Patchy Particle Model of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides
Abstract
Self-assembling peptides containing aromatic groups are an attractive target for bioelectronic materials design because of their ease of manufacture, biocompatibility, aqueous solubility, and chemical tunability. Microscopic understanding of the properties that control assembly is a prerequisite for rational design. In this work, we study the assembly of a family of DXXX-Π–XXXD oligopeptides possessing a π-conjugated core flanked by Asp-terminated tetrapeptide wings that display pH-triggered assembly into supramolecular aggregates. We develop a coarse-grained patchy particle model to conduct molecular dynamics simulations of the assembly of ten thousand oligopeptides over hundreds of nanometers and hundreds of microseconds. We study the effects of core and side chain interaction strength and side chain steric volume upon the morphology and kinetics of assembly. By characterizing the rate and fractal dimension of hierarchical nanoaggregate growth, we identify parameter regimes that favor rapid assembly of linear aggregates and map these regimes to sequence-defined candidate peptides for experimental synthesis and testing. Here, this work establishes new understanding of assembly on previously unexplored time and length scales and presents an efficient and extensible protocol for computational screening and prediction of promising peptide chemistries to assemble nanostructures with desirable optoelectronic properties.
- Authors:
-
- Univ. of Illinois, Urbana-Champaign, IL (United States). Dept. of Physics
- Univ. of Illinois, Urbana-Champaign, IL (United States). Dept. of Physics, Dept. of Materials Science and Engineering, and Dept. of Chemical and Biomolecular Engineering
- Publication Date:
- Research Org.:
- Los Alamos National Laboratory (LANL), Los Alamos, NM (United States)
- Sponsoring Org.:
- National Science Foundation (NSF); USDOE Office of Science (SC)
- OSTI Identifier:
- 1492675
- Report Number(s):
- LA-UR-18-28703
Journal ID: ISSN 1520-6106
- Grant/Contract Number:
- 89233218CNA000001; DMR-1841807; AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Physical Chemistry. B, Condensed Matter, Materials, Surfaces, Interfaces and Biophysical Chemistry
- Additional Journal Information:
- Journal Volume: 122; Journal Issue: 44; Journal ID: ISSN 1520-6106
- Publisher:
- American Chemical Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
Citation Formats
Mansbach, Rachael A., and Ferguson, Andrew L. Patchy Particle Model of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides. United States: N. p., 2018.
Web. doi:10.1021/acs.jpcb.8b05781.
Mansbach, Rachael A., & Ferguson, Andrew L. Patchy Particle Model of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides. United States. https://doi.org/10.1021/acs.jpcb.8b05781
Mansbach, Rachael A., and Ferguson, Andrew L. Mon .
"Patchy Particle Model of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides". United States. https://doi.org/10.1021/acs.jpcb.8b05781. https://www.osti.gov/servlets/purl/1492675.
@article{osti_1492675,
title = {Patchy Particle Model of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides},
author = {Mansbach, Rachael A. and Ferguson, Andrew L.},
abstractNote = {Self-assembling peptides containing aromatic groups are an attractive target for bioelectronic materials design because of their ease of manufacture, biocompatibility, aqueous solubility, and chemical tunability. Microscopic understanding of the properties that control assembly is a prerequisite for rational design. In this work, we study the assembly of a family of DXXX-Π–XXXD oligopeptides possessing a π-conjugated core flanked by Asp-terminated tetrapeptide wings that display pH-triggered assembly into supramolecular aggregates. We develop a coarse-grained patchy particle model to conduct molecular dynamics simulations of the assembly of ten thousand oligopeptides over hundreds of nanometers and hundreds of microseconds. We study the effects of core and side chain interaction strength and side chain steric volume upon the morphology and kinetics of assembly. By characterizing the rate and fractal dimension of hierarchical nanoaggregate growth, we identify parameter regimes that favor rapid assembly of linear aggregates and map these regimes to sequence-defined candidate peptides for experimental synthesis and testing. Here, this work establishes new understanding of assembly on previously unexplored time and length scales and presents an efficient and extensible protocol for computational screening and prediction of promising peptide chemistries to assemble nanostructures with desirable optoelectronic properties.},
doi = {10.1021/acs.jpcb.8b05781},
journal = {Journal of Physical Chemistry. B, Condensed Matter, Materials, Surfaces, Interfaces and Biophysical Chemistry},
number = 44,
volume = 122,
place = {United States},
year = {Mon Oct 15 00:00:00 EDT 2018},
month = {Mon Oct 15 00:00:00 EDT 2018}
}
Web of Science
Figures / Tables:
Works referenced in this record:
Connecting Macroscopic Observables and Microscopic Assembly Events in Amyloid Formation Using Coarse Grained Simulations
journal, October 2012
- Bieler, Noah S.; Knowles, Tuomas P. J.; Frenkel, Daan
- PLoS Computational Biology, Vol. 8, Issue 10
Chiral suprastructures of asymmetric oligothiophene-hybrids induced by a single proline
journal, January 2013
- Digennaro, Angela; Wennemers, Helma; Joshi, Gururaj
- Chemical Communications, Vol. 49, Issue 93
Phase behaviour of pure and mixed patchy colloids — Theory and simulation
journal, July 2017
- Teixeira, P. I. C.; Tavares, J. M.
- Current Opinion in Colloid & Interface Science, Vol. 30
Casting Metal Nanowires Within Discrete Self-Assembled Peptide Nanotubes
journal, April 2003
- Reches, M.
- Science, Vol. 300, Issue 5619
Multiscale description of molecular packing and electronic processes in small-molecule organic solar cells
journal, August 2016
- Shen, Xing-Xing; Han, Guang-Chao; Yi, Yuan-Ping
- Chinese Chemical Letters, Vol. 27, Issue 8
Controlled Self-Assembly of Photofunctional Supramolecular Nanotubes
journal, December 2017
- Cohen, Erez; Weissman, Haim; Pinkas, Iddo
- ACS Nano, Vol. 12, Issue 1
Nonequilibrium Self-Assembly of π-Conjugated Oligopeptides in Solution
journal, January 2017
- Li, Bo; Li, Songsong; Zhou, Yuecheng
- ACS Applied Materials & Interfaces, Vol. 9, Issue 4
Fluid–fluid coexistence in colloidal systems with short-ranged strongly directional attraction
journal, June 2003
- Kern, Norbert; Frenkel, Daan
- The Journal of Chemical Physics, Vol. 118, Issue 21
Cross-Linking Approaches to Tuning the Mechanical Properties of Peptide π-Electron Hydrogels
journal, December 2016
- Liyanage, Wathsala; Ardoña, Herdeline Ann M.; Mao, Hai-Quan
- Bioconjugate Chemistry, Vol. 28, Issue 3
Physical determinants of the self-replication of protein fibrils
journal, July 2016
- Šarić, Anđela; Buell, Alexander K.; Meisl, Georg
- Nature Physics, Vol. 12, Issue 9
GROMACS 4: Algorithms for Highly Efficient, Load-Balanced, and Scalable Molecular Simulation
journal, February 2008
- Hess, Berk; Kutzner, Carsten; van der Spoel, David
- Journal of Chemical Theory and Computation, Vol. 4, Issue 3
Crystalline Assemblies and Densest Packings of a Family of Truncated Tetrahedra and the Role of Directional Entropic Forces
journal, November 2011
- Damasceno, Pablo F.; Engel, Michael; Glotzer, Sharon C.
- ACS Nano, Vol. 6, Issue 1
Aligned Macroscopic Domains of Optoelectronic Nanostructures Prepared via Shear-Flow Assembly of Peptide Hydrogels
journal, October 2011
- Wall, Brian D.; Diegelmann, Stephen R.; Zhang, Shuming
- Advanced Materials, Vol. 23, Issue 43, p. 5009-5014
A patch–antipatch representation of specific protein interactions
journal, November 2001
- Hloucha, M.; Lodge, J. F. M.; Lenhoff, A. M.
- Journal of Crystal Growth, Vol. 232, Issue 1-4
Oligo( p -phenylenevinylene)−Peptide Conjugates: Synthesis and Self-Assembly in Solution and at the Solid−Liquid Interface
journal, November 2008
- Matmour, Rachid; De Cat, Inge; George, Subi J.
- Journal of the American Chemical Society, Vol. 130, Issue 44
Versuch einer mathematischen Theorie der Koagulationskinetik kolloider Lösungen
journal, January 1918
- Smoluchowski, M. v.
- Zeitschrift für Physikalische Chemie, Vol. 92U, Issue 1
Nonlinear Machine Learning of Patchy Colloid Self-Assembly Pathways and Mechanisms
journal, April 2014
- Long, Andrew W.; Ferguson, Andrew L.
- The Journal of Physical Chemistry B, Vol. 118, Issue 15
One-Dimensional Optoelectronic Nanostructures Derived from the Aqueous Self-Assembly of π-Conjugated Oligopeptides
journal, October 2008
- Diegelmann, Stephen R.; Gorham, Justin M.; Tovar, John D.
- Journal of the American Chemical Society, Vol. 130, Issue 42
On-resin dimerization incorporates a diverse array of π-conjugated functionality within aqueous self-assembling peptide backbones
journal, January 2010
- Vadehra, Geeta S.; Wall, Brian D.; Diegelmann, Stephen R.
- Chemical Communications, Vol. 46, Issue 22
Synthesis and Self-Assembly of Oligo(p-phenylenevinylene) Peptide Conjugates in Water
journal, January 2011
- Mba, Miriam; Moretto, Alessandro; Armelao, Lidia
- Chemistry - A European Journal, Vol. 17, Issue 7
The MARTINI Coarse-Grained Force Field: Extension to Proteins
journal, April 2008
- Monticelli, Luca; Kandasamy, Senthil K.; Periole, Xavier
- Journal of Chemical Theory and Computation, Vol. 4, Issue 5
Machine learning and molecular design of self-assembling -conjugated oligopeptides
journal, April 2018
- Thurston, Bryce A.; Ferguson, Andrew L.
- Molecular Simulation, Vol. 44, Issue 11
GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers
journal, September 2015
- Abraham, Mark James; Murtola, Teemu; Schulz, Roland
- SoftwareX, Vol. 1-2
Thermodynamics, morphology, and kinetics of early-stage self-assembly of π-conjugated oligopeptides
journal, March 2016
- Thurston, Bryce A.; Tovar, John D.; Ferguson, Andrew L.
- Molecular Simulation, Vol. 42, Issue 12
An introduction to mathematical models of coagulation–fragmentation processes: A discrete deterministic mean-field approach
journal, October 2006
- Wattis, Jonathan A. D.
- Physica D: Nonlinear Phenomena, Vol. 222, Issue 1-2
Synthesis and characterization of π-conjugated peptide-based supramolecular materials
journal, March 2012
- Wall, Brian D.; Tovar, John D.
- Pure and Applied Chemistry, Vol. 84, Issue 4
Proton Transfer and Structure-Specific Fluorescence in Hydrogen Bond-Rich Protein Structures
journal, February 2016
- Pinotsi, Dorothea; Grisanti, Luca; Mahou, Pierre
- Journal of the American Chemical Society, Vol. 138, Issue 9
Peptide-Based Supramolecular Semiconductor Nanomaterials via Pd-Catalyzed Solid-Phase “Dimerizations”
journal, October 2012
- Sanders, Allix M.; Dawidczyk, Thomas J.; Katz, Howard E.
- ACS Macro Letters, Vol. 1, Issue 11
Phase Diagram of Patchy Colloids: Towards Empty Liquids
journal, October 2006
- Bianchi, Emanuela; Largo, Julio; Tartaglia, Piero
- Physical Review Letters, Vol. 97, Issue 16
Variable aggregation rates in colloidal gold: Kernel homogeneity dependence on aggregant concentration
journal, February 1990
- Olivier, B. J.; Sorensen, C. M.
- Physical Review A, Vol. 41, Issue 4
Supramolecular Assembly of Peptide Amphiphiles
journal, September 2017
- Hendricks, Mark P.; Sato, Kohei; Palmer, Liam C.
- Accounts of Chemical Research, Vol. 50, Issue 10
Introduction to Organic Thin Film Transistors and Design of n-Channel Organic Semiconductors
journal, August 2004
- Newman, Christopher R.; Frisbie, C. Daniel; da Silva Filho, Demetrio A.
- Chemistry of Materials, Vol. 16, Issue 23, p. 4436-4451
Mesoscale Simulation of Asphaltene Aggregation
journal, August 2016
- Wang, Jiang; Ferguson, Andrew L.
- The Journal of Physical Chemistry B, Vol. 120, Issue 32
Energy transfer within responsive pi-conjugated coassembled peptide-based nanostructures in aqueous environments
journal, January 2015
- Ardoña, Herdeline Ann M.; Tovar, John D.
- Chemical Science, Vol. 6, Issue 2
Perspective on the Martini model
journal, January 2013
- Marrink, Siewert J.; Tieleman, D. Peter
- Chemical Society Reviews, Vol. 42, Issue 16
Self-assembling quinquethiophene–oligopeptide hydrogelators
journal, January 2009
- Stone, David A.; Hsu, Lorraine; Stupp, Samuel I.
- Soft Matter, Vol. 5, Issue 10
Self-Assembly of Patchy Particles
journal, July 2004
- Zhang, Zhenli; Glotzer, Sharon C.
- Nano Letters, Vol. 4, Issue 8, p. 1407-1413
Hierarchically Structured Microfibers of “Single Stack” Perylene Bisimide and Quaterthiophene Nanowires
journal, September 2013
- Marty, Roman; Szilluweit, Ruth; Sánchez-Ferrer, Antoni
- ACS Nano, Vol. 7, Issue 10
Kinetic trapping – a strategy for directing the self-assembly of unique functional nanostructures
journal, January 2016
- Yan, Yun; Huang, Jianbin; Tang, Ben Zhong
- Chemical Communications, Vol. 52, Issue 80
Canonical sampling through velocity rescaling
journal, January 2007
- Bussi, Giovanni; Donadio, Davide; Parrinello, Michele
- The Journal of Chemical Physics, Vol. 126, Issue 1
Self-assembling peptide-based delivery of therapeutics for myocardial infarction
journal, January 2016
- French, Kristin M.; Somasuntharam, Inthirai; Davis, Michael E.
- Advanced Drug Delivery Reviews, Vol. 96
Evidence for Prenucleated Fibrilogenesis of Acid-Mediated Self-Assembling Oligopeptides via Molecular Simulation and Fluorescence Correlation Spectroscopy
journal, May 2018
- Valverde, Lawrence R.; Thurston, Bryce A.; Ferguson, Andrew L.
- Langmuir, Vol. 34, Issue 25
Crucial role of nonspecific interactions in amyloid nucleation
journal, December 2014
- Šarić, Anđela; Chebaro, Yassmine C.; Knowles, Tuomas P. J.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 50
Next-generation peptide nanomaterials: molecular networks, interfaces and supramolecular functionality
journal, January 2010
- Zelzer, Mischa; Ulijn, Rein V.
- Chemical Society Reviews, Vol. 39, Issue 9
Simulations Suggest Possible Novel Membrane Pore Structure
journal, September 2013
- Vácha, Robert; Frenkel, Daan
- Langmuir, Vol. 30, Issue 5
Phase diagram of a tetrahedral patchy particle model for different interaction ranges
journal, May 2010
- Romano, Flavio; Sanz, Eduardo; Sciortino, Francesco
- The Journal of Chemical Physics, Vol. 132, Issue 18
Modeling Aggregation of Ionic Surfactants Using a Smeared Charge Approximation in Dissipative Particle Dynamics Simulations
journal, August 2015
- Mao, Runfang; Lee, Ming-Tsung; Vishnyakov, Aleksey
- The Journal of Physical Chemistry B, Vol. 119, Issue 35
Phase diagram of model anisotropic particles with octahedral symmetry
journal, August 2007
- Noya, E. G.; Vega, C.; Doye, J. P. K.
- The Journal of Chemical Physics, Vol. 127, Issue 5
Minimalist models for protein folding and design
journal, April 2003
- Head-Gordon, T.
- Current Opinion in Structural Biology, Vol. 13, Issue 2
Machine learning assembly landscapes from particle tracking data
journal, January 2015
- Long, Andrew W.; Zhang, Jie; Granick, Steve
- Soft Matter, Vol. 11, Issue 41
Highly Ordered n / p -Co-assembled Materials with Remarkable Charge Mobilities
journal, January 2015
- López-Andarias, Javier; Rodriguez, María José; Atienza, Carmen
- Journal of the American Chemical Society, Vol. 137, Issue 2
Two-dimensional self-assembled structures of adenine molecules: modeling and simulation
journal, May 2004
- Shinoda, Keiko; Shinoda, Wataru; Chin Liew, Chee
- Surface Science, Vol. 556, Issue 2-3
Low-resolution structural modeling of protein interactome
journal, April 2013
- Vakser, Ilya A.
- Current Opinion in Structural Biology, Vol. 23, Issue 2
Polarizable Water Model for the Coarse-Grained MARTINI Force Field
journal, June 2010
- Yesylevskyy, Semen O.; Schäfer, Lars V.; Sengupta, Durba
- PLoS Computational Biology, Vol. 6, Issue 6
The Effects of Shape on the Interaction of Colloidal Particles
journal, May 1949
- Onsager, Lars
- Annals of the New York Academy of Sciences, Vol. 51, Issue 4
Light-emitting diodes based on conjugated polymers
journal, October 1990
- Burroughes, J. H.; Bradley, D. D. C.; Brown, A. R.
- Nature, Vol. 347, Issue 6293
Essential dynamics of proteins
journal, December 1993
- Amadei, Andrea; Linssen, Antonius B. M.; Berendsen, Herman J. C.
- Proteins: Structure, Function, and Genetics, Vol. 17, Issue 4
Solid-phase Pd-catalysed cross-coupling methods for the construction of π-conjugated peptide nanomaterials
journal, November 2013
- Sanders, Allix M.; Tovar, John D.
- Supramolecular Chemistry, Vol. 26, Issue 3-4
Demonstration of Hole Transport and Voltage Equilibration in Self-Assembled π-Conjugated Peptide Nanostructures Using Field-Effect Transistor Architectures
journal, October 2015
- Besar, Kalpana; Ardoña, Herdeline Ann M.; Tovar, John D.
- ACS Nano, Vol. 9, Issue 12
Polymorphic transitions in single crystals: A new molecular dynamics method
journal, December 1981
- Parrinello, M.; Rahman, A.
- Journal of Applied Physics, Vol. 52, Issue 12
Understanding shape entropy through local dense packing
journal, October 2014
- van Anders, Greg; Klotsa, Daphne; Ahmed, N. Khalid
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 45
Color Control in π-Conjugated Organic Polymers for Use in Electrochromic Devices
journal, January 2010
- Beaujuge, Pierre M.; Reynolds, John R.
- Chemical Reviews, Vol. 110, Issue 1, p. 268-320
Solid-Phase Synthesis of Self-Assembling Multivalent π-Conjugated Peptides
journal, February 2017
- Sanders, Allix M.; Kale, Tejaswini S.; Katz, Howard E.
- ACS Omega, Vol. 2, Issue 2
Defining a Physical Basis for Diversity in Protein Self-Assemblies Using a Minimal Model
journal, October 2016
- Ranganathan, Srivastav; Maji, Samir K.; Padinhateeri, Ranjith
- Journal of the American Chemical Society, Vol. 138, Issue 42
Strong scaling of general-purpose molecular dynamics simulations on GPUs
journal, July 2015
- Glaser, Jens; Nguyen, Trung Dac; Anderson, Joshua A.
- Computer Physics Communications, Vol. 192
Self-assembly and transformation of hybrid nano-objects and nanostructures under equilibrium and non-equilibrium conditions
journal, September 2009
- Mann, Stephen
- Nature Materials, Vol. 8, Issue 10
Designing π-conjugated polymers for organic electronics
journal, December 2013
- Guo, Xin; Baumgarten, Martin; Müllen, Klaus
- Progress in Polymer Science, Vol. 38, Issue 12
Functional π-Gelators and Their Applications
journal, December 2013
- Babu, Sukumaran Santhosh; Praveen, Vakayil K.; Ajayaghosh, Ayyappanpillai
- Chemical Reviews, Vol. 114, Issue 4
The electroluminescence of organic materials
journal, January 2000
- Mitschke, Ullrich; Bäuerle, Peter
- Journal of Materials Chemistry, Vol. 10, Issue 7
Recent progress in the design of narrow bandgap conjugated polymers for high-efficiency organic solar cells
journal, September 2012
- Bian, Linyi; Zhu, Enwei; Tang, Jian
- Progress in Polymer Science, Vol. 37, Issue 9
About Supramolecular Assemblies of π-Conjugated Systems
journal, April 2005
- Hoeben, Freek J. M.; Jonkheijm, Pascal; Meijer, E. W.
- Chemical Reviews, Vol. 105, Issue 4
Lipase catalyzed inclusion of gastrodigenin for the evolution of blue light emitting peptide nanofibers
journal, January 2014
- Rasale, Dnyaneshwar B.; Maity, Indrajit; Das, Apurba K.
- Chem. Commun., Vol. 50, Issue 63
Kinetically Controlled Coassembly of Multichromophoric Peptide Hydrogelators and the Impacts on Energy Transport
journal, June 2017
- Ardoña, Herdeline Ann M.; Draper, Emily R.; Citossi, Francesca
- Journal of the American Chemical Society, Vol. 139, Issue 25
Relation between Molecular Shape and the Morphology of Self-Assembling Aggregates: A Simulation Study
journal, September 2011
- Vácha, Robert; Frenkel, Daan
- Biophysical Journal, Vol. 101, Issue 6
Self Assembly of Janus Ellipsoids
journal, December 2011
- Liu, Ya; Li, Wei; Perez, Toni
- Langmuir, Vol. 28, Issue 1
Self-assembly of Janus ellipsoids: a Brownian dynamics simulation with a quantitative nonspherical-particle model
journal, January 2015
- Xu, Jing; Wang, Yali; He, Xuehao
- Soft Matter, Vol. 11, Issue 37
Efficient algorithm for estimating the correlation dimension from a set of discrete points
journal, November 1987
- Theiler, James
- Physical Review A, Vol. 36, Issue 9
Reconstructive Phase Transition in Ultrashort Peptide Nanostructures and Induced Visible Photoluminescence
journal, November 2015
- Handelman, Amir; Kuritz, Natalia; Natan, Amir
- Langmuir, Vol. 32, Issue 12
Guiding principles for peptide nanotechnology through directed discovery
journal, January 2018
- Lampel, A.; Ulijn, R. V.; Tuttle, T.
- Chemical Society Reviews, Vol. 47, Issue 10
Bottom-up organic integrated circuits
journal, October 2008
- Smits, Edsger C. P.; Mathijssen, Simon G. J.; van Hal, Paul A.
- Nature, Vol. 455, Issue 7215
Colloidal gels: equilibrium and non-equilibrium routes
journal, July 2007
- Zaccarelli, Emanuela
- Journal of Physics: Condensed Matter, Vol. 19, Issue 32
VMD: Visual molecular dynamics
journal, February 1996
- Humphrey, William; Dalke, Andrew; Schulten, Klaus
- Journal of Molecular Graphics, Vol. 14, Issue 1
Macroscopic Alignment and Assembly of π-Conjugated Oligopeptides Using Colloidal Microchannels
journal, November 2017
- Li, Bo; Valverde, Lawrence R.; Zhang, Fengjiao
- ACS Applied Materials & Interfaces, Vol. 9, Issue 47
Multiscale modeling of soft matter: scaling of dynamics
journal, January 2011
- Fritz, Dominik; Koschke, Konstantin; Harmandaris, Vagelis A.
- Physical Chemistry Chemical Physics, Vol. 13, Issue 22
A model for the controlled assembly of semiconductor peptides
journal, January 2012
- Kim, Se Hye; Parquette, Jon R.
- Nanoscale, Vol. 4, Issue 22
Fluidic-Directed Assembly of Aligned Oligopeptides with π-Conjugated Cores
journal, August 2013
- Marciel, Amanda B.; Tanyeri, Melikhan; Wall, Brian D.
- Advanced Materials, Vol. 25, Issue 44
High-Dimensional Materials and Process Optimization Using Data-Driven Experimental Design with Well-Calibrated Uncertainty Estimates
journal, July 2017
- Ling, Julia; Hutchinson, Maxwell; Antono, Erin
- Integrating Materials and Manufacturing Innovation, Vol. 6, Issue 3
On the Possibility of Extending the Noro−Frenkel Generalized Law of Correspondent States to Nonisotropic Patchy Interactions
journal, August 2007
- Foffi, Giuseppe; Sciortino, Francesco
- The Journal of Physical Chemistry B, Vol. 111, Issue 33
Aeolotopic interactions of globular proteins
journal, August 1999
- Lomakin, A.; Asherie, N.; Benedek, G. B.
- Proceedings of the National Academy of Sciences, Vol. 96, Issue 17
Extended corresponding-states behavior for particles with variable range attractions
journal, August 2000
- Noro, Massimo G.; Frenkel, Daan
- The Journal of Chemical Physics, Vol. 113, Issue 8
Variation of Formal Hydrogen-Bonding Networks within Electronically Delocalized π-Conjugated Oligopeptide Nanostructures
journal, September 2014
- Wall, Brian D.; Zhou, Yuecheng; Mei, Shao
- Langmuir, Vol. 30, Issue 38
Controlling crystallization and its absence: proteins, colloids and patchy models
journal, January 2007
- Doye, Jonathan P. K.; Louis, Ard A.; Lin, I-Chun
- Physical Chemistry Chemical Physics, Vol. 9, Issue 18
Concentration-Driven Assembly and Sol–Gel Transition of π-Conjugated Oligopeptides
journal, August 2017
- Zhou, Yuecheng; Li, Bo; Li, Songsong
- ACS Central Science, Vol. 3, Issue 9
An informatics approach to transformation temperatures of NiTi-based shape memory alloys
journal, February 2017
- Xue, Dezhen; Xue, Deqing; Yuan, Ruihao
- Acta Materialia, Vol. 125
The importance of the self-assembly process to control mechanical properties of low molecular weight hydrogels
journal, January 2013
- Raeburn, Jaclyn; Zamith Cardoso, Andre; Adams, Dave J.
- Chemical Society Reviews, Vol. 42, Issue 12
Minimal Model for Self-Catalysis in the Formation of Amyloid-Like Elongated Fibrils
journal, September 2013
- Di Michele, Lorenzo; Eiser, Erika; Foderà, Vito
- The Journal of Physical Chemistry Letters, Vol. 4, Issue 18
Vapor-liquid coexistence of patchy models: Relevance to protein phase behavior
journal, August 2007
- Liu, Hongjun; Kumar, Sanat K.; Sciortino, Francesco
- The Journal of Chemical Physics, Vol. 127, Issue 8
Self-assembly of electronically abrupt borophene/organic lateral heterostructures
journal, February 2017
- Liu, Xiaolong; Wei, Zonghui; Balla, Itamar
- Science Advances, Vol. 3, Issue 2
An exact solution of the discrete Smoluchowski equation and its correspondence to the solution of the continuous equation
journal, July 1990
- Treat, R. P.
- Journal of Physics A: Mathematical and General, Vol. 23, Issue 13
Conjugated poly(thiophenes): synthesis, functionalization, and applications
journal, June 1992
- Roncali, Jean
- Chemical Reviews, Vol. 92, Issue 4
Redox-Active Peptide-Functionalized Quinquethiophene-Based Electrochromic π-Gel
journal, January 2018
- Konda, Maruthi; Maiti, Sayan; Jadhav, Rohit G.
- Chemistry - An Asian Journal, Vol. 13, Issue 2
Guiding Suprastructure Chirality of an Oligothiophene by a Single Amino Acid
journal, November 2013
- Schillinger, Eva-Kathrin; Kümin, Michael; Digennaro, Angela
- Chemistry of Materials, Vol. 25, Issue 22
Two dimensional assembly of triblock Janus particles into crystal phases in the two bond per patch limit
journal, January 2011
- Romano, Flavio; Sciortino, Francesco
- Soft Matter, Vol. 7, Issue 12
Designing a Bernal Spiral from Patchy Colloids
journal, January 2013
- Morgan, John W. R.; Chakrabarti, Dwaipayan; Dorsaz, Nicolas
- ACS Nano, Vol. 7, Issue 2
Phase Diagram of Janus Particles
journal, November 2009
- Sciortino, Francesco; Giacometti, Achille; Pastore, Giorgio
- Physical Review Letters, Vol. 103, Issue 23
Rotational diffusion affects the dynamical self-assembly pathways of patchy particles
journal, November 2015
- Newton, Arthur C.; Groenewold, Jan; Kegel, Willem K.
- Proceedings of the National Academy of Sciences, Vol. 112, Issue 50
Control of the hierarchical assembly of π-conjugated optoelectronic peptides by pH and flow
journal, January 2017
- Mansbach, Rachael A.; Ferguson, Andrew L.
- Organic & Biomolecular Chemistry, Vol. 15, Issue 26
Rational design of patchy colloids via landscape engineering
journal, January 2018
- Long, Andrew W.; Ferguson, Andrew L.
- Molecular Systems Design & Engineering, Vol. 3, Issue 1
Coarse-grained models for protein aggregation
journal, April 2011
- Wu, Chun; Shea, Joan-Emma
- Current Opinion in Structural Biology, Vol. 21, Issue 2
Assembly of Amyloid Protofibrils via Critical Oligomers—A Novel Pathway of Amyloid Formation
journal, January 2003
- Modler, A. J.; Gast, K.; Lutsch, G.
- Journal of Molecular Biology, Vol. 325, Issue 1
Self-assembling amphiphilic peptides: SELF-ASSEMBLING PEPTIDES
journal, April 2014
- Dehsorkhi, Ashkan; Castelletto, Valeria; Hamley, Ian W.
- Journal of Peptide Science, Vol. 20, Issue 7
Spiers Memorial Lecture: Effect of interaction specificity on the phase behaviour of patchy particles
journal, January 2012
- Dorsaz, Nicolas; Filion, Laura; Smallenburg, Frank
- Faraday Discussions, Vol. 159
Optimal experimental design for materials discovery
journal, March 2017
- Dehghannasiri, Roozbeh; Xue, Dezhen; Balachandran, Prasanna V.
- Computational Materials Science, Vol. 129
Measuring the strangeness of strange attractors
journal, October 1983
- Grassberger, Peter; Procaccia, Itamar
- Physica D: Nonlinear Phenomena, Vol. 9, Issue 1-2
Singularities in the kinetics of coagulation processes
journal, December 1981
- Leyvraz, F.; Tschudi, H. R.
- Journal of Physics A: Mathematical and General, Vol. 14, Issue 12
Molecular Self-Assembly on Two-Dimensional Atomic Crystals: Insights from Molecular Dynamics Simulations
journal, October 2015
- Zhao, Yinghe; Wu, Qisheng; Chen, Qian
- The Journal of Physical Chemistry Letters, Vol. 6, Issue 22
Entropically Patchy Particles: Engineering Valence through Shape Entropy
journal, December 2013
- van Anders, Greg; Ahmed, N. Khalid; Smith, Ross
- ACS Nano, Vol. 8, Issue 1
General purpose molecular dynamics simulations fully implemented on graphics processing units
journal, May 2008
- Anderson, Joshua A.; Lorenz, Chris D.; Travesset, A.
- Journal of Computational Physics, Vol. 227, Issue 10
Coarse-Grained Molecular Simulation of the Hierarchical Self-Assembly of π-Conjugated Optoelectronic Peptides
journal, February 2017
- Mansbach, Rachael A.; Ferguson, Andrew L.
- The Journal of Physical Chemistry B, Vol. 121, Issue 7
Scaling dynamics of aerosol coagulation
journal, April 1992
- Olivier, B. J.; Sorensen, C. M.; Taylor, T. W.
- Physical Review A, Vol. 45, Issue 8
Improved Parameters for the Martini Coarse-Grained Protein Force Field
journal, November 2012
- de Jong, Djurre H.; Singh, Gurpreet; Bennett, W. F. Drew
- Journal of Chemical Theory and Computation, Vol. 9, Issue 1
Self-Assembly and Associated Photophysics of Dendron-Appended Peptide-π-Peptide Triblock Macromolecules
journal, July 2017
- Kale, Tejaswini S.; Marine, Jeannette E.; Tovar, John D.
- Macromolecules, Vol. 50, Issue 14
Biomedical Applications of Self-Assembling Peptides
journal, December 2015
- Rad-Malekshahi, Mazda; Lempsink, Ludwijn; Amidi, Maryam
- Bioconjugate Chemistry, Vol. 27, Issue 1
Phase behavior of patchy spheroidal fluids
journal, December 2016
- Carpency, T. N.; Gunton, J. D.; Rickman, J. M.
- The Journal of Chemical Physics, Vol. 145, Issue 21
Peptide self-assembly: thermodynamics and kinetics
journal, January 2016
- Wang, Juan; Liu, Kai; Xing, Ruirui
- Chemical Society Reviews, Vol. 45, Issue 20
Theoretical and numerical study of the phase diagram of patchy colloids: Ordered and disordered patch arrangements
journal, April 2008
- Bianchi, Emanuela; Tartaglia, Piero; Zaccarelli, Emanuela
- The Journal of Chemical Physics, Vol. 128, Issue 14
THE weighted histogram analysis method for free-energy calculations on biomolecules. I. The method
journal, October 1992
- Kumar, Shankar; Rosenberg, John M.; Bouzida, Djamal
- Journal of Computational Chemistry, Vol. 13, Issue 8
The Powerful Functions of Peptide-Based Bioactive Matrices for Regenerative Medicine
journal, November 2014
- Rubert Pérez, Charles M.; Stephanopoulos, Nicholas; Sur, Shantanu
- Annals of Biomedical Engineering, Vol. 43, Issue 3
Effect of Asphaltene Structure on Association and Aggregation Using Molecular Dynamics
journal, April 2013
- Sedghi, Mohammad; Goual, Lamia; Welch, William
- The Journal of Physical Chemistry B, Vol. 117, Issue 18
Sequence dependent proton conduction in self-assembled peptide nanostructures
journal, January 2016
- Lerner Yardeni, Jenny; Amit, Moran; Ashkenasy, Gonen
- Nanoscale, Vol. 8, Issue 4
Supramolecular Fibers in Gels Can Be at Thermodynamic Equilibrium: A Simple Packing Model Reveals Preferential Fibril Formation versus Crystallization
journal, January 2016
- Ramos Sasselli, Ivan; Halling, Peter J.; Ulijn, Rein V.
- ACS Nano, Vol. 10, Issue 2
Supramolecular Polymorphism: Tunable Electronic Interactions within π-Conjugated Peptide Nanostructures Dictated by Primary Amino Acid Sequence
journal, May 2014
- Wall, Brian D.; Zacca, Ashley E.; Sanders, Allix M.
- Langmuir, Vol. 30, Issue 20
Surface Effects on Aggregation Kinetics of Amyloidogenic Peptides
journal, August 2014
- Vácha, Robert; Linse, Sara; Lund, Mikael
- Journal of the American Chemical Society, Vol. 136, Issue 33
Effects of patch size and number within a simple model of patchy colloids
journal, May 2010
- Giacometti, Achille; Lado, Fred; Largo, Julio
- The Journal of Chemical Physics, Vol. 132, Issue 17
Growth and Characterization of Molecular Crystals of para -Sexiphenyl by All-Atom Computer Simulations
journal, July 2014
- Palczynski, Karol; Heimel, Georg; Heyda, Jan
- Crystal Growth & Design, Vol. 14, Issue 8
The MARTINI Force Field: Coarse Grained Model for Biomolecular Simulations
journal, July 2007
- Marrink, Siewert J.; Risselada, H. Jelger; Yefimov, Serge
- The Journal of Physical Chemistry B, Vol. 111, Issue 27
The double cubic lattice method: Efficient approaches to numerical integration of surface area and volume and to dot surface contouring of molecular assemblies
journal, March 1995
- Eisenhaber, Frank; Lijnzaad, Philip; Argos, Patrick
- Journal of Computational Chemistry, Vol. 16, Issue 3
Optimal conditions for opening of membrane pore by amphiphilic peptides
journal, December 2015
- Kabelka, Ivo; Vácha, Robert
- The Journal of Chemical Physics, Vol. 143, Issue 24
Supramolecular Construction of Optoelectronic Biomaterials
journal, March 2013
- Tovar, John D.
- Accounts of Chemical Research, Vol. 46, Issue 7
Peptide π-Electron Conjugates: Organic Electronics for Biology?
journal, October 2015
- Ardoña, Herdeline Ann M.; Tovar, John D.
- Bioconjugate Chemistry, Vol. 26, Issue 12
Photoinduced Electron Transfer within Supramolecular Donor–Acceptor Peptide Nanostructures under Aqueous Conditions
journal, March 2016
- Sanders, Allix M.; Magnanelli, Timothy J.; Bragg, Arthur E.
- Journal of the American Chemical Society, Vol. 138, Issue 10
Photon management in supramolecular peptide nanomaterials
journal, December 2017
- Tovar, John D.
- Bioinspiration & Biomimetics, Vol. 13, Issue 1
A simple patchy colloid model for the phase behavior of lysozyme dispersions
journal, August 2008
- Gögelein, Christoph; Nägele, Gerhard; Tuinier, Remco
- The Journal of Chemical Physics, Vol. 129, Issue 8
Nonlinear machine learning and design of reconfigurable digital colloids
journal, January 2016
- Long, Andrew W.; Phillips, Carolyn L.; Jankowksi, Eric
- Soft Matter, Vol. 12, Issue 34
Bayesian optimization for molecular communication channel capacity
conference, February 2016
- Elsaid, Lubna; Mahamadi, Abdelrhman
- 2016 Conference of Basic Sciences and Engineering Studies (SGCAC)
Works referencing / citing this record:
Discovery of Self-Assembling $π$-Conjugated Peptides by Active Learning-Directed Coarse-Grained Molecular Simulation
text, January 2020
- Shmilovich, Kirill; Mansbach, Rachael A.; Sidky, Hythem
- arXiv
Stimulus-responsive self-assembly of protein-based fractals by computational design
journal, June 2019
- Hernández, Nancy E.; Hansen, William A.; Zhu, Denzel
- Nature Chemistry, Vol. 11, Issue 7
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