. d’Auvergne
- Department of NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, D-37077 Goettingen, Germany
| | - Paul R. Gooley
- Department of Biochemistry and Molecular Biology, Bio21 Institute of Biotechnology and Molecular Science, University of Melbourne, Parkville, VIC 3010 Australia
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