Characterising and Controlling Rare Event Dynamics

Lead Research Organisation: University of Cambridge
Department Name: Chemistry

Abstract

Theory and simulation are cornerstones of molecular science, guiding, informing, and interpreting experiments. Some simulations are performed to test the practicality of costly laboratory work, while other calculations may provide information that is not accessible experimentally. Applications cover a diverse range of activities, from drug design in the pharmaceutical industry, through surface catalysis, to predicting the behaviour of soft matter in materials such as liquid crystals, which are used in display technology.For computer simulations to be useful we must achieve some level of confidence in the predictions that are made. Achieving useful accuracy depends on both a sufficiently faithful representation of the interatomic or intermolecular interactions, and on whether the calculated quantities reflect the conditions of the experiment in a statistically meaningful way. Our proposal addresses the latter issue, namely how to sample events of interest that rarely occur on the accessible time scale of simulations. Calculating a meaningful average for some property of interest is impossible for many problems of great contemporary importance using conventional methods. Examples include chemical reactions and changes of structure or phase that correspond to a large barrier on the potential or free energy surface. Conventional simulations of such systems will spend all or most of the available computer time waiting for the barrier to be crossed, and may miss the key transition entirely. More sophisticated simulation techniques are therefore needed, which sample the events of interest directly.Various complementary approaches have been suggested to address this rare events problem and extend computer simulations to larger systems and longer time scales. We propose to combine two of the most successful methods, one that is based on geometry optimisation, and the other on explicit dynamics, to produce a hybrid methodology that is efficient enough to treat mesoscopic problems. The geometry optimisation approach can treat events that are arbitrarily slow, because the barriers in question are calculated directly. Rate constants can then be evaluated using well known tools from unimolecular rate theory, which involves a series of approximations. By combining the pathways determined by geometry optimisation with explicit dynamics we aim to produce much more accurate rate constants and extend the domain accessible to simulation to treat far more complex systems.Two important applications will be considered. First we will analyse the pathways for nucleation in a wide variety of bulk systems, including models that form glasses, liquid crystals, and granular material. Our most ambitious objective is to use this knowledge to gain kinetic control of nucleation. The ability to predict the outcome of nucleation, and change conditions accordingly, would be immediately useful to pharmaceutical companies and to the manufacture of materials based upon glasses or liquid crystals. The ability to describe and predict the ageing properties of glassy materials will immediately find a number of important applications.The second application we would consider involves the design of a molecular motor from mesoscopic building blocks. Here we would seek to determine general design principles that govern the efficiency of converting chemical energy into available work. Hence we would guide experiments in the choice of molecular components to produce an efficient motor, including characteristics of the intermolecular interaction governed by shape, charge, etc.

Planned Impact

Our proposal concerns development of new methodology to enable computer simulation techniques to be used for systems at the cutting edge of current research in nanotechnology, materials design, biotechnology and pharmaceuticals. Computer simulation is now a standard technique that is used throughout molecular science, both to provide insight at a level of detail or generality that is not available from experiment, or to save costly laboratory resources. Unfortunately, the complexity of systems at the forefront of contemporary interest is such that standard simulation techniques often cannot address the required length or time scales. By combining two of the most successful methods for treating such rare events we will greatly extend the boundaries for prediction and analysis of such systems. WHO WILL BENEFIT? In the short term our new methodology and computer codes will benefit groups working on computer modeling of molecular systems throughout universities and industry. In the medium and longer term the fruits of this new research should be of general benefit to society, with potential impacts in fields ranging from human health care to the development of novel materials that could feature in day-to-day life. HOW WILL THEY BENEFIT? The short term benefits to the computer simulation community will consist of new tools that facilitate computational analysis of more complex systems of direct relevance to experiment. Rare events are bottlenecks for contemporary research efforts in the simulation of biomolecules, with implications for drug design, nanotechnology, and design of new materials. In the medium to longer term the capability to simulate the folding or misfolding of proteins and nucleic acids at a coarse-grained or fully atomistic level could provide the insight required for novel pharmaceutical strategies. Characterizing pathways and kinetics for nucleation in glassy systems and liquid crystals will provide the insight required for kinetic control and rational design of materials with specific optoelectronic properties, including new display technologies. All these ambitions fall within the general area of computer guided nanotechnology, which is a field currently expanding on a daily basis. In the future it may be possible to design nanoscale devices such as molecular motors. Our proposal will lay some key foundations for this field by characterizing the conditions that provide an optimum powerstroke. WHAT WILL BE DONE TO ENSURE THAT THEY HAVE THE OPPORTUNITY TO BENEFIT? Our new theoretical techniques and applications will be published in peer-reviewed journals with high impact factors. We have a very strong track record in this regard, with numerous publications in journals such as Science, Nature, and Phys. Rev. Lett. We will also disseminate our results at meetings, ranging from large international conferences to informal workshops. Both applicants receive many more invitations to speak at international meetings than they can fulfill, and select the venues that are likely to achieve the greatest impact in the simulation community. We also contribute invited reviews and feature articles to leading journals on a regular basis. To ensure that our new methodology can be used by other groups without delay we will provide full implementations of all the new algorithms in public domain, open source, computer codes. The applicants have extensive experience of supporting such programming efforts, having distributed several programs under the Gnu public licence for well over a decade. These programs are used by many research groups around the world, and are supported by web sites that provide full documentation and examples of input and output. We also have experience of sharing our methodology with industry, including drug discovery companies such as Evotec OAI, and giants of the chemical industry, such as Shell. We are actively pursuing new projects with industry in several directions.

Publications

10 25 50
publication icon
Carr JM (2015) Energy landscapes of a hairpin peptide including NMR chemical shift restraints. in Physical chemistry chemical physics : PCCP

publication icon
Chebaro Y (2015) Intrinsically disordered energy landscapes. in Scientific reports

publication icon
Ivchenko O (2014) Proton transfer pathways, energy landscape, and kinetics in creatine-water systems. in The journal of physical chemistry. B

publication icon
Morgan JWR (2017) Properties of kinetic transition networks for atomic clusters and glassy solids. in Physical chemistry chemical physics : PCCP

publication icon
Wales DJ (2012) Quasi-Continuous Interpolation Scheme for Pathways between Distant Configurations. in Journal of chemical theory and computation

publication icon
Wales DJ (2014) Observation time scale, free-energy landscapes, and molecular symmetry. in Proceedings of the National Academy of Sciences of the United States of America

 
Description We have discovered new theory and tools for computer simulations of large, complex systems on experimental time scales.
Exploitation Route Through our public domain computer programs, which are available at
www-wales.ch.cam.ac.uk
Sectors Chemicals,Digital/Communication/Information Technologies (including Software)

 
Description The new methodology has been adopted by a number of groups around the world.
First Year Of Impact 2014
Sector Chemicals,Digital/Communication/Information Technologies (including Software)
Impact Types Societal

 
Description EPSRC responsive mode
Amount £518,116 (GBP)
Funding ID EP/L010518/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 09/2014 
End 08/2017
 
Description ERC Advanced Grant
Amount £2,000,000 (GBP)
Funding ID ERC-AdG 267369 
Organisation European Commission 
Sector Public
Country European Union (EU)
Start 03/2011 
End 03/2016
 
Description Programme grant for self-organisation involving Cambridge, Oxford and Birmingham.
Amount £3,187,961 (GBP)
Funding ID EP/I001352/1 
Organisation Engineering and Physical Sciences Research Council (EPSRC) 
Sector Public
Country United Kingdom
Start 01/2010 
End 01/2015
 
Title GMIN 
Description computer program for global optimisation and enhanced thermodynamic sampling. 
Type Of Material Improvements to research infrastructure 
Provided To Others? Yes  
Impact worldwide use of group software. This is a key research tool, under constant development, including new approaches for multifunnel landscapes. 
URL http://www-wales.ch.cam.ac.uk/GMIN/
 
Title OPTIM 
Description Program for characterising pathways and mechanisms 
Type Of Material Improvements to research infrastructure 
Provided To Others? Yes  
Impact wordwide use of group software, This is a key research tool, under constant development. 
URL http://www-wales.ch.cam.ac.uk/OPTIM/
 
Title pele 
Description Graphical suite of python routines for exploring energy landscapes 
Type Of Material Improvements to research infrastructure 
Year Produced 2013 
Provided To Others? Yes  
Impact Widespread use of group theory and simulation tools 
URL http://pele-python.github.io/pele/
 
Title Cambridge Landscapes Database 
Description Software downloads, documentation, and global minima/structure predictions for atomic and molecular clusters and soft and condensed matter 
Type Of Material Computer model/algorithm 
Year Produced 2006 
Provided To Others? Yes  
Impact Widespread use of structure predictions by both theory and experimental teams 
URL http://www-wales.ch.cam.ac.uk/CCD.html
 
Description Energy Landscapes of Model Synthetic Foldamers 
Organisation Purdue University
Country United States 
Sector Academic/University 
PI Contribution Collaboration with an experimental group in Purdue University, Indiana, who are making spectroscopic measurements on molecules that we study computationally. The calculations are actively informing and guiding experiment.
Start Year 2011
 
Title GMIN 
Description global optimisation 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact widespread use of basin-hopping 
URL http://www-wales.ch.cam.ac.uk/GMIN/
 
Title OPTIM 
Description characterisation of pathways and mechanisms 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact widespread use of hybrid eigenvector-following 
URL http://www-wales.ch.cam.ac.uk/OPTIM/
 
Title PATHSAMPLE 
Description Harvesting a kinetic transition network for analysis of rare event dynamics. Calculation of phenomenological rates. 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact Widespread use of discrete path sampling 
URL http://www-wales.ch.cam.ac.uk/PATHSAMPLE/
 
Title pele 
Description Graphical based suit of software based on python for exploring energy landscapes 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact Easy introduction to the potential energy landscape approach for new users. 
URL http://pele-python.github.io/pele/
 
Description Energy landscapes: From molecules to nanodevices Bochum 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Participants in your research and patient groups
Results and Impact Seminar at the ICAMS centre, Bochum, 9 January 2012.

New collaborations
Year(s) Of Engagement Activity 2012
 
Description Inaugural ESF Energy Landscapes Meeting 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? Yes
Geographic Reach International
Primary Audience Participants in your research or patient groups
Results and Impact The ESF funded an inaugural Energy Landscapes meeting,in Obergurgl Austria, 2012, which featured several talks on

amyloid, including one from the PDRA on the original BBSRC grant. Prof. Wales was Conference Chair and Organiser. 40,000 euros

Prof. Wales was Conference Chair and Organiser.

no actual impacts realised to date
Year(s) Of Engagement Activity 2012
 
Description Q and A session 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact Hockerill Anglo-European College.

Successful university applications
Year(s) Of Engagement Activity 2011
 
Description Q and A session 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact School visit.

Successful university applications
Year(s) Of Engagement Activity 2012
 
Description Science society event (Murray Edwards College, Cambridge; JMC) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact Women undergraduates and other College Science Fellows attended a series of research talks, one of which was given by the PDRA supported on grant EP/H042660/1. There was also some discussion afterwards.

Several of the audience members commented afterwards on how much they enjoyed finding out more about what Fellows do outside of teaching, and also how interesting it was to hear about subjects they had never studied before.
Year(s) Of Engagement Activity 2014