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Eirich P, Nesterov P, Shityakov S, Skorb EV, Sander B, Broscheit J, Dandekar T, Jones NG, Engstler M. The release of host-derived antibodies bound to the variant surface glycoprotein (VSG) of Trypanosoma brucei cannot be explained by pH-dependent conformational changes of the VSG dimer. OPEN RESEARCH EUROPE 2024; 4:87. [PMID: 38903703 PMCID: PMC11187536 DOI: 10.12688/openreseurope.16783.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 01/26/2024] [Indexed: 06/22/2024]
Abstract
Background Trypanosoma brucei is a protozoan parasite that evades the mammalian host's adaptive immune response by antigenic variation of the highly immunogenic variant surface glycoprotein (VSG). VSGs form a dense surface coat that is constantly recycled through the endosomal system. Bound antibodies are separated in the endosome from the VSG and destroyed in the lysosome. For VSGs it has been hypothesized that pH-dependent structural changes of the VSG could occur in the more acidic environment of the endosome and hence, facilitate the separation of the antibody from the VSG. Methods We used size exclusion chromatography, where molecules are separated according to their hydrodynamic radius to see if the VSG is present as a homodimer at both pH values. To gain information about the structural integrity of the protein we used circular dichroism spectroscopy by exposing the VSG in solution to a mixture of right- and left-circularly polarized light and analysing the absorbed UV spectra. Evaluation of protein stability and molecular dynamics simulations at different pH values was performed using different computational methods. Results We show, for an A2-type VSG, that the dimer size is only slightly larger at pH 5.2 than at pH 7.4. Moreover, the dimer was marginally more stable at lower pH due to the higher affinity (ΔG = 353.37 kcal/mol) between the monomers. Due to the larger size, the predicted epitopes were more exposed to the solvent at low pH. Moderate conformational changes (ΔRMSD = 0.35 nm) in VSG were detected between the dimers at pH 5.2 and pH 7.4 in molecular dynamics simulations, and no significant differences in the protein secondary structure were observed by circular dichroism spectroscopy. Conclusions Thus, the dissociation of anti-VSG-antibodies in endosomes cannot be explained by changes in pH.
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Affiliation(s)
- Patrick Eirich
- Department of Cell & Developmental Biology, Biocentre, University of Würzburg, Würzburg, Bavaria, 97074, Germany
- Department of Anaesthesiology, Intensive Care, Emergency and Pain Medicine, Würzburg University Hospital, University of Würzburg, Würzburg, Bavaria, 97080, Germany
| | - Pavel Nesterov
- Infochemistry Scientific Center, Laboratory of Chemoinformatics, ITMO University, Saint Petersburg, Saint Petersburg, 191002, Russian Federation
| | - Sergey Shityakov
- Department of Anaesthesiology, Intensive Care, Emergency and Pain Medicine, Würzburg University Hospital, University of Würzburg, Würzburg, Bavaria, 97080, Germany
- Infochemistry Scientific Center, Laboratory of Chemoinformatics, ITMO University, Saint Petersburg, Saint Petersburg, 191002, Russian Federation
- Department of Bioinformatics, Biocentre, University of Würzburg, Würzburg, Bavaria, 97074, Germany
| | - Ekaterina V. Skorb
- Infochemistry Scientific Center, Laboratory of Chemoinformatics, ITMO University, Saint Petersburg, Saint Petersburg, 191002, Russian Federation
| | - Bodo Sander
- Rudolf Virchow Center for Experimental Biomedicine, University of Würzburg, Würzburg, Bavaria, 97080, Germany
| | - Jens Broscheit
- Department of Anaesthesiology, Intensive Care, Emergency and Pain Medicine, Würzburg University Hospital, University of Würzburg, Würzburg, Bavaria, 97080, Germany
| | - Thomas Dandekar
- Department of Bioinformatics, Biocentre, University of Würzburg, Würzburg, Bavaria, 97074, Germany
| | - Nicola G. Jones
- Department of Cell & Developmental Biology, Biocentre, University of Würzburg, Würzburg, Bavaria, 97074, Germany
| | - Markus Engstler
- Department of Cell & Developmental Biology, Biocentre, University of Würzburg, Würzburg, Bavaria, 97074, Germany
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2
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Kovács D, Bodor A. The influence of random-coil chemical shifts on the assessment of structural propensities in folded proteins and IDPs. RSC Adv 2023; 13:10182-10203. [PMID: 37006359 PMCID: PMC10065145 DOI: 10.1039/d3ra00977g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2023] [Accepted: 03/15/2023] [Indexed: 04/03/2023] Open
Abstract
In studying secondary structural propensities of proteins by nuclear magnetic resonance (NMR) spectroscopy, secondary chemical shifts (SCSs) serve as the primary atomic scale observables. For SCS calculation, the selection of an appropriate random coil chemical shift (RCCS) dataset is a crucial step, especially when investigating intrinsically disordered proteins (IDPs). The scientific literature is abundant in such datasets, however, the effect of choosing one over all the others in a concrete application has not yet been studied thoroughly and systematically. Hereby, we review the available RCCS prediction methods and to compare them, we conduct statistical inference by means of the nonparametric sum of ranking differences and comparison of ranks to random numbers (SRD-CRRN) method. We try to find the RCCS predictors best representing the general consensus regarding secondary structural propensities. The existence and the magnitude of resulting differences on secondary structure determination under varying sample conditions (temperature, pH) are demonstrated and discussed for globular proteins and especially IDPs.
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Affiliation(s)
- Dániel Kovács
- ELTE, Eötvös Loránd University, Institute of Chemistry, Analytical and BioNMR Laboratory Pázmány Péter sétány 1/A Budapest 1117 Hungary
- Eötvös Loránd University, Hevesy György PhD School of Chemistry Pázmány Péter sétány 1/A Budapest 1117 Hungary
| | - Andrea Bodor
- ELTE, Eötvös Loránd University, Institute of Chemistry, Analytical and BioNMR Laboratory Pázmány Péter sétány 1/A Budapest 1117 Hungary
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3
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Becht DC, Leavens MJ, Zeng B, Rothfuss MT, Briknarová K, Bowler BE. Residual Structure in the Denatured State of the Fast-Folding UBA(1) Domain from the Human DNA Excision Repair Protein HHR23A. Biochemistry 2022; 61:767-784. [PMID: 35430812 PMCID: PMC9150713 DOI: 10.1021/acs.biochem.2c00011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The structure of the first ubiquitin-associated domain from HHR23A, UBA(1), was determined by X-ray crystallography at a 1.60 Å resolution, and its stability, folding kinetics, and residual structure under denaturing conditions have been investigated. The concentration dependence of thermal denaturation and size-exclusion chromatography indicate that UBA(1) is monomeric. Guanidine hydrochloride (GdnHCl) denaturation experiments reveal that the unfolding free energy, ΔGu°'(H2O), of UBA(1) is 2.4 kcal mol-1. Stopped-flow folding kinetics indicates sub-millisecond folding with only proline isomerization phases detectable at 25 °C. The full folding kinetics are observable at 4 °C, yielding a folding rate constant, kf, in the absence of a denaturant of 13,000 s-1 and a Tanford β-value of 0.80, consistent with a compact transition state. Evaluation of the secondary structure via circular dichroism shows that the residual helical structure in the denatured state is replaced by polyproline II structure as the GdnHCl concentration increases. Analysis of NMR secondary chemical shifts for backbone 15NH, 13CO, and 13Cα atoms between 4 and 7 M GdnHCl shows three islands of residual helical secondary structure that align in sequence with the three native-state helices. Extrapolation of the NMR data to 0 M GdnHCl demonstrates that helical structure would populate to 17-33% in the denatured state under folding conditions. Comparison with NMR data for a peptide corresponding to helix 1 indicates that this helix is stabilized by transient tertiary interactions in the denatured state of UBA(1). The high helical content in the denatured state, which is enhanced by transient tertiary interactions, suggests a diffusion-collision folding mechanism.
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Affiliation(s)
- Dustin C. Becht
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
| | - Moses J. Leavens
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
| | - Baisen Zeng
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
| | - Michael T. Rothfuss
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
| | - Klára Briknarová
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
| | - Bruce E. Bowler
- Department of Chemistry & Biochemistry, University of Montana, Missoula, Montana 59812, United States
- Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana 59812, United States
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4
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Hu Y, Li YV. The change of intracellular zinc distribution after strong acid challenge. INTERNATIONAL JOURNAL OF PHYSIOLOGY, PATHOPHYSIOLOGY AND PHARMACOLOGY 2021; 13:94-101. [PMID: 34336133 PMCID: PMC8310881] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 09/03/2020] [Accepted: 10/18/2020] [Indexed: 06/13/2023]
Abstract
Zinc (Zn2+) is stored in the nucleus, endoplasmic reticulum (ER), Golgi apparatus, mitochondria, lysosomes, and zinc-binding proteins. The acidity of the microenvironment affects the binding between zinc and proteins in which zinc become free or loosely bound. In this study, when cells were treated with an acidic medium, we started seeing free zinc 'hot spots' or zincosomes where we found bright zinc fluorescence. The rising free zinc quickly across whole cells with both intensity and distribution were pH-dependent. Interestingly, the nucleus was more sensitive to acidic treatment as the increase of nuclear zinc was faster and higher than the increase of cytosolic zinc. In addition, we re-cultured strong acid-challenged cells in a normal medium. Comparing to the control, these cells exhibited multiple zinc 'hot spots' beside the nucleus, suggesting that free zinc became more extensively distributed. To investigate further the function of zinc in cell shaping and morphological changes, we categorized strong acid-challenged cells into different shapes and found that the proportion of each cell shape had changed after the acid challenge. These acid-induced changes of the cell shape percentage were partially reversed by the reduction of zinc, suggesting that zinc participated in directing the cell shapes and morphologies during cell growth. Our findings reveal that acidic pH affects the dynamics of cellular zinc by making zinc more accessible to cellular compartments and zinc-binding proteins, which provided new insights into understanding the cellular behavior and the function of zinc in it.
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Affiliation(s)
- Yuli Hu
- Molecular & Cellular Biology Graduate Program, Departments of Biological Sciences and Biomedical Sciences, Ohio University Athens, OH 45701, USA
| | - Yang V Li
- Molecular & Cellular Biology Graduate Program, Departments of Biological Sciences and Biomedical Sciences, Ohio University Athens, OH 45701, USA
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5
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Hu Y, Li YV. Expression of SSEA-4 and Oct-4 from somatic cells in primary mouse gastric cell culture induced by brief strong acid. Mol Cell Biochem 2021; 476:2813-2821. [PMID: 33733429 DOI: 10.1007/s11010-021-04124-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2020] [Accepted: 02/26/2021] [Indexed: 11/29/2022]
Abstract
Environmental changes can stress and alter biology at the molecular and cellular level. For example, metal-protein interaction is a classic physic and biological property of nature, which is fundamentally influenced by acidity. Here, we report a unique cellular reprogramming phenomenon in that a brief strong acid treatment induced the expression of pluripotent stem cell (PSC) markers. We used strong acid to briefly challenge mix-cultured gastric cells, and then subcultured survived cells in a normal cell culture medium. We found that survival acid-treated cells expressed PSC markers detected by commonly used pluripotent antibodies such as SSEA-4 and Oct4. In addition, we observed that the survived cells from the acid challenge grew faster during the second and third weeks of subculture and had a relative short doubling time (DT) than the controls. PSC marker-labeled 'older' cells also presented immature cell-like morphology with some having marker Oct4 in the nucleus. Finally, the expression of the markers appeared to be sensitive to metal ion chelation. Removal of the metals during a brief acid treatment reduced pluripotent marker-positive cells, suggesting the dissociation of metals from metal-binding proteins may be a factor involved in the induction of stem cell markers. Our findings reveal that somatic cells appear to possess a plasticity feature to express pluripotent marker proteins or to select cell subpopulations that express pluripotent marker proteins when cells are transiently exposed to strong acid. It opens new directions for understanding conserved regulatory mechanisms involved in cellular survival under stressful stimulation.
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Affiliation(s)
- Yuli Hu
- Molecular & Cellular Biology Graduate Program, Departments of Biological Sciences and Biomedical Sciences, Ohio University, Athens, OH, 45701, USA
| | - Yang V Li
- Molecular & Cellular Biology Graduate Program, Departments of Biological Sciences and Biomedical Sciences, Ohio University, Athens, OH, 45701, USA. .,Department of Biomedical Sciences, Heritage College of Osteopathic Medicine, Ohio University, 346 Irvine Hall, Athens, OH, 45701, USA.
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6
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Danielson TA, Bowler BE. Helical Propensity Affects the Conformational Properties of the Denatured State of Cytochrome c'. Biophys J 2018; 114:311-322. [PMID: 29401429 DOI: 10.1016/j.bpj.2017.11.3744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2017] [Revised: 10/18/2017] [Accepted: 11/21/2017] [Indexed: 10/18/2022] Open
Abstract
Changing the helical propensity of a polypeptide sequence might be expected to affect the conformational properties of the denatured state of a protein. To test this hypothesis, alanines at positions 83 and 87 near the center of helix 3 of cytochrome c' from Rhodopseudomonas palustris were mutated to serine to decrease the stability of this helix. A set of 13 single histidine variants in the A83S/A87S background were prepared to permit assessment of the conformational properties of the denatured state using histidine-loop formation in 3 M guanidine hydrochloride. The data are compared with previous histidine-heme loop formation data for wild-type cytochrome c'. As expected, destabilization of helix 3 decreases the global stabilities of the histidine variants in the A83S/A87S background relative to the wild-type background. Loop stability versus loop size data yields a scaling exponent of 2.1 ± 0.2, similar to the value of 2.3 ± 0.2 obtained for wild-type cytochrome c'. However, the stabilities of all histidine-heme loops, which contain the helix 3 sequence segment, are increased in the A83S/A87S background compared to the wild-type background. Rate constants for histidine-heme loop breakage are similar for the wild-type and A83S/A87S variants. However, for histidine-heme loops that contain the helix 3 sequence segment, the rate constants for loop formation increase in the A83S/A87S background compared to the wild-type background. Thus, residual helical structure appears to stiffen the polypeptide chain slowing loop formation in the denatured state. The implications of these results for protein folding mechanisms are discussed.
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Affiliation(s)
- Travis A Danielson
- Department of Chemistry and Biochemistry and Center for Biomolecular Structure and Dynamics, University of Montana, Missoula, Montana
| | - Bruce E Bowler
- Department of Chemistry and Biochemistry and Center for Biomolecular Structure and Dynamics, University of Montana, Missoula, Montana.
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7
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Danielson TA, Stine JM, Dar TA, Briknarova K, Bowler BE. Effect of an Imposed Contact on Secondary Structure in the Denatured State of Yeast Iso-1-cytochrome c. Biochemistry 2017; 56:6662-6676. [PMID: 29148740 DOI: 10.1021/acs.biochem.7b01002] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
There is considerable evidence that long-range interactions stabilize residual protein structure under denaturing conditions. However, evaluation of the effect of a specific contact on structure in the denatured state has been difficult. Iso-1-cytochrome c variants with a Lys54 → His mutation form a particularly stable His-heme loop in the denatured state, suggestive of loop-induced residual structure. We have used multidimensional nuclear magnetic resonance methods to assign 1H and 15N backbone amide and 13C backbone and side chain chemical shifts in the denatured state of iso-1-cytochrome c carrying the Lys54 → His mutation in 3 and 6 M guanidine hydrochloride and at both pH 6.4, where the His54-heme loop is formed, and pH 3.6, where the His54-heme loop is broken. Using the secondary structure propensity score, with the 6 M guanidine hydrochloride chemical shift data as a random coil reference state for data collected in 3 M guanidine hydrochloride, we found residual helical structure in the denatured state for the 60s helix and the C-terminal helix, but not in the N-terminal helix in the presence or absence of the His54-heme loop. Non-native helical structure is observed in two regions that form Ω-loops in the native state. There is more residual helical structure in the C-terminal helix at pH 6.4 when the loop is formed. Loop formation also appears to stabilize helical structure near His54, consistent with induction of helical structure observed when His-heme bonds form in heme-peptide model systems. The results are discussed in the context of the folding mechanism of cytochrome c.
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Affiliation(s)
- Travis A Danielson
- Department of Chemistry and Biochemistry, University of Montana , Missoula, Montana 59812, United States
| | - Jessica M Stine
- Department of Chemistry and Biochemistry, University of Montana , Missoula, Montana 59812, United States
| | - Tanveer A Dar
- Department of Chemistry and Biochemistry, University of Montana , Missoula, Montana 59812, United States
| | - Klara Briknarova
- Department of Chemistry and Biochemistry, University of Montana , Missoula, Montana 59812, United States.,Center for Biomolecular Structure and Dynamics, University of Montana , Missoula, Montana 59812, United States
| | - Bruce E Bowler
- Department of Chemistry and Biochemistry, University of Montana , Missoula, Montana 59812, United States.,Center for Biomolecular Structure and Dynamics, University of Montana , Missoula, Montana 59812, United States
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8
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Zhang Y, Kitazawa S, Peran I, Stenzoski N, McCallum SA, Raleigh DP, Royer CA. High Pressure ZZ-Exchange NMR Reveals Key Features of Protein Folding Transition States. J Am Chem Soc 2016; 138:15260-15266. [PMID: 27781428 DOI: 10.1021/jacs.6b09887] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Understanding protein folding mechanisms and their sequence dependence requires the determination of residue-specific apparent kinetic rate constants for the folding and unfolding reactions. Conventional two-dimensional NMR, such as HSQC experiments, can provide residue-specific information for proteins. However, folding is generally too fast for such experiments. ZZ-exchange NMR spectroscopy allows determination of folding and unfolding rates on much faster time scales, yet even this regime is not fast enough for many protein folding reactions. The application of high hydrostatic pressure slows folding by orders of magnitude due to positive activation volumes for the folding reaction. We combined high pressure perturbation with ZZ-exchange spectroscopy on two autonomously folding protein domains derived from the ribosomal protein, L9. We obtained residue-specific apparent rates at 2500 bar for the N-terminal domain of L9 (NTL9), and rates at atmospheric pressure for a mutant of the C-terminal domain (CTL9) from pressure dependent ZZ-exchange measurements. Our results revealed that NTL9 folding is almost perfectly two-state, while small deviations from two-state behavior were observed for CTL9. Both domains exhibited large positive activation volumes for folding. The volumetric properties of these domains reveal that their transition states contain most of the internal solvent excluded voids that are found in the hydrophobic cores of the respective native states. These results demonstrate that by coupling it with high pressure, ZZ-exchange can be extended to investigate a large number of protein conformational transitions.
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Affiliation(s)
- Yi Zhang
- Department of Chemistry & Chemical Biology, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
| | - Soichiro Kitazawa
- Department of Biological Sciences, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
| | - Ivan Peran
- Department of Chemistry, Stony Brook University , Stony Brook, New York 11794, United States
| | - Natalie Stenzoski
- Graduate Program in Biochemistry and Structural Biology, Stony Brook University , Stony Brook, New York 11794, United States
| | - Scott A McCallum
- NMR Core Facility, Center for Biotechnology and Interdisciplinary Studies, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
| | - Daniel P Raleigh
- Department of Chemistry, Stony Brook University , Stony Brook, New York 11794, United States
| | - Catherine A Royer
- Department of Chemistry & Chemical Biology, Rensselaer Polytechnic Institute , Troy, New York 12180, United States.,Department of Biological Sciences, Rensselaer Polytechnic Institute , Troy, New York 12180, United States
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9
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Suarez IP, Burdisso P, Benoit MPMH, Boisbouvier J, Rasia RM. Induced folding in RNA recognition by Arabidopsis thaliana DCL1. Nucleic Acids Res 2015; 43:6607-19. [PMID: 26101256 PMCID: PMC4513881 DOI: 10.1093/nar/gkv627] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2014] [Accepted: 06/07/2015] [Indexed: 11/25/2022] Open
Abstract
DCL1 is the ribonuclease that carries out miRNA biogenesis in plants. The enzyme has two tandem double stranded RNA binding domains (dsRBDs) in its C-terminus. Here we show that the first of these domains binds precursor RNA fragments when isolated and cooperates with the second domain in the recognition of substrate RNA. Remarkably, despite showing RNA binding activity, this domain is intrinsically disordered. We found that it acquires a folded conformation when bound to its substrate, being the first report of a complete dsRBD folding upon binding. The free unfolded form shows tendency to adopt folded conformations, and goes through an unfolded bound state prior to the folding event. The significance of these results is discussed by comparison with the behavior of other dsRBDs.
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Affiliation(s)
- Irina P Suarez
- Instituto de Biología Molecular y Celular de Rosario. 27 de Febrero 210 bis, predio CCT, 2000 Rosario, Argentina Área Biofísica, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario. Suipacha 531, 2000 Rosario, Argentina
| | - Paula Burdisso
- Instituto de Biología Molecular y Celular de Rosario. 27 de Febrero 210 bis, predio CCT, 2000 Rosario, Argentina Área Biofísica, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario. Suipacha 531, 2000 Rosario, Argentina
| | - Matthieu P M H Benoit
- CEA, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France CNRS, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France Université Joseph Fourier - Grenoble 1, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France
| | - Jèrôme Boisbouvier
- CEA, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France CNRS, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France Université Joseph Fourier - Grenoble 1, Institut de Biologie Structurale Jean-Pierre Ebel, Grenoble, France
| | - Rodolfo M Rasia
- Instituto de Biología Molecular y Celular de Rosario. 27 de Febrero 210 bis, predio CCT, 2000 Rosario, Argentina Área Biofísica, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario. Suipacha 531, 2000 Rosario, Argentina
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10
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Luan B, Lyle N, Pappu RV, Raleigh DP. Denatured state ensembles with the same radii of gyration can form significantly different long-range contacts. Biochemistry 2013; 53:39-47. [PMID: 24280003 DOI: 10.1021/bi4008337] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Defining the structural, dynamic, and energetic properties of the unfolded state of proteins is critical for an in-depth understanding of protein folding, protein thermodynamics, and protein aggregation. Here we analyze long-range contacts and compactness in two apparently fully unfolded ensembles of the same protein: the acid unfolded state of the C-terminal domain of ribosomal protein L9 in the absence of high concentrations of urea as well as the urea unfolded state at low pH. Small angle X-ray scattering reveals that the two states are expanded with values of Rg differing by <7%. Paramagnetic relaxation enhancement (PRE) nuclear magnetic resonance studies, however, reveal that the acid unfolded state samples conformations that facilitate contacts between residues that are distant in sequence while the urea unfolded state ensemble does not. The experimental PRE profiles for the acid unfolded state differ significantly from these predicted using an excluded volume limit ensemble, but these long-range contacts are largely eliminated by the addition of 8 M urea. The work shows that expanded unfolded states can sample very different distributions of long-range contacts yet still have similar radii of gyration. The implications for protein folding and for the characterization of unfolded states are discussed.
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Affiliation(s)
- Bowu Luan
- Department of Chemistry, Stony Brook University , Stony Brook, New York 11794-3400, United States
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11
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Meng W, Luan B, Lyle N, Pappu RV, Raleigh DP. The Denatured State Ensemble Contains Significant Local and Long-Range Structure under Native Conditions: Analysis of the N-Terminal Domain of Ribosomal Protein L9. Biochemistry 2013; 52:2662-71. [DOI: 10.1021/bi301667u] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Wenli Meng
- Department
of Chemistry, Stony Brook University, Stony
Brook, New York 11794-3400,
United States
| | - Bowu Luan
- Department
of Chemistry, Stony Brook University, Stony
Brook, New York 11794-3400,
United States
| | - Nicholas Lyle
- Department
of Biomedical Engineering, Washington University in St. Louis, One Brookings Drive,
Campus Box 1097, St. Louis, Missouri 63130-4899, United States
| | - Rohit V. Pappu
- Department
of Biomedical Engineering, Washington University in St. Louis, One Brookings Drive,
Campus Box 1097, St. Louis, Missouri 63130-4899, United States
| | - Daniel P. Raleigh
- Department
of Chemistry, Stony Brook University, Stony
Brook, New York 11794-3400,
United States
- Graduate Program in Biochemistry
and Structural Biology and Graduate Program in Biophysics, Stony Brook University, Stony Brook, New York 11794,
United States
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12
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Hou WR, Hou YL, Wu GF, Song Y, Su XL, Sun B, Li J. cDNA, genomic sequence cloning and overexpression of ribosomal protein gene L9 (rpL9) of the giant panda (Ailuropoda melanoleuca). GENETICS AND MOLECULAR RESEARCH 2012; 10:1576-88. [PMID: 21863553 DOI: 10.4238/vol10-3gmr1159] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
The ribosomal protein L9 (RPL9), a component of the large subunit of the ribosome, has an unusual structure, comprising two compact globular domains connected by an α-helix; it interacts with 23 S rRNA. To obtain information about rpL9 of Ailuropoda melanoleuca (the giant panda) we designed primers based on the known mammalian nucleotide sequence. RT-PCR and PCR strategies were employed to isolate cDNA and the rpL9 gene from A. melanoleuca; these were sequenced and analyzed. We overexpressed cDNA of the rpL9 gene in Escherichia coli BL21. The cloned cDNA fragment was 627 bp in length, containing an open reading frame of 579 bp. The deduced protein is composed of 192 amino acids, with an estimated molecular mass of 21.86 kDa and an isoelectric point of 10.36. The length of the genomic sequence is 3807 bp, including six exons and five introns. Based on alignment analysis, rpL9 has high similarity among species; we found 85% agreement of DNA and amino acid sequences with the other species that have been analyzed. Based on topology predictions, there are two N-glycosylation sites, five protein kinase C phosphorylation sites, one casein kinase II phosphorylation site, two tyrosine kinase phosphorylation sites, three N-myristoylation sites, one amidation site, and one ribosomal protein L6 signature 2 in the L9 protein of A. melanoleuca. The rpL9 gene can be readily expressed in E. coli; it fuses with the N-terminal GST-tagged protein, giving rise to the accumulation of an expected 26.51-kDa polypeptide, which is in good agreement with the predicted molecular weight. This expression product could be used for purification and further study of its function.
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Affiliation(s)
- W R Hou
- Key Laboratory of Southwest China Wildlife Resources Conservation, Ministry of Education, College of Life Science, China West Normal University, Nanchong.
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Bowler BE. Residual structure in unfolded proteins. Curr Opin Struct Biol 2011; 22:4-13. [PMID: 21978577 DOI: 10.1016/j.sbi.2011.09.002] [Citation(s) in RCA: 66] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2011] [Accepted: 09/07/2011] [Indexed: 11/27/2022]
Abstract
The denatured state ensemble (DSE) of unfolded proteins, once considered to be well-modeled by an energetically featureless random coil, is now well-known to contain flickering elements of residual structure. The position and nature of DSE residual structure may provide clues toward deciphering the protein folding code. This review focuses on recent advances in our understanding of the nature of DSE collapse under folding conditions, the quantification of the stability of residual structure in the DSE, the determination of the location and types of residues involved in thermodynamically significant residual structure and advances in detection of long-range interactions in the DSE.
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Affiliation(s)
- Bruce E Bowler
- Department of Chemistry and Biochemistry and Center for Biomolecular Structure and Dynamics, The University of Montana, Missoula, MT 59812, USA.
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14
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Dar TA, Schaeffer RD, Daggett V, Bowler BE. Manifestations of native topology in the denatured state ensemble of Rhodopseudomonas palustris cytochrome c'. Biochemistry 2011; 50:1029-41. [PMID: 21190388 PMCID: PMC3329124 DOI: 10.1021/bi101551h] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
To provide insight into the role of local sequence in the nonrandom coil behavior of the denatured state, we have extended our measurements of histidine-heme loop formation equilibria for cytochrome c' to 6 M guanidine hydrochloride. We observe that there is some reduction in the scatter about the best fit line of loop stability versus loop size data in 6 M versus 3 M guanidine hydrochloride, but the scatter is not eliminated. The scaling exponent, ν(3), of 2.5 ± 0.2 is also similar to that found previously in 3 M guanidine hydrochloride (2.6 ± 0.3). Rates of histidine-heme loop breakage in the denatured state of cytochrome c' show that some histidine-heme loops are significantly more persistent than others at both 3 and 6 M guanidine hydrochloride. Rates of histidine-heme loop formation more closely approximate random coil behavior. This observation indicates that heterogeneity in the denatured state ensemble results mainly from contact persistence. When mapped onto the structure of cytochrome c', the histidine-heme loops with slow breakage rates coincide with chain reversals between helices 1 and 2 and between helices 2 and 3. Molecular dynamics simulations of the unfolding of cytochrome c' at 498 K show that these reverse turns persist in the unfolded state. Thus, these portions of the primary structure of cytochrome c' set up the topology of cytochrome c' in the denatured state, predisposing the protein to fold efficiently to its native structure.
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Affiliation(s)
- Tanveer A. Dar
- Department of Chemistry & Biochemistry, Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana, 59812, USA
| | - R. Dustin Schaeffer
- Biomolecular Structure & Design Program, University of Washington, Seattle, WA 98195 USA
| | - Valerie Daggett
- Biomolecular Structure & Design Program, University of Washington, Seattle, WA 98195 USA
- Department of Bioengineering, University of Washington, Seattle, WA 98195-5013 USA
| | - Bruce E. Bowler
- Department of Chemistry & Biochemistry, Center for Biomolecular Structure & Dynamics, University of Montana, Missoula, Montana, 59812, USA
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15
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Finnegan ML, Bowler BE. Propensities of aromatic amino acids versus leucine and proline to induce residual structure in the denatured-state ensemble of iso-1-cytochrome c. J Mol Biol 2010; 403:495-504. [PMID: 20850458 DOI: 10.1016/j.jmb.2010.09.004] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2010] [Revised: 08/31/2010] [Accepted: 09/02/2010] [Indexed: 11/30/2022]
Abstract
Histidine-heme loop formation in the denatured state of a protein is a sensitive means for probing residual structure under unfolding conditions. In this study, we use a host-guest approach to investigate the relative tendencies of different amino acids to promote residual structure under denaturing conditions. The host for this work is a 6-amino-acid insert of five alanines, followed by a lysine engineered immediately following a unique histidine near the N-terminus of yeast iso-1-cytochrome c. We substitute the fourth alanine in this sequence HAAAXAK (with X=Trp, Phe, Tyr, and Leu). The effects of proline are tested with substitutions at positions 1 and 5 in the insert (HPAAAAK and HAAAAPK, respectively). Thermodynamic studies on His-heme loop formation in 3 M guanidine hydrochloride reveal significant stabilization of residual structure by aromatic amino acids, particularly Trp and Phe, and minimal stabilization of residual structure by Leu. Prolines slightly disfavor His-heme loop formation, presumably due to enhanced chain stiffness. Kinetic studies reveal that much of the change in His-heme loop stability for the aromatic amino acids is caused by a slowdown in the rate of His-heme loop breakage, indicating that residual structure is preferentially stabilized in the closed-loop form of the denatured state.
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Affiliation(s)
- Michaela L Finnegan
- Department of Chemistry and Biochemistry, Biochemistry Program and Center for Biomolecular Structure and Dynamics, University of Montana, Missoula, MT 59812, USA
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16
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Shan B, McClendon S, Rospigliosi C, Eliezer D, Raleigh DP. The cold denatured state of the C-terminal domain of protein L9 is compact and contains both native and non-native structure. J Am Chem Soc 2010; 132:4669-77. [PMID: 20225821 DOI: 10.1021/ja908104s] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Cold denaturation is a general property of globular proteins, and the process provides insight into the origins of the cooperativity of protein folding and the nature of partially folded states. Unfortunately, studies of protein cold denaturation have been hindered by the fact that the cold denatured state is normally difficult to access experimentally. Special conditions such as addition of high concentrations of denaturant, encapsulation into reverse micelles, the formation of emulsified solutions, high pressure, or extremes of pH have been applied, but these can perturb the unfolded state of proteins. The cold denatured state of the C-terminal domain of the ribosomal protein L9 can be populated under native-like conditions by taking advantage of a destabilizing point mutation which leads to cold denaturation at temperatures above 0 degrees C. This state is in slow exchange with the native state on the NMR time scale. Virtually complete backbone (15)N, (13)C, and (1)H as well as side-chain (13)C(beta) and (1)H(beta) chemical shift assignments were obtained for the cold denatured state at pH 5.7, 12 degrees C. Chemical shift analysis, backbone N-H residual dipolar couplings, amide proton NOEs, and R(2) relaxation rates all indicate that the cold denatured state of CTL9 (the C-terminal domain of the ribosomal protein L9) not only contains significant native-like secondary structure but also non-native structure. The regions corresponding to the two native alpha-helices show a strong tendency to populate helical Phi and Psi angles. The segment which connects alpha-helix 2 and beta-strand 2 (residues 107-124) in the native state exhibits a significant preference to form non-native helical structure in the cold denatured state. The structure observed in the cold denatured state of the I98A mutant is similar to that observed in the pH 3.8 unfolded state of wild type CTL9 at 25 degrees C, suggesting that it is a robust feature of the denatured state ensemble of this protein. The implications for protein folding and for studies of cold denatured states are discussed.
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Affiliation(s)
- Bing Shan
- Department of Chemistry, State University of New York at Stony Brook, Stony Brook, New York 11794-3400, USA
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17
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Vicatos S, Roca M, Warshel A. Effective approach for calculations of absolute stability of proteins using focused dielectric constants. Proteins 2010; 77:670-84. [PMID: 19856460 DOI: 10.1002/prot.22481] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
The ability to predict the absolute stability of proteins based on their corresponding sequence and structure is a problem of great fundamental and practical importance. In this work, we report an extensive, refinement and validation of our recent approach (Roca et al., FEBS Lett 2007;581:2065-2071) for predicting absolute values of protein stability DeltaG(fold). This approach employs the semimacroscopic protein dipole Langevin dipole method in its linear response approximation version (PDLD/S-LRA) while using the best fitted values of the dielectric constants epsilon'(p) and epsilon'(eff) for the self energy and charge-charge interactions, respectively. The method is validated on a diverse set of 45 proteins. It is found that the best fitted values of both dielectric constants are around 40. However, the self energy of internal residues and the charge-charge interactions of Lys have to be treated with care, using a somewhat lower values of epsilon'(p) and epsilon'(eff). The predictions of DeltaG(fold) reported here, have an average error of only 1.8 kcal/mole compared to the observed values, making our method very promising for estimating protein stability. It also provides valuable insight into the complex electrostatic phenomena taking place in folded proteins.
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Affiliation(s)
- Spyridon Vicatos
- Department of Chemistry, University of Southern California, Los Angeles, California 90089, USA
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18
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López-Alonso JP, Bruix M, Font J, Ribó M, Vilanova M, Jiménez MA, Santoro J, González C, Laurents DV. NMR Spectroscopy Reveals that RNase A is Chiefly Denatured in 40% Acetic Acid: Implications for Oligomer Formation by 3D Domain Swapping. J Am Chem Soc 2010; 132:1621-30. [DOI: 10.1021/ja9081638] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Jorge Pedro López-Alonso
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Marta Bruix
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Josep Font
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Marc Ribó
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Maria Vilanova
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - María Angeles Jiménez
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Jorge Santoro
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Carlos González
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
| | - Douglas V. Laurents
- Instituto de Química Física “Rocasolano”, C.S.I.C., Serrano 119, E-28006 Madrid, Spain, and Laboratori d’Enginyeria de Proteïnes, Department de Biologia, Facultat de Ciències, Universitat de Girona, Campus de Montilivi s/n, E-17071 Girona, Spain
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19
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Rao KS, Tzul FO, Christian AK, Gordon TN, Bowler BE. Thermodynamics of loop formation in the denatured state of rhodopseudomonas palustris cytochrome c': scaling exponents and the reconciliation problem. J Mol Biol 2009; 392:1315-25. [PMID: 19647747 DOI: 10.1016/j.jmb.2009.07.074] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2009] [Revised: 07/24/2009] [Accepted: 07/26/2009] [Indexed: 10/20/2022]
Abstract
The observation that denatured proteins yield scaling exponents, nu, consistent with random-coil behavior and yet can also have pockets of residual or nonrandom structure has been termed the "reconciliation problem". To provide greater insight into the denatured state of a foldable sequence, we have measured histidine-heme loop formation equilibria in the denatured state of a class II c-type cytochrome, cytochrome c' from Rhodopseudomonas palustris. We have prepared a series of variants that provide His-heme loop stabilities, pK(loop)(His), for loop sizes ranging from 10 to 111 residues at intervals of 7 to 11 residues along the sequence of the protein. We observe a scaling exponent for loop formation, nu(3), of 2.5+/-0.3. Theoretical values for nu(3) range from 1.8 to 2.4; thus, the observed nu(3) is consistent with random-coil behavior. However, in contrast to data for loop formation as a function of loop size obtained with peptides of homogeneous sequence, we observe considerable scatter about the linear dependence of loop stability on loop size. Thus, foldable sequences behave very differently from homogeneous peptide sequences. The observed scatter suggests that there is considerable variation in the conformational properties along the backbone of a foldable sequence, consistent with alternating compact and extended regions. With regard to the reconciliation problem, it is evident that a scaling exponent consistent with a random coil is necessary but not sufficient to demonstrate random-coil behavior.
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Affiliation(s)
- K Sudhindra Rao
- Department of Chemistry and Biochemistry, Center for Biomolecular Structure and Dynamics, University of Montana, Missoula, MT 59812, USA
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20
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Shan B, Eliezer D, Raleigh DP. The unfolded state of the C-terminal domain of the ribosomal protein L9 contains both native and non-native structure. Biochemistry 2009; 48:4707-19. [PMID: 19301913 DOI: 10.1021/bi802299j] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Interest in the structural and dynamic properties of unfolded proteins has increased in recent years owing to continued interest in protein folding and misfolding. Knowledge of the unfolded state under native conditions is particularly important for obtaining a complete picture of the protein folding process. The C-terminal domain of protein L9 is a globular alpha, beta protein with an unusual mixed parallel and antiparallel beta-strand structure. The folding kinetics and equilibrium unfolding of CTL9 strongly depend on pH, and follow a simple two state model. Both the native and the unfolded state can be significantly populated at pH 3.8 in the absence of denaturant, allowing the native state and the unfolded state to be characterized under identical conditions. Backbone (15)N, (13)C, (1)H and side-chain (13)C(beta), (1)H(beta) chemical shifts, amide proton NOEs, and (15)N R(2) relaxation rates were obtained for the two conformational states at pH 3.8. All the data indicate that the pH 3.8 native state is well folded and is similar to the native state at neutral pH. There is significant residual structure in the pH 3.8 unfolded state. The regions corresponding to the two native state alpha-helices show strong preference to populate helical phi and psi angles. The segment that connects alpha-helix 2 and beta-strand 2 has a significant tendency to form non-native alpha-helical structure. Comparison with the pH 2.0 unfolded state and the urea unfolded state indicates that the tendency to adopt both native and non-native helical structure is stronger at pH 3.8, demonstrating that the unfolded state of CTL9 under native-like conditions is more structured. The implications for the folding of CTL9 are discussed.
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Affiliation(s)
- Bing Shan
- Department of Chemistry, State University of New York at Stony Brook, Stony Brook, New York 11794-3400, USA
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21
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Tzul FO, Bowler BE. Importance of contact persistence in denatured state loop formation: kinetic insights into sequence effects on nucleation early in folding. J Mol Biol 2009; 390:124-34. [PMID: 19426739 DOI: 10.1016/j.jmb.2009.04.075] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2009] [Revised: 04/23/2009] [Accepted: 04/30/2009] [Indexed: 10/20/2022]
Abstract
Protein folding is dependent on the formation and persistence of simple loops early in folding. Ease of loop formation and persistence is believed to be dependent on the steric interactions of the residues involved in loop formation. We have previously investigated this factor in the denatured state of iso-1-cytochrome c using a five-amino-acid insert in front of a unique histidine in the N-terminal region of the protein. Previously, we reported that the apparent pK(a) values of loop formation for the most flexible (all Gly) and least flexible (all Ala) insert were, within error, the same. We evaluate whether this observation is due to differences in the persistence of loop contacts or due to effects of local sequence sterics and main-chain hydration on the persistence length of the chain. We also test whether sequence order affects loop formation. Here, we report kinetic results coupled to further mutagenesis of the insert to discern between these possibilities. We find that the amino acid-glycine versus alanine-next to the loop forming histidine has a dominant effect on loop kinetics and equilibria. A glycine in this position speeds loop breakage relative to alanine, resulting in less stable loops. At high percentage of Gly in the insert, rates of loop formation and breakage exactly compensate, leading to a leveling out in loop stability. Loop formation rates also increase with glycine content, inconsistent with poly-Gly segments being more extended than previously suspected due to main-chain hydration or local sterics. Unlike loop breakage rates, loop formation rates are insensitive to local sequence. Together, these observations suggest that contact persistence plays a more important role in defining the "folding code" than rates of loop formation.
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Affiliation(s)
- Franco O Tzul
- Department of Chemistry and Biochemistry and Center for Biomolecular Structure and Dynamics, The University of Montana, Missoula, 59812, USA
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