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Xu X, Dikiy I, Evans MR, Marcelino LP, Gardner KH. Fragile protein folds: Sequence and environmental factors affecting the equilibrium of two interconverting, stably folded protein conformations. MAGNETIC RESONANCE (GOTTINGEN, GERMANY) 2021; 2:63-76. [PMID: 35603043 PMCID: PMC9119131 DOI: 10.5194/mr-2-63-2021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Recent research on fold-switching metamorphic proteins has revealed some notable exceptions to Anfinsen's hypothesis of protein folding. We have previously described how a single point mutation can enable a well-folded protein domain, one of the two PAS (Per-ARNT-Sim) domains of the human ARNT (aryl hydrocarbon receptor nuclear translocator) protein, to interconvert between two conformers related by a slip of an internal β-strand. Using this protein as a test case, we advance the concept of a "fragile fold," a protein fold that can reversibly rearrange into another fold that differs by a substantial number of hydrogen bonds, entailing reorganization of single secondary structure elements to more drastic changes seen in metamorphic proteins. Here we use a battery of biophysical tests to examine several factors affecting the equilibrium between the two conformations of the switching ARNT PAS-B Y456T protein. Of note, we find that factors which impact the HI loop preceding the shifted Iβ-strand affect both the equilibrium levels of the two conformers and the denatured state which links them in the interconversion process. Finally, we describe small molecules that selectively bind to and stabilize the wildtype conformation of ARNT PAS-B. These studies form a toolkit for studying fragile protein folds and could enable ways to modulate the biological functions of such fragile folds, both in natural and engineered proteins.
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Affiliation(s)
- Xingjian Xu
- Structural Biology Initiative, CUNY Advanced Science Research Center, New York, NY, USA
- Ph.D. Program in Biochemistry, The Graduate Center, CUNY, New York, NY, USA
| | - Igor Dikiy
- Structural Biology Initiative, CUNY Advanced Science Research Center, New York, NY, USA
- Current address: Regeneron Pharmaceuticals, Tarrytown, NY, USA
| | - Matthew R Evans
- Current address: Acclaim Physician Group, Inc. Fort Worth, TX, USA
| | - Leandro P Marcelino
- Structural Biology Initiative, CUNY Advanced Science Research Center, New York, NY, USA
- Department of Chemistry and Biochemistry, City College of New York, New York, NY, USA
| | - Kevin H Gardner
- Structural Biology Initiative, CUNY Advanced Science Research Center, New York, NY, USA
- Department of Chemistry and Biochemistry, City College of New York, New York, NY, USA
- Biochemistry, Chemistry and Biology Ph.D. Programs, The Graduate Center, CUNY, New York, NY, USA
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2
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Hilaire MR, Ding B, Mukherjee D, Chen J, Gai F. Possible Existence of α-Sheets in the Amyloid Fibrils Formed by a TTR 105-115 Mutant. J Am Chem Soc 2018; 140:629-635. [PMID: 29241000 PMCID: PMC5796419 DOI: 10.1021/jacs.7b09262] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Herein, we combine several methods to characterize the fibrils formed by a TTR105-115 mutant in which Leu111 is replaced by the unnatural amino acid aspartic acid 4-methyl ester. We find that this mutant peptide exhibits significantly different aggregation behavior than the wild-type peptide: (1) it forms fibrils with a much faster rate, (2) its fibrils lack the long-range helical twists observed in TTR105-115 fibrils, (3) its fibrils exhibit a giant far-UV circular dichroism signal, and (4) its fibrils give rise to an unusual amide I' band consisting of four distinct and sharp peaks. On the basis of these results and also several previous computational studies, we hypothesize that the fibrils formed by this TTR mutant peptide contain both β- and α-sheets.
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Affiliation(s)
- Mary Rose Hilaire
- Department of Chemistry, University of Pennsylvania, Philadelphia, PA 19104
| | - Bei Ding
- Department of Chemistry, University of Pennsylvania, Philadelphia, PA 19104
- The Ultrafast Optical Processes Laboratory, University of Pennsylvania, Philadelphia, PA 19104
| | | | - Jianxin Chen
- Department of Chemistry, University of Pennsylvania, Philadelphia, PA 19104
- The Ultrafast Optical Processes Laboratory, University of Pennsylvania, Philadelphia, PA 19104
| | - Feng Gai
- Department of Chemistry, University of Pennsylvania, Philadelphia, PA 19104
- The Ultrafast Optical Processes Laboratory, University of Pennsylvania, Philadelphia, PA 19104
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3
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Suponik T, Winiarski A, Szade J. Processes of Removing Zinc from Water using Zero-Valent Iron. WATER, AIR, AND SOIL POLLUTION 2015; 226:360. [PMID: 26456985 PMCID: PMC4594089 DOI: 10.1007/s11270-015-2617-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/20/2015] [Accepted: 09/08/2015] [Indexed: 06/05/2023]
Abstract
Zero-valent iron has received considerable attention for its potential application in the removal of heavy metals from water. This paper considers the possibility of removal of zinc ions from water by causing precipitates to form on the surface of iron. The chemical states and the atomic concentrations of solids which have formed on the surface of zero-valent iron as well as the type of the deposited polycrystalline substances have been analyzed with the use of X-ray photoelectron spectroscopy (XPS) and X-ray diffraction (XRD), respectively. The BET surface area, the pH at point of zero charge (pHPZC), the ORP of the solutions, and the pH and chemical concentrations in the solutions have also been measured. Furthermore, the paper also considers the possibility of release of zinc from the precipitates to demineralised water in changing physicochemical and chemical conditions. In a wide range of pH values, Zn x Fe3 - x O4 (where x ≤ 1) was the main compound resulting from the removal of zinc in ionic form from water. In neutral and alkaline conditions, the adsorption occurred as an additional process.
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Affiliation(s)
- Tomasz Suponik
- />Silesian University of Technology, Akademicka 2, 44-100 Gliwice, Poland
| | - Antoni Winiarski
- />University of Silesia, Uniwersytecka 4, 40-007 Katowice, Poland
| | - Jacek Szade
- />University of Silesia, Uniwersytecka 4, 40-007 Katowice, Poland
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4
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Li M, Duan M, Fan J, Han L, Huo S. Graph representation of protein free energy landscape. J Chem Phys 2014; 139:185101. [PMID: 24320303 DOI: 10.1063/1.4829768] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
The thermodynamics and kinetics of protein folding and protein conformational changes are governed by the underlying free energy landscape. However, the multidimensional nature of the free energy landscape makes it difficult to describe. We propose to use a weighted-graph approach to depict the free energy landscape with the nodes on the graph representing the conformational states and the edge weights reflecting the free energy barriers between the states. Our graph is constructed from a molecular dynamics trajectory and does not involve projecting the multi-dimensional free energy landscape onto a low-dimensional space defined by a few order parameters. The calculation of free energy barriers was based on transition-path theory using the MSMBuilder2 package. We compare our graph with the widely used transition disconnectivity graph (TRDG) which is constructed from the same trajectory and show that our approach gives more accurate description of the free energy landscape than the TRDG approach even though the latter can be organized into a simple tree representation. The weighted-graph is a general approach and can be used on any complex system.
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Affiliation(s)
- Minghai Li
- Gustaf H. Carlson School of Chemistry and Biochemistry, Clark University, 950 Main Street, Worcester, Massachusetts 01610, USA
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5
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Duan M, Li M, Han L, Huo S. Euclidean sections of protein conformation space and their implications in dimensionality reduction. Proteins 2014; 82:2585-96. [PMID: 24913095 DOI: 10.1002/prot.24622] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2014] [Revised: 05/06/2014] [Accepted: 05/30/2014] [Indexed: 01/05/2023]
Abstract
Dimensionality reduction is widely used in searching for the intrinsic reaction coordinates for protein conformational changes. We find the dimensionality-reduction methods using the pairwise root-mean-square deviation (RMSD) as the local distance metric face a challenge. We use Isomap as an example to illustrate the problem. We believe that there is an implied assumption for the dimensionality-reduction approaches that aim to preserve the geometric relations between the objects: both the original space and the reduced space have the same kind of geometry, such as Euclidean geometry vs. Euclidean geometry or spherical geometry vs. spherical geometry. When the protein free energy landscape is mapped onto a 2D plane or 3D space, the reduced space is Euclidean, thus the original space should also be Euclidean. For a protein with N atoms, its conformation space is a subset of the 3N-dimensional Euclidean space R(3N). We formally define the protein conformation space as the quotient space of R(3N) by the equivalence relation of rigid motions. Whether the quotient space is Euclidean or not depends on how it is parameterized. When the pairwise RMSD is employed as the local distance metric, implicit representations are used for the protein conformation space, leading to no direct correspondence to a Euclidean set. We have demonstrated that an explicit Euclidean-based representation of protein conformation space and the local distance metric associated to it improve the quality of dimensionality reduction in the tetra-peptide and β-hairpin systems.
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Affiliation(s)
- Mojie Duan
- Gustaf H. Carlson School of Chemistry and Biochemistry, Clark University, Worcester, Massachusetts, 01610
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6
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Hsu PJ, Cheong SA, Lai SK. Precursory signatures of protein folding/unfolding: From time series correlation analysis to atomistic mechanisms. J Chem Phys 2014; 140:204905. [DOI: 10.1063/1.4875802] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Affiliation(s)
- P J Hsu
- Complex Liquids Laboratory, Department of Physics, National Central University, Chungli 320 Taiwan
| | - S A Cheong
- Division of Physics and Applied Physics, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, Singapore 637371, Republic of Singapore
| | - S K Lai
- Complex Liquids Laboratory, Department of Physics, National Central University, Chungli 320 Taiwan
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7
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Hsu PJ, Lai SK, Rapallo A. Peptide dynamics by molecular dynamics simulation and diffusion theory method with improved basis sets. J Chem Phys 2014; 140:104910. [DOI: 10.1063/1.4867788] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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8
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Co NT, Hu CK, Li MS. Dual effect of crowders on fibrillation kinetics of polypeptide chains revealed by lattice models. J Chem Phys 2013; 138:185101. [PMID: 23676073 DOI: 10.1063/1.4804299] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
We have developed the lattice model for describing polypeptide chains in the presence of crowders. The influence of crowding confinement on the fibrillation kinetics of polypeptide chains is studied using this model. We observed the non-trivial behavior of the fibril formation time τfib that it decreases with the concentration of crowders if crowder sizes are large enough, but the growth is observed for crowders of small sizes. This allows us to explain the recent experimental observation on the dual effect of crowding particles on fibril growth of proteins that for a fixed crowder concentration the fibrillation kinetics is fastest at intermediate values of total surface of crowders. It becomes slow at either small or large coverages of cosolutes. It is shown that due to competition between the energetics and entropic effects, the dependence of τfib on the size of confined space is described by a parabolic function.
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Affiliation(s)
- Nguyen Truong Co
- Institute for Computational Science and Technology, SBI Building, Quang Trung Software City, Tan Chanh Hiep Ward, District 12, Ho Chi Minh City, Vietnam
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9
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Gillam JE, MacPhee CE. Modelling amyloid fibril formation kinetics: mechanisms of nucleation and growth. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2013; 25:373101. [PMID: 23941964 DOI: 10.1088/0953-8984/25/37/373101] [Citation(s) in RCA: 86] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/22/2023]
Abstract
Amyloid and amyloid-like fibrils are self-assembling protein nanostructures, of interest for their robust material properties and inherent biological compatibility as well as their putative role in a number of debilitating mammalian disorders. Understanding fibril formation is essential to the development of strategies to control, manipulate or prevent fibril growth. As such, this area of research has attracted significant attention over the last half century. This review describes a number of different models that have been formulated to describe the kinetics of fibril assembly. We describe the macroscopic implications of mechanisms in which secondary processes such as secondary nucleation, fragmentation or branching dominate the assembly pathway, compared to mechanisms dominated by the influence of primary nucleation. We further describe how experimental data can be analysed with respect to the predictions of kinetic models.
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Affiliation(s)
- J E Gillam
- School of Physics and Astronomy, The University of Edinburgh, Mayfield Road, Edinburgh EH9 3JZ, UK
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10
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Porrini M, Zachariae U, Barran PE, MacPhee CE. Effect of Protonation State on the Stability of Amyloid Oligomers Assembled from TTR(105-115). J Phys Chem Lett 2013; 4:1233-1238. [PMID: 26282135 DOI: 10.1021/jz400372u] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Amyloid fibrils are self-assembled aggregates of polypeptides that are implicated in the development of several human diseases. A peptide derived from amino acids 105-115 of the human plasma protein transthyretin forms homogeneous and well-defined fibrils and, as a model system, has been the focus of a number of studies investigating the formation and structure of this class of aggregates. Self-assembly of TTR(105-115) occurs at low pH, and this work explores the effect of protonation on the growth and stability of small cross-β aggregates. Using molecular dynamics simulations of structures up to the decamer in both protonated and deprotonated states, we find that, whereas hexamers are more stable for protonated peptides, higher order oligomers are more stable when the peptides are deprotonated. Our findings imply a change in the acid pK of the protonated C-terminal group during the formation of fibrils, which leads to stabilization of higher-order oligomers through electrostatic interactions.
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Affiliation(s)
- Massimiliano Porrini
- †School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, The King's Buildings, Mayfield Road, Edinburgh EH9 3JZ, United Kingdom
| | - Ulrich Zachariae
- †School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, The King's Buildings, Mayfield Road, Edinburgh EH9 3JZ, United Kingdom
| | - Perdita E Barran
- ‡EastChem School of Chemistry, University of Edinburgh, Joseph Black Building, The King's Buildings, West Mains Road, Edinburgh EH9 3JJ, United Kingdom
| | - Cait E MacPhee
- †School of Physics and Astronomy, University of Edinburgh, James Clerk Maxwell Building, The King's Buildings, Mayfield Road, Edinburgh EH9 3JZ, United Kingdom
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11
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Panteva MT, Salari R, Bhattacharjee M, Chong LT. Direct observations of shifts in the β-sheet register of a protein-peptide complex using explicit solvent simulations. Biophys J 2011; 100:L50-2. [PMID: 21539773 DOI: 10.1016/j.bpj.2011.03.035] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2010] [Revised: 03/22/2011] [Accepted: 03/29/2011] [Indexed: 12/21/2022] Open
Abstract
Using explicit solvent molecular dynamics simulations, we were able to obtain direct observations of shifts in the hydrogen-bonding register of an intermolecular β-sheet protein-peptide complex. The β-sheet is formed between the FHA domain of cancer marker protein Ki67 (Ki67FHA) and a peptide fragment of the hNIFK signaling protein. Potential encounter complexes of the Ki67FHA receptor and hNIFK peptide are misregistered states of the β-sheet. Rearrangements of one of these misregistered states to the native state were captured in three independent simulations. All three rearrangements occurred by a common mechanism: an aromatic residue of the peptide (F263) anchors into a transient hydrophobic pocket of the receptor to facilitate the formation of native hydrogen bonds. To our knowledge, these simulations provide the first atomically detailed visualizations of a mechanism by which nature might correct for errors in the alignment of intermolecular β-sheets.
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Affiliation(s)
- Maria T Panteva
- Department of Chemistry, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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12
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Matthes D, Gapsys V, Daebel V, de Groot BL. Mapping the conformational dynamics and pathways of spontaneous steric zipper Peptide oligomerization. PLoS One 2011; 6:e19129. [PMID: 21559277 PMCID: PMC3086902 DOI: 10.1371/journal.pone.0019129] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2011] [Accepted: 03/16/2011] [Indexed: 11/19/2022] Open
Abstract
The process of protein misfolding and self-assembly into various, polymorphic aggregates is associated with a number of important neurodegenerative diseases. Only recently, crystal structures of several short peptides have provided detailed structural insights into -sheet rich aggregates, known as amyloid fibrils. Knowledge about early events of the formation and interconversion of small oligomeric states, an inevitable step in the cascade of peptide self-assembly, however, remains still limited. We employ molecular dynamics simulations in explicit solvent to study the spontaneous aggregation process of steric zipper peptide segments from the tau protein and insulin in atomistic detail. Starting from separated chains with random conformations, we find a rapid formation of structurally heterogeneous, -sheet rich oligomers, emerging from multiple bimolecular association steps and diverse assembly pathways. Furthermore, our study provides evidence that aggregate intermediates as small as dimers can be kinetically trapped and thus affect the structural evolution of larger oligomers. Alternative aggregate structures are found for both peptide sequences in the different independent simulations, some of which feature characteristics of the known steric zipper conformation (e.g., -sheet bilayers with a dry interface). The final aggregates interconvert with topologically distinct oligomeric states exclusively via internal rearrangements. The peptide oligomerization was analyzed through the perspective of a minimal oligomer, i.e., the dimer. Thereby all observed multimeric aggregates can be consistently mapped onto a space of reduced dimensionality. This novel method of conformational mapping reveals heterogeneous association and reorganization dynamics that are governed by the characteristics of peptide sequence and oligomer size.
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Affiliation(s)
- Dirk Matthes
- Computational Biomolecular Dynamics Group, Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
| | - Vytautas Gapsys
- Computational Biomolecular Dynamics Group, Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
| | - Venita Daebel
- Solid-State NMR, Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
| | - Bert L. de Groot
- Computational Biomolecular Dynamics Group, Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
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13
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Liang Y, Jasbi SZ, Morin S, Wilson DJ. Rational Manipulation of Amyloidogenesis Using an Atomic Level Map of Peptide−Fibril Interactions. Biochemistry 2010; 49:5829-31. [DOI: 10.1021/bi1007436] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Yanfang Liang
- Department of Chemistry, York University, Toronto, Ontario M3J 1P6, Canada
| | | | - Sylvie Morin
- Department of Chemistry, York University, Toronto, Ontario M3J 1P6, Canada
| | - Derek J. Wilson
- Department of Chemistry, York University, Toronto, Ontario M3J 1P6, Canada
- Center for Research in Biomolecular Interactions, Toronto, Ontario M3J 1P6, Canada
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14
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Tsai HHG, Lee JB, Tseng SS, Pan XA, Shih YC. Folding and membrane insertion of amyloid-beta (25-35) peptide and its mutants: Implications for aggregation and neurotoxicity. Proteins 2010; 78:1909-25. [DOI: 10.1002/prot.22705] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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15
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Principles governing oligomer formation in amyloidogenic peptides. Curr Opin Struct Biol 2010; 20:187-95. [PMID: 20106655 DOI: 10.1016/j.sbi.2009.12.017] [Citation(s) in RCA: 88] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2009] [Revised: 12/23/2009] [Accepted: 12/28/2009] [Indexed: 12/31/2022]
Abstract
Identifying the principles that describe the formation of protein oligomers and fibrils with distinct morphologies is a daunting problem. Here we summarize general principles of oligomer formation gleaned from molecular dynamics simulations of Abeta-peptides. The spectra of high free energy structures sampled by the monomer provide insights into the plausible fibril structures, providing a rationale for the 'strain phenomenon.' Heterogeneous growth dynamics of small oligomers of Abeta(16-22), whose lowest free energy structures are like nematic droplets, can be broadly described using a two-stage dock-lock mechanism. In the growth process, water is found to play various roles depending on the oligomer size, and peptide length, and sequence. Water may be an explicit element of fibril structure linked to various fibril morphologies.
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16
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Li DW, Mohanty S, Irbäck A, Huo S. Formation and growth of oligomers: a Monte Carlo study of an amyloid tau fragment. PLoS Comput Biol 2008; 4:e1000238. [PMID: 19057640 PMCID: PMC2583953 DOI: 10.1371/journal.pcbi.1000238] [Citation(s) in RCA: 87] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2008] [Accepted: 10/23/2008] [Indexed: 12/14/2022] Open
Abstract
Small oligomers formed early in the process of amyloid fibril formation may be the major toxic species in Alzheimer's disease. We investigate the early stages of amyloid aggregation for the tau fragment AcPHF6 (Ac-VQIVYK-NH2) using an implicit solvent all-atom model and extensive Monte Carlo simulations of 12, 24, and 36 chains. A variety of small metastable aggregates form and dissolve until an aggregate of a critical size and conformation arises. However, the stable oligomers, which are β-sheet-rich and feature many hydrophobic contacts, are not always growth-ready. The simulations indicate instead that these supercritical oligomers spend a lengthy period in equilibrium in which considerable reorganization takes place accompanied by exchange of chains with the solution. Growth competence of the stable oligomers correlates with the alignment of the strands in the β-sheets. The larger aggregates seen in our simulations are all composed of two twisted β-sheets, packed against each other with hydrophobic side chains at the sheet–sheet interface. These β-sandwiches show similarities with the proposed steric zipper structure for PHF6 fibrils but have a mixed parallel/antiparallel β-strand organization as opposed to the parallel organization found in experiments on fibrils. Interestingly, we find that the fraction of parallel β-sheet structure increases with aggregate size. We speculate that the reorganization of the β-sheets into parallel ones is an important rate-limiting step in the formation of PHF6 fibrils. It is believed that the self association of certain protein molecules into aggregated structures, known as amyloid fibrils, plays an important role in a variety of human diseases, such as Alzheimer's disease and Parkinson's disease. Although the ability to form such amyloid fibrils is a common property for proteins, the process leading to these fibrils is incompletely understood. The early stages of the process involve small transient heterogeneous structures made of a few protein chains and are especially difficult to characterize. Here we use atomic-level simulations to explore the early part of the aggregation process for a fibril-forming fragment of the protein tau associated with Alzheimer's disease. We find that a multitude of small aggregates, rich in sheetlike structures, form through a nucleation process. Interestingly, a statistically preferred type of aggregate, consisting of two tightly packed sheets, emerges with increasing aggregate size. Growth of these larger aggregates seems to be a slow process that correlates with the emergence of more uniformly ordered sheets. We speculate that reorganization of the protein chains leading to that ordered arrangement is an important bottleneck to amyloid fibril formation for this peptide.
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Affiliation(s)
- Da-Wei Li
- Gustaf H. Carlson School of Chemistry and Biochemistry, Clark University, Worcester, Massachusetts, United States of America
| | - Sandipan Mohanty
- John von Neumann Institut für Computing, Forschungszentrum Jülich, Jülich, Germany
| | - Anders Irbäck
- Computational Biology and Biological Physics Division, Department of Theoretical Physics, Lund University, Lund, Sweden
- * E-mail: (AI); (SH)
| | - Shuanghong Huo
- Gustaf H. Carlson School of Chemistry and Biochemistry, Clark University, Worcester, Massachusetts, United States of America
- * E-mail: (AI); (SH)
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17
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Wang J, Zhao L, Dou X, Zhang Z. Study of Multiple Unfolding Trajectories and Unfolded States of the Protein GB1 Under the Physical Property Space. J Biomol Struct Dyn 2008; 25:609-19. [DOI: 10.1080/07391102.2008.10507207] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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18
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Predicting the folding pathway of engrailed homeodomain with a probabilistic roadmap enhanced reaction-path algorithm. Biophys J 2008; 94:1622-9. [PMID: 18024496 DOI: 10.1529/biophysj.107.119214] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
To predict a protein-folding pathway, we present an alternative to the time-consuming dynamic simulation of atomistic models. We replace the actual dynamic simulation with variational optimization of a reaction path connecting known initial and final protein conformations in such a way as to maximize an estimate of the reactive flux or minimize the mean first passage time at a given temperature, referred to as MaxFlux. We solve the MaxFlux global optimization problem with an efficient graph-theoretic approach, the probabilistic roadmap method (PRM). We employed CHARMM19 and the EEF1 implicit solvation model to describe the protein solution. The effectiveness of our MaxFlux-PRM is demonstrated in our promising simulation results on the folding pathway of the engrailed homeodomain. Our MaxFlux-PRM approach provides the direct evidence to support that the previously reported intermediate state is a genuine on-pathway intermediate, and the demand of CPU power is moderate.
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19
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Li DW, Khanlarzadeh M, Wang J, Huo S, Brüschweiler R. Evaluation of configurational entropy methods from peptide folding-unfolding simulation. J Phys Chem B 2007; 111:13807-13. [PMID: 18020439 DOI: 10.1021/jp075220e] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A 4-micros molecular dynamics simulation of the second beta-hairpin of the B1 domain of streptococcal protein G is used to characterize the free energy surface and to evaluate different configurational entropy estimators. From the equilibrium folding-unfolding trajectory, 200 000 conformers are clustered according to their root-mean-square deviation (RMSD). The height of the free energy barrier between pairs of clusters is found to be significantly correlated with their pairwise RMSD. Relative free energies and relative configurational entropies of the clusters are determined by explicit evaluation of the partition functions of the different clusters. These entropies are used to evaluate different entropy estimators for the largest 20 clusters as well as a subensemble comprising exclusively extended conformers. It is found that the quasi-harmonic entropy estimator operating in dihedral angle space performs better than the one using Cartesian coordinates. A recent generalization of the quasi-harmonic approach that computes Shannon entropies of probability distributions obtained by projecting the conformers along the eigenvectors of the covariance matrix performs similarly well. For the best entropy estimators, a linear correlation coefficient between 0.92 and 0.97 is found. Unexpectedly, when correlations between dihedral angles are neglected, the agreement with the reference entropies improved.
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Affiliation(s)
- Da-Wei Li
- Carlson School of Chemistry and Biochemistry, Clark University, Worcester, Massachusetts 01610, USA
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Shao J, Tanner SW, Thompson N, Cheatham TE. Clustering Molecular Dynamics Trajectories: 1. Characterizing the Performance of Different Clustering Algorithms. J Chem Theory Comput 2007; 3:2312-34. [DOI: 10.1021/ct700119m] [Citation(s) in RCA: 614] [Impact Index Per Article: 36.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Jianyin Shao
- Departments of Medicinal Chemistry, Pharmaceutics and Pharmaceutical Chemistry, and Bioengineering, College of Pharmacy, University of Utah, 2000 East 30 South, Skaggs Hall 201, Salt Lake City, Utah 84112
| | - Stephen W. Tanner
- Departments of Medicinal Chemistry, Pharmaceutics and Pharmaceutical Chemistry, and Bioengineering, College of Pharmacy, University of Utah, 2000 East 30 South, Skaggs Hall 201, Salt Lake City, Utah 84112
| | - Nephi Thompson
- Departments of Medicinal Chemistry, Pharmaceutics and Pharmaceutical Chemistry, and Bioengineering, College of Pharmacy, University of Utah, 2000 East 30 South, Skaggs Hall 201, Salt Lake City, Utah 84112
| | - Thomas E. Cheatham
- Departments of Medicinal Chemistry, Pharmaceutics and Pharmaceutical Chemistry, and Bioengineering, College of Pharmacy, University of Utah, 2000 East 30 South, Skaggs Hall 201, Salt Lake City, Utah 84112
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