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Dodd PM, Damasceno PF, Glotzer SC. Universal folding pathways of polyhedron nets. Proc Natl Acad Sci U S A 2018; 115:E6690-E6696. [PMID: 29970420 PMCID: PMC6055160 DOI: 10.1073/pnas.1722681115] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Low-dimensional objects such as molecular strands, ladders, and sheets have intrinsic features that affect their propensity to fold into 3D objects. Understanding this relationship remains a challenge for de novo design of functional structures. Using molecular dynamics simulations, we investigate the refolding of the 24 possible 2D unfoldings ("nets") of the three simplest Platonic shapes and demonstrate that attributes of a net's topology-net compactness and leaves on the cutting graph-correlate with thermodynamic folding propensity. To explain these correlations we exhaustively enumerate the pathways followed by nets during folding and identify a crossover temperature [Formula: see text] below which nets fold via nonnative contacts (bonds must break before the net can fold completely) and above which nets fold via native contacts (newly formed bonds are also present in the folded structure). Folding above [Formula: see text] shows a universal balance between reduction of entropy via the elimination of internal degrees of freedom when bonds are formed and gain in potential energy via local, cooperative edge binding. Exploiting this universality, we devised a numerical method to efficiently compute all high-temperature folding pathways for any net, allowing us to predict, among the combined 86,760 nets for the remaining Platonic solids, those with highest folding propensity. Our results provide a general heuristic for the design of 2D objects to stochastically fold into target 3D geometries and suggest a mechanism by which geometry and folding propensity are related above [Formula: see text], where native bonds dominate folding.
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Affiliation(s)
- Paul M Dodd
- Chemical Engineering Department, University of Michigan, Ann Arbor, MI 48109
| | - Pablo F Damasceno
- Applied Physics Program, University of Michigan, Ann Arbor, MI 48109
| | - Sharon C Glotzer
- Chemical Engineering Department, University of Michigan, Ann Arbor, MI 48109;
- Applied Physics Program, University of Michigan, Ann Arbor, MI 48109
- Department of Materials Science and Engineering, University of Michigan, Ann Arbor, MI 48109
- Biointerfaces Institute, University of Michigan, Ann Arbor, MI 48109
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Zenk J, Schulman R. An assembly funnel makes biomolecular complex assembly efficient. PLoS One 2014; 9:e111233. [PMID: 25360818 PMCID: PMC4215988 DOI: 10.1371/journal.pone.0111233] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2014] [Accepted: 09/30/2014] [Indexed: 11/18/2022] Open
Abstract
Like protein folding and crystallization, the self-assembly of complexes is a fundamental form of biomolecular organization. While the number of methods for creating synthetic complexes is growing rapidly, most require empirical tuning of assembly conditions and/or produce low yields. We use coarse-grained simulations of the assembly kinetics of complexes to identify generic limitations on yields that arise because of the many simultaneous interactions allowed between the components and intermediates of a complex. Efficient assembly occurs when nucleation is fast and growth pathways are few, i.e. when there is an assembly "funnel". For typical complexes, an assembly funnel occurs in a narrow window of conditions whose location is highly complex specific. However, by redesigning the components this window can be drastically broadened, so that complexes can form quickly across many conditions. The generality of this approach suggests assembly funnel design as a foundational strategy for robust biomolecular complex synthesis.
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Affiliation(s)
- John Zenk
- Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Rebecca Schulman
- Chemical and Biomolecular Engineering, Johns Hopkins University, Baltimore, Maryland, United States of America
- Computer Science, Johns Hopkins University, Baltimore, Maryland, United States of America
- * E-mail:
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Jackson NE, Heitzer HM, Savoie BM, Reuter MG, Marks TJ, Ratner MA. Emergent Properties in Locally Ordered Molecular Materials. Isr J Chem 2014. [DOI: 10.1002/ijch.201400021] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Cademartiri L, Bishop KJM, Snyder PW, Ozin GA. Using shape for self-assembly. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2012; 370:2824-2847. [PMID: 22615463 DOI: 10.1098/rsta.2011.0254] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/01/2023]
Abstract
A 1980 poem by Alan Mackay outlines his aspiration 'to see what all have seen but think what none have thought': a daunting task, which he accomplished not once, but several times. A 'truly myriadminded, manysided man-a veritable triacontahedron' in the words of his colleagues and friends, Alan Mackay pursued a lifelong interest in the problems of morphogenesis and form, a comprehension of which necessitated him crisscrossing the borders of the inanimate and animate world of soft and hard materials, through the integration of concepts and methods of chemistry, physics, mathematics and biology. In other words, he realized in his time a genuinely interdisciplinary approach to complex problems that still to this day remains beyond much of the academic community. Being invited to contribute a paper on the theme 'beyond crystals', we naturally wondered how Alan Mackay would think about the world of nanoscale self-assembly where so much depends on shape and form.
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Affiliation(s)
- Ludovico Cademartiri
- Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA 02138, USA.
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Nguyen TD, Jankowski E, Glotzer SC. Self-assembly and reconfigurability of shape-shifting particles. ACS NANO 2011; 5:8892-903. [PMID: 21950837 DOI: 10.1021/nn203067y] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Reconfigurability of two-dimensional colloidal crystal structures assembled by anisometric particles capable of changing their shape were studied by molecular dynamics computer simulation. We show that when particles change shape on cue, the assembled structures reconfigure into different ordered structures, structures with improved order, or more densely packed disordered structures, on faster time scales than can be achieved via self-assembly from an initially disordered arrangement. These results suggest that reconfigurable building blocks can be used to assemble reconfigurable materials, as well as to assemble structures not possible otherwise, and that shape shifting could be a promising mechanism to engineer assembly pathways to ordered and disordered structures.
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Affiliation(s)
- Trung Dac Nguyen
- Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, USA
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Jankowski E, Glotzer SC. Calculation of Partition Functions for the Self-Assembly of Patchy Particles. J Phys Chem B 2011; 115:14321-6. [DOI: 10.1021/jp206430z] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Affiliation(s)
- Eric Jankowski
- Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Sharon C. Glotzer
- Department of Chemical Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
- Department of Materials Science and Engineering, University of Michigan, Ann Arbor, Michigan 48109, United States
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Whitelam S. Approximating the dynamical evolution of systems of strongly interacting overdamped particles. MOLECULAR SIMULATION 2011. [DOI: 10.1080/08927022.2011.565758] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Hartke B. Global optimization. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE 2011. [DOI: 10.1002/wcms.70] [Citation(s) in RCA: 53] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Miller WL, Cacciuto A. Exploiting classical nucleation theory for reverse self-assembly. J Chem Phys 2010; 133:234108. [DOI: 10.1063/1.3524307] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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Fortuna S, Troisi A. Agent-based modeling for the 2D molecular self-organization of realistic molecules. J Phys Chem B 2010; 114:10151-9. [PMID: 20684638 DOI: 10.1021/jp103950m] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
We extend our previously developed agent-based (AB) algorithm to the study of the self-assembly of a fully atomistic model of experimental interest. We study the 2D self-assembly of a rigid organic molecule (1,4-benzene-dicarboxylic acid or TPA), comparing the AB results with Monte Carlo (MC) and MC simulated annealing, a technique traditionally used to solve the global minimization problem. The AB algorithm gives a lower energy configuration in the same simulation time than both of the MC simulation techniques. We also show how the AB algorithm can be used as a part of the protocol to calculate the phase diagram with less computational effort than standard techniques.
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Affiliation(s)
- Sara Fortuna
- Department of Chemistry and Centre for Scientific Computing, Warwick University, Coventry, United Kingdom.
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Li F, Josephson DP, Stein A. Colloidal Assembly: The Road from Particles to Colloidal Molecules and Crystals. Angew Chem Int Ed Engl 2010; 50:360-88. [PMID: 21038335 DOI: 10.1002/anie.201001451] [Citation(s) in RCA: 472] [Impact Index Per Article: 33.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Fan Li
- Department of Chemistry, University of Minnesota, 207 Pleasant St. SE, Minneapolis, MN 55455, USA
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Li F, Josephson DP, Stein A. Kolloidale Organisation: der Weg vom Partikel zu kolloidalen Molekülen und Kristallen. Angew Chem Int Ed Engl 2010. [DOI: 10.1002/ange.201001451] [Citation(s) in RCA: 57] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Doppelbauer G, Bianchi E, Kahl G. Self-assembly scenarios of patchy colloidal particles in two dimensions. JOURNAL OF PHYSICS. CONDENSED MATTER : AN INSTITUTE OF PHYSICS JOURNAL 2010; 22:104105. [PMID: 21389439 DOI: 10.1088/0953-8984/22/10/104105] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
We have investigated the self-assembly scenario of patchy colloidal particles in a two-dimensional system. The energetically most favourable ordered particle arrangements have been identified via an optimization tool that is based on genetic algorithms. Assuming different simple models for patchy colloidal particles, which include binary mixtures as well as attraction and repulsion between the patches, we could identify a broad variety of highly non-trivial ordered structures. The strategies of the systems to self-assemble become evident from a systematic variation of the pressure: (i) saturation of patch bonds at low pressure and close packing at high pressure and (ii) for intermediate pressure values, the strategy is governed by a trade-off between these two energetic aspects. The present study is yet another demonstration of the efficiency and the high reliability of genetic algorithms as versatile optimization tools.
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Affiliation(s)
- Günther Doppelbauer
- Institut für Theoretische Physik and Center for Computational Materials Science, Technische Universität Wien, Wiedner Hauptstraße 8-10, A-1040 Wien, Austria.
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Srivastava S, Santos A, Critchley K, Kim KS, Podsiadlo P, Sun K, Lee J, Xu C, Lilly GD, Glotzer SC, Kotov NA. Light-Controlled Self-Assembly of Semiconductor Nanoparticles into Twisted Ribbons. Science 2010; 327:1355-9. [DOI: 10.1126/science.1177218] [Citation(s) in RCA: 301] [Impact Index Per Article: 21.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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Fortuna S, Cheung DL, Troisi A. Hexagonal Lattice Model of the Patterns Formed by Hydrogen-Bonded Molecules on the Surface. J Phys Chem B 2010; 114:1849-58. [DOI: 10.1021/jp9098649] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Sara Fortuna
- Department of Chemistry and Centre for Scientific Computing, University of Warwick, Coventry, United Kingdom
| | - David L. Cheung
- Department of Chemistry and Centre for Scientific Computing, University of Warwick, Coventry, United Kingdom
| | - Alessandro Troisi
- Department of Chemistry and Centre for Scientific Computing, University of Warwick, Coventry, United Kingdom
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Solomon MJ, Zeitoun R, Ortiz D, Sung KE, Deng D, Shah A, Burns MA, Glotzer SC, Millunchick JM. Toward Assembly of Non-close-packed Colloidal Structures from Anisotropic Pentamer Particles. Macromol Rapid Commun 2009; 31:196-201. [DOI: 10.1002/marc.200900586] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2009] [Revised: 11/09/2009] [Indexed: 11/08/2022]
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