CCP4 Grant Renewal 2014-2019: Question-driven crystallographic data collection and advanced structure solution

Lead Research Organisation: Newcastle University
Department Name: Northern Institute for Cancer Research

Abstract

Proteins, DNA and RNA are the active machines of the cells which make up living organisms, and are collectively known as macromolecules. They carry out all of the functions that sustain life, from metabolism through replication to the exchange of information between a cell and its environment. They are coded for by a 'blueprint' in the form of the DNA sequence in the genome, which describes how to make them as linear strings of building blocks. In order to function, however, most macromolecules fold into a precise 3D structure, which in turn depends primarily on the sequence of building blocks from which they are made. Knowledge of the molecule's 3D structure allows us both to understand its function, and to design chemicals to interfere with it.

Due to advances in molecular biology, a number of projects, including the Human Genome Project, have led to the determination of the complete DNA sequences of many organisms, from which we can now read the linear blueprints for many macromolecules. As yet, however, the 3D structure cannot be predicted from knowledge of the sequence alone. One way to "see" macromolecules, and so to determine their 3D structure, involves initially crystallising the molecule under investigation, and subsequently imaging it with suitable radiation.

Macromolecules are too small to see with normal light, and so a different approach is required. With an optical microscope we cannot see objects which are smaller than the wavelength of light, roughly 1 millionth of a metre: Atoms are about 1000 times smaller than this. However X-rays have a wavelength about the same as the size of the atoms. For this reason, in order to resolve the atomic detail of macromolecular structure, we image them with X-rays rather than with visible light. The process of imaging the structures of macromolecules that have been crystallised is known as X-ray crystallography. X-ray crystallography is like using a microscope to magnify objects that are too small to be seen with visible light. Unfortunately X-ray crystallography is complicated because, unlike a microscope, there is no lens system for X-rays and so additional information and complex computation are required to reconstruct the final image. This information may come from known protein structures using the Molecular Replacement (MR) method, or from other sources including Electron Microscopy (EM).

Once the structure is known, it is easier to pinpoint how macromolecules contribute to the living cellular machinery. Pharmaceutical research uses this as the basis for designing drugs to turn the molecules on or off when required. Drugs are designed to interact with the target molecule to either block or promote the chemical processes which they perform within the body. Other applications include protein engineering and carbohydrate engineering.

The aim of this project is to improve the key computational tools needed to extract a 3D structure from X-ray crystallography experiments. It will provide continuing support to a Collaborative Computing Project (CCP4 first established in 1979), which has become one of the leading sources of software for this task. The project will help efficient and effective use to be made of the synchrotrons that make the X-rays that are used in most crystallographic experiments. It will provide more powerful tools to allow users to exploit information from known protein structures when the match to the unknown structure is very poor. It will also automate the use of information from electron microscopy, even when the crystal structure has been distorted by the process of growing the protein crystal. Finally, it will allow structures to be solved, even when poor quality and very small crystals are obtained.

Technical Summary

This proposal incorporates five related work packages.

In WP1 we will track synchrotron-collected data through computational structure determination, to find whether the most useful data can be recognised a priori using established or novel metrics of data quality and consistency. We will then enable data collection software to communicate with pipelines and graphics programs to assess when sufficient data have been collected for a given scientific question, and so to prioritise further beamtime usage. We will also communicate extra information about diffraction data to structure determination programs, and so support the statistical models and algorithms being developed in WP4.

WP2 will improve the key MR step of model preparation, especially from diverged, NMR, or ab initio models. One development will be to extend the size limit of ab initio search model generation by exploiting sequence covariance algorithms.

In WP3 we will use our description of electron density maps as a field of control points to better use electron density or atomic models positioned by MR. Restrained manipulation of these points provides a low-order parameterisation of refinement decoupled from atomic models, and therefore suitable for highly diverged atomic models or EM-derived maps. We will extend this approach to characterise local protein mobility without the requirement of TLS for predefinition of rigid groups.

In WP4 we will statistically model non-idealities in experimental data, including non isomorphism, spot overlap, and radiation damage. The resulting models, implemented in REFMAC, will be applied to refinement using data that are annotated by WP1 tools and tracked by WP0.

WP0 will provide the tools to integrate the other WPs. For this, it will create a cloud environment where storage- and compute-resources can be utilised optimally, and where rich information can be passed among beamlines, pipelines, and graphics programs.

Planned Impact

Noble (Newcastle University) and Brown (University of Kent) are chairman and chairman elect of CCP4, and have responsibility for delivery of its software development, maintenance, distribution, and outreach programs. The impact of their contribution arises from this proposal's capacity to improve the efficiency and effectiveness of macromolecular crystallography, and thereby the commercial and academic research that depends upon it. Further impact arises from CCP4s role in disseminating and training a workforce for this commercially important, high-skill technology.

MX is an essential enabling technology for the cellular and molecular biosciences, and consequently for UK pharmaceutical and biotechnological industries. UK research councils and research charities have recognised the need for infrastructural support of the discipline, most recently by allocating a highly-prized beamline at the Diamond Light Source (DLS) for use as a state-of-the-art facility for micro-focus and in situ crystallography for the academic and commercial MX community. In turn, the biotechnological and pharmaceutical science base that is fostered by such investments contributes hugely to the UK economy: in 2010 the pharmaceutical sector provided 67,000 jobs, each contributing £195,000 of GVA, with 25,000 of these positions being in high skill R&D activities (source: http://www.abpi.org.uk). In particular the majority of industrial access to DLS is for MX - amounting to almost 20% of the total user activity in MX.

Collaborative Computational Project 4 (CCP4) was established by the Research Councils in 1979 to promote the development and dissemination of software and best-practice in MX. To this end, it uses Research Council funding to leverage commercial income (over 130 commercial licenses generating over £1M/annum), which it invests in MX training and in software development, maintenance, and distribution. As such, grant funding of CCP4 has the additional impact of strengthening an important interface between UK academic and commercial science.

CCP4s dissemination activities include hosting an annual methods-development meeting, attended by 400-500 graduate students, young researchers and PIs. It also co-sponsors with the British Crystallographic Association annual week-long summer schools, held alternately in Scotland and England, at which cohorts of 40+ graduates are intensively trained in current methods in protein crystallography. These two elements, supported mostly by CCP4s commercial license income, help to keep the UK at the forefront of MX development, and ensure that a pool of well-trained, interdisciplinary scientists are available to apply the technique in academic and/or commercial settings.

The program of work described here, for which Noble and Brown will have ultimate oversight, looks forward to the next stage of the development of MX, to address some of the outstanding obstacles that limit the success and/or efficient application of the technique. It focuses on current and future required developments to work on more challenging samples and includes methods development to optimally utilise multiple samples (key to the use of in-situ data collection). The developments will remove bottlenecks and allow structures to be determined from ever more challenging targets, including membrane proteins and proteins for which sample preparation is inherently difficult. This work will impact directly upon areas of biomedical and otherwise commercial interest. For example, WP0, WP1 and WP4 address the challenge of maximising output from challenging samples, while WP2 and WP3 extend the utility of the molecular replacement approach which accounts for phasing of most datasets. These packages address known bottlenecks in the determination of structures for membrane proteins, a protein class for which structural information is badly needed (since > 50% of drugs target are membrane proteins), but notoriously hard to obtain.

Publications

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Cowtan K (2018) Macromolecular refinement by model morphing using non-atomic parameterizations. in Acta crystallographica. Section D, Structural biology

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Ginn HM (2016) Recovery of data from perfectly twinned virus crystals revisited. in Acta crystallographica. Section D, Structural biology

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Ginn HM (2016) TakeTwo: an indexing algorithm suited to still images with known crystal parameters. in Acta crystallographica. Section D, Structural biology

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Ginn HM (2015) A revised partiality model and post-refinement algorithm for X-ray free-electron laser data. in Acta crystallographica. Section D, Biological crystallography

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Hotta K (2014) Conversion of a disulfide bond into a thioacetal group during echinomycin biosynthesis. in Angewandte Chemie (International ed. in English)

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Hough M (2018) From crystal to structure with CCP 4 in Acta Crystallographica Section D Structural Biology

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Hough MA (2018) From crystal to structure with CCP4. in Acta crystallographica. Section D, Structural biology

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Keegan RM (2015) Exploring the speed and performance of molecular replacement with AMPLE using QUARK ab initio protein models. in Acta crystallographica. Section D, Biological crystallography

 
Description Key findings for the active work packages (WP0, WP1, WP2, WP3 and WP4) have been described in the individual returns from Eugene Krissinel (CCP4/STFC/RCaH), Gwyndaf Evans (Diamond Light Source), Daniel Rigden (Liverpool), Kevin Cowtan (York) and Garib Murshudov (LMB, Cambridge).

WP0: Our central aim is to develop a cloud-computing infrastructure by which CCP4 software and computational resources can be made available to the community. For this we have two strategies. The first one provides a "Desktop" CCP4 installation via virtual machines within DAaS (Data Analysis as Service) framework supported by SCD/STFC. The second, "CCP4 Cloud", provides a client-server model for a user's interaction with crystallographic calculations. CCP4 Cloud is also deployable in DAaS and may form the basis for CCP4's future user interfaces. Both frameworks will allow the user to leverage high performance computation facilities, for example those provided by the SCARF cluster at STFC/SCD, and high-volume remote data storage. We have developed a set of Cloud virtual machines with CCP4i2 running on them, complemented by a set of dedicated modules for running CPU-intensive jobs on SCD's SCARF facility. We are, moreover, implementing data exchange protocols between iCAT storage facility for data collected at Diamond, CCP4 Cloud and DAaS virtual machines. In 2017, we made available a preliminary version of our next generation client-server interface, both as a server that can be used by CCP4 subscribers (url http://ccp4serv6.rc-harwell.ac.uk/jscofe/), and as software to support local installations. Through 2018, CCP4 Cloud was complemented with significant number of tasks facilitating structure solution. As a result, CCP4 Cloud provides all main protocols for Molecular Replacement, Experimental phasing and hybrid methods, from image processing to refinement and validation. In addition, interactive model building using Coot Software has been enabled in CCP4 Cloud, and several highly automated pipelines, benefiting from access to considerable computational resources in the Cloud, were added. We also linked CCP4 Cloud with validation and deposition services from wwPDB, such that users can acquire wwPDB Validation Report and prepare deposition data as part of their CCP4 Cloud projects. In summary, CCP4 Cloud has been brought to a release state, and further development line will be mainly in responding to user feedback as it becomes a core element of CCP4's future.

WP1: Our central aim is to allow the results of real-time data analysis to inform experimental decisions on synchrotron beamlines. We have collected and curated test data sets for software development; currently the repository contains ~10TB of data which accounts for ~500 PDB structures. A summer placement student has been recruited for June-September 2017 to link data sets to meta data in a data base. We aim to open the database for broader use by the community before the end of the grant. Towards identifying predictive metrics of dataset quality ~100 data sets have been used to test diffraction data quality indicators (I/sigI, CC1/2, Rpim, completeness) in proof-of-principal statistical analysis; a histogram showing success / failure of correct space-group identification in conjunction with these quality indicators has been created and showed promising indicative properties. Coding has also been initiated to implement decision making in existing MX structure-determination pipelines. In addition, we are collaborating closely with MRC LMB (Murshudov and Evans) on model independent evaluation of electron density map quality in order to drive our learning algorithms by assessing success in a robust manner.

WP2: Our central aim is to enhance the exploitation of existing structural knowledge and improving ab initio structure prediction methods to increase the throughput and quality of macromolecular structures determined by X-ray crystallography. Predicted residue contacts derived from evolutionary covariance have been shown to improve ab initio model quality making larger and more beta-rich proteins tractable to MR structure solution by AMPLE. In related work, we developed and published software ConKit to facilitate the user of contact prediction data. We also published a review on the applications of contact predictions in structural biology. Alternative strategies for sampling from clusters of ab initio models have been extensively compared resulting in a new default processing protocol. AMPLE's performance on transmembrane helical targets has been tested and published showing that, while ideal helices work well for better resolution structures, explicit model building is required to solve poorer resolution cases ab initio. We have shown that coiled-coil proteins are particularly amenable to structure solution by Molecular Replacement with AMPLE. Novel approaches to maximise the value of single distant homologues in AMPLE have been explored and published. Major updates to MrBUMP have also been described in a paper. We have also developed and published a software pipeline SIMBAD for Molecular Replacement on a large scale. It is specifically useful to detect contaminants, to solve unsequenced proteins etc. We have since updated the pipeline to improve performance and are preparing a manuscript. Additional URL https://simbad.readthedocs.io/en/latest/ Finally, new features in Phaser - better statistical treatment of ensemble models, and "gyre" and "gimble" refinement - have improved the performance of AMPLE and Arcimboldo, respectively. All software is available through the CCP4 suite.

WP3: Our central aim is to develop alternative parameterisations for manipulating atomic and electron density MR models. In 2017 our focus has shifted from a "control point" algorithm towards using a spatially complete "shift field" to describe the transformations that relate a model to an experimental electron density distribution. This latter approach shows great promise for working at high speed and with low resolution data, opening up new opportunities in model building and refinement.

Dr Jon Agirre was appointed to work on the York work package of the CCP4 grant on 1st April 2015. In the first 21 months of the grant we have been building a substantial computational infrastructure as well as developing and implementing the mathematical frameworks for model free refinement.

The proof-of-concept control-point software developed by Dr Cowtan was modified for application to real molecular replacement data rather than the original synthetic data. The software has been applied to a problem molecular replacement structure - in which phase information is not available, as well as to test data where phases are available - the latter case being more representative of the application to electron microscopy data. The software is performing effectively when phases are available, for all parts of the structure where there are significant electron density features. The software was instrumented to provide visual diagnostics in the Coot graphics package, which revealed a problem which arises when a convex hull surrounding the structure contains enclosed solvent channels. This will be addressed by pruning uninformative control points.

Tests on a problem molecular replacement structure which shows significant domain motion were unsuccessful. The principal obstacle in this case was the quality of the electron density reconstruction from the model: the domain motion was sufficient to cause the moving regions to display either misleading or no electron density. However, it may be that this dataset represents an unrealistic challenge. We are working on addressing this problem by a three-fold strategy:

- Improvements to the search target function to better detect the appropriate shift to apply to a given region of the search model.
- The control point software will be applied to the problem of generating an ensemble of permutations on the search structure. The information from the model ensemble will then be combined to produce a bias-reduced map against which to perform control point refinement of the coordinates of the search model.
- A database of molecular replacement test structures will be prepared to enable a more effective evaluation of the performance of the algorithm.

In addition, we have developed a python interface to the clipper libraries to enable more rapid development of the required algorithms. We have also been working on the CCP4i2 software framework for implementing and linking the software tools for control point refinement with supporting tools from the CCP4 software suite.

Since mid 2016 we developed a second approach to model-free refinement, with different strengths and limitations, which does not involve control points at all. Instead, a spatially complete field of parameter shifts is determined, which may include isotropic displacement parameters, anisotropic displacement parameters, and positional parameters. The new approach is much simpler, and has been demonstrated on real data for isotropic displacement parameters, and on synthetic data for anisotropic displacement parameters. An implementation for coordinates is in progress. The simplicity of the new approach gives us a strong expectation of releasing a user-oriented software package within the next 12 months.

In 2017 Dr Agirre was awarded a Royal Society University Research Fellowship, and a new PDRA, Dr Stephen Metcalfe, recruited to continue the work. While this transition incurred a significant cost in terms of training, we have made substantial progress since the last report. The shift-field approach has been formalised and reported at the CCP4 study weekend and a paper. The required an initial implementation of the method for the refinement of isotropic thermal parameters, which allowed the method to be validated and performance investigated, as well as providing a sanity check of the theory. Subsequent to publication we have been working in parallel on the refinement of atomic coordinates, and on the refinement of anisotropic thermal parameters. Anisotropic thermal parameter refinement appears to be possible, although we have not yet determined the limitations of the method. Coordinate refinement has been demonstrated at data resolutions much poorer than are required for traditional refinement methods, and with a radius of convergence which is comparable to or occasionally exceeds the best existing methods. In addition, the new method can be 1-2 orders of magnitude faster than traditional methods (due to working at lower resolutions). This opens up the possibility of new structure solution methods which the computational cost of refinement previously rendered impractical.

Since Feb 2018 we have implemented the new refinement method in a piece of software, 'sheetbend', which has been published in a paper and released to users through the CCP4 source repository; it will also become available as part of the CCP4 software suite at the next release. The current release version performs coordinate refinement and isotropic B-factor refinement. Stephan Metcalfe has also implemented anisotropic B-factor refinement and is testing this for release over the next month or two.


WP4: Our central aim is to develop atomic model refinement against diffraction data produced using multiple crystals. We have developed a method and corresponding software - LORESTER for reusing information in the PDB about macromolecules under study, which is now available through the range of CCP4 user interfaces. Infrastructure for full multiple crystal refinement is now in place and we have started development of full multi-crystal refinement tools. The developments include revised likelihood function for optimal information transfer from the data to the atomic model. Developed methods are also being applied for atomic modelling of cryo-EM maps when there are multiple classes of maps and corresponding multiple sets of atomic models.


In what ways might your findings be taken forward or put to use by others?
Open access software that can be developed by other contributors. We have already mentioned code reutilisation by CCP-EM, but the code is also used and contributed to by many additional contributors to the software developments funded who have no direct funding from this grant e.g. PHASER, SHELX, ARP wARP,

We also are involved in supporting World Wide Protein Data Bank initiatives in quality control and validation of X-ray structures for deposition in the PDB contributing code directly and collaborating with other software developers (e.g. PHENIX) and the wider crystallographic community to help set policy and implement required changes. eg move to mmcif deposition as standard in summer 2019
Exploitation Route We continue a dialogue with investigators involved in analysis of electron microscopy data (CCPEM), and our code repositories are all managed so as to be available for other researchers to exploit under the terms of the applicable software licenses.
Sectors Agriculture, Food and Drink,Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology

URL http://rcccp4serv1.rc-harwell.ac.uk/jscofe/
 
Description CCP4 software continues to play a critical role in the process of determining macromolecular structures by X-ray crystallography, in turn underpinning a wide range of activities in the agricultural, biotechnological, and pharmaceutical sectors.
First Year Of Impact 2014
Sector Agriculture, Food and Drink,Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology
Impact Types Societal,Economic,Policy & public services

 
Description Tutoring on BCA/CCP4 Summer School on Protein Crystallography
Geographic Reach Europe 
Policy Influence Type Influenced training of practitioners or researchers
Impact Protein Crystallography underpins both drug discovery and mechanistic cell biology. The BCA/CCP4 Summer school trains 40 postgraduate and postdoctoral students in current best practice in the theoretical and computational aspects of the technique.
URL http://www.diamond.ac.uk/Home/Events/2016/BCA-Summer-School.html
 
Description CCP4 Advanced integrated approaches to macromolecular structure determination
Amount £60,000 (GBP)
Funding ID BB/S006974/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 03/2019 
End 03/2024
 
Title CCP4 Cloud 
Description CCP4 Cloud is a web-based system for distributed crystallographic computations. It comprises a multi-server architecture, which includes distinctive front-end, number-crunching and client servers. CCP4 Cloud provides an abstract framework to manage users data and run computational tasks on them. The framework is data-driven, so that a user gradually navigates from experimental data through a number of intermediate processes, generating derived data, to a final solution (such as protein structure) at the end. The framework supports user accounts and projects within them. Each project is developed graphically in any common browser, in a highly integrated and interactive manner. The data workflow is maintained automatically, by thus making it easy to inspect structure solution process retrospectively. Thanks to the multi-server architecture, the system is easily scalable, and allows for crowd-sourcing, where computational resources may be acquired from any donating location. The system includes all main CCP4 automatic structure solvers as well as individual tasks (e.g. structure refinement) and provides both MR and EP routes for structure solution. The work on the increasing functionality and result report capabilities is underway. 
Type Of Material Data analysis technique 
Year Produced 2016 
Provided To Others? Yes  
Impact The system was released in 2018 for a wider circle of testers and installed in few research sites (STFC, University of Oxford, Francis Crick Institute London, LMB/MRC in Cambridge) for expert assessment before official public release. 
URL https://cloud.ccp4.ac.uk
 
Title CCP4 web-service CRANK-2 
Description The service represents a highly automated structure solution pipeline for experimental phasing using maximum likelihood methods. The service takes X-ray reflection file and protein sequence and produces a completed, or partially completed, protein structure. The development is aimed at crystallographers with samples showing anomalous X-ray diffraction, and is available through web-interface and is runnable using a common browser, such as Internet Explorer, Firefox, Safari or Google Chrome. 
Type Of Material Data analysis technique 
Year Produced 2015 
Provided To Others? Yes  
Impact The pipeline automates structure solution with experimental phasing, consolidating multiple operations, previously run in manual mode, into one. A single run of CRANK-2 may be equivalent to 1000s of individual operations, which otherwise a researcher would need to perform manually, with appropriate bookkeeping of data flows. Both software maintainers (CCP4) and users also benefit from the accessibility of the software and computational hardware in central location through the Internet, but thus eliminating the need of local installation and maintenance. 
URL http://www.ccp4.ac.uk/ccp4online
 
Title CCP4 web-service SHELX 
Description The development represents an automated SHELXC/D/E structure solution pipeline for fast routine experimental phasing. Accepts data in XDS, Scalepack, SHELX hkl or mtz formats and outputs phases and a poly-Ala trace. The pipeline us based on SHELX software for experimental phasing, and requires a minimalistic input in form of standard X-ray reflections file. The pipeline produces phased structure factors, which can be used for the subsequent structure solution. If protein sequence information is also supplied, the pipeline will attempt to complete structure solution using Refmac and Buccaneer software from CCP4 software suite. The pipeline is available through web-interface and is runnable using a common browser, such as Internet Explorer, Firefox, Safari or Google Chrome. The development aims at crystallographers solving protein structures with X-ray diffraction on macromolecular crystals. 
Type Of Material Data analysis technique 
Year Produced 2015 
Provided To Others? Yes  
Impact The web-service simplifies structure solution practices by consolidating several tasks and permanent availability through the Internet. All needful software and computational infrastructure is maintained at central location, which decreases the associated costs for both software maintainers (CCP4) and users. 
URL http://www.ccp4.ac.uk/ccp4online
 
Title CCP4-DAaS Development 
Description CCP4 Software has been installed on a system of Cloud Virtual Machines, supported by STFC/SCD department. This setup is a combination of two major developments. Firstly, CVMs were complemented with persistent storage for users to keep their crystallographic projects and data between login sessions, and a convenient mechanism (via a shared folder) was provided for users to upload their experimental data in their Cloud projects. Secondly, CCP4 software, in particular the multi-component pipelines (such as automatic structure solvers) and the new CCP4 GUI-2 were modified to take advantage of parallelisation on SCD's SCARF computational facility. The whole setup allows users with UK Federal IDs to host their crystallographic computations on the Cloud and access them from any suitable location worldwide via a common broadband connection. 
Type Of Material Data analysis technique 
Year Produced 2016 
Provided To Others? Yes  
Impact The system was released to a few research groups and crystallographic facilities managers (The University of York, Diamond Light Source, University of New Castle, Birkbeck College) with the purpose of initial testing and assessment. The testing revealed the need for performance improvements, and the corresponding work is being done. The major impact for research groups is in an easy access to computational resources (SCARF facility) to run CCP4 automatic structure solvers. 
URL https://daas.scd.stfc.ac.uk
 
Title Macromolecular refinement by model morphing using non-atomic parameterizations 
Description Methods and data to reproduce the results of the paper "Macromolecular refinement by model morphing using non-atomic parameterizations", submitted to Acta Crystallographica volume D 
Type Of Material Database/Collection of data 
Year Produced 2017 
Provided To Others? Yes  
Impact The dataset has generated two requests from a user wishing to apply the methods. (Users may also accessing the data or code without contacting us.) 
URL https://pure.york.ac.uk/portal/en/datasets/macromolecular-refinement-by-model-morphing-using-nonatom...
 
Description CCP4-DaAS Collaboration on Computational Cloud Developments 
Organisation Rutherford Appleton Laboratory
Department Scientific Computing Department
Country United Kingdom 
Sector Public 
PI Contribution STFC/SCD (Scientific Computing Department) Cloud Team receives CCP4 expertise on crystallographic computations and the Software Suite suitable for setup on SDC Cloud virtual machines. Specific software modifications and additions are being made in order to make CCP4 Software running in a virtual machine setup, exchange data with users' desktop computers and to conduct long-running tasks on a dedicated computational facility (SCARF). In near perspective, data exchange with experimental facility (Diamond Light Source Beamlines) will be developed in order to allow CCP4 and DLS users to have a seamless transfer of data from synchrotron to their Cloud-based Projects for further processing and structure solution.
Collaborator Contribution CCP4 Cloud project acquires an essential expertise in software setup for Cloud-based computations, as well as basic Cloud infrastructure provided and maintained by the Department. In addition, the SCD provides computational facilities (SCARF cluster) for running computationally expensive tasks from CCP4 users. The existing setup is being designed and modified by SCD Cloud Team to meet specifications of CCP4 Software and the corresponding deployment requirements.
Impact 1) Set of technical specifications for computational Cloud infrastructure 2) Pilot project on the deployment of CCP4 Software in the Cloud 3) Computational and Cloud setup suitable for running CCP4 Software 4) Access to computational facilities for prospective CCP4 Cloud users
Start Year 2020
 
Description Collaboration with Neil Ranson, Leeds University to study complexes involved in the ubiquitylation of P27 
Organisation University of Leeds
Country United Kingdom 
Sector Academic/University 
PI Contribution We have generated samples and worked up protocols to prepare them for imaging under negatively stained and vitreous cryo conditions. Preliminary and proof of concept work was carried out on the Hitachi instrument purchased with this award.
Collaborator Contribution Professor Ranson has made available time on his 300kV instruments to collect production quality data at high resolution, has supported and provided training in sample preparation and data collection, and has guided us in software solutions suitable for data analysis
Impact Facilitation of access of our samples to high resolution microscopes
Start Year 2019
 
Description Collaboration with Prof. Jamie Blaza (York University) 
Organisation University of York
Department Department of Biology
Country United Kingdom 
Sector Academic/University 
PI Contribution We are generating targets for cryo EM structure determination, drawn from our portfolio of cancer-relevant macromolecular complexes. These targets challenge what can be achieved by cryo EM due to their relatively low molecular weight (<< 100kDa) and lack of intrinsic symmetry.
Collaborator Contribution Jamie and the team in York support us through providing expertise in cryo EM sample preparation and manipulation, as well as in data acquisition
Impact Principle outcomes so far are scientific exchange, training, and the collection of data that we expect to have measurable impact (scientific and translational) downstream
Start Year 2021
 
Title AMPLE 
Description A pipeline for unconventional Molecular Replacement using, for example, ab initio protein structure predictions 
Type Of Technology Software 
Year Produced 2012 
Open Source License? Yes  
Impact It has allowed solution of protein crystal structures by MR when conventional approaches failed 
URL https://amplemr.wordpress.com/
 
Title AMPLE, 2019 
Description AMPLE is a pipeline for Molecular Replacement. Since its original conception it has been extensively improved to work with search models derived from, for example, NMR ensembles (with or without remodelling), ensembles derived from single structures by computational means, contact-assisted ab initio models, single structures processed according to arbitrary scores provided, ab initio models from databases and so on. 
Type Of Technology Software 
Year Produced 2020 
Open Source License? Yes  
Impact Makes the process of doing molecular replacement in macromolecular structure solution easier for users, consequently enabling new insights into macromolecular molecules. 
URL https://ample.readthedocs.io
 
Title Buccaneer version 1.6.1 protein model building software 
Description Buccaneer is an automated protein model building program. It features robust handling of limited data resolution, and is competitive in terms of speed. It is particularly useful at resolutions of worse than 2.5A, although it can also be used at high resolution. The latest version includes methods for de-biasing molecular replacement models, arising from grant BB/L006383/1 
Type Of Technology Software 
Year Produced 2015 
Open Source License? Yes  
Impact N/A 
URL http://www.ccp4.ac.uk/download/
 
Title Buccaneer version 1.6.3 protein model building software 
Description Buccaneer is an automated protein model building program. It features robust handling of limited data resolution, and is competitive in terms of speed. It is particularly useful at resolutions of worse than 2.5A, although it can also be used at high resolution. The latest version includes methods for handling large structures and for bringing the final model closer to completion. 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact N/A 
URL http://www.ccp4.ac.uk/download/
 
Title CCP4go 
Description CCP4go combines a number of automated pipelines in CCP4 Software Suite, aiming at providing the simplest, one-button, solution for end-users. CCP4go choses solution protocol(s) based on data supplied by user, rather than by user's choice. A number of alternative protocols may be chosen subject to data properties, which are also identified automatically. Available protocols include data merging and scaling, automated Molecular Replacement and Experimental Phasing, model building, refinement, preparation of ligand structures and fitting them in electron density. If input data have no complication, CCP4go can deliver a complete solution without user intervention. CCP4go is included in CCP4 Cloud Platform, jsCoFE. 
Type Of Technology Software 
Year Produced 2018 
Open Source License? Yes  
Impact CCP4go dramatically simplifies operations with CCP4 automated pipelines, and provides end-users with the simplest possible way of solving structures. Without CCP4go, structure solution included several stages, even in most automated form, and a user was expected to make an informed decision regarding the structure solution pathway. CCP4go works completely without user intervention, which substantially improves user experience and makes the most simple and efficient use of CCP4 automated solvers. 
URL http://ccp4serv6.rc-harwell.ac.uk/jscofe/
 
Title Clipper-python 
Description Clipper-python is a python interface to the 'clipper' C++ libraries for X-ray crystallographic computation. It enable much more rapid application development and testing by making clipper functionality available through the python programming language. The software has been included in version 7.0 of the CCP4 software suite. 
Type Of Technology Software 
Year Produced 2015 
Open Source License? Yes  
Impact The parallel CCP-EM project for Electron Microscopy has expressed interest in using and distributing the software. 
URL http://www.ccp4.ac.uk/download/
 
Title Clipper-python 
Description Clipper-python is a python interface to the 'clipper' C++ libraries for X-ray crystallographic computation. It enable much more rapid application development and testing by making clipper functionality available through the python programming language. The software has been included in version 7.0 of the CCP4 software suite. The software has now been expanded to allow rapid access to and manipulation of large crystallographic data object by using the tools in python/numpy. The new version has been released by CCP4 and is also now in the CCP-EM source tree for inclusion in their next release. 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact The library has been developed to facilitate the implementation of the refinement methods being developed on this grant, however its utility has also become apparent at a summer school in which students used it to write their own crystallographic software from scratch, as well as by its adoption by the CCP-EM project. 
URL https://fg.oisin.rc-harwell.ac.uk/projects/clipper-python/
 
Title Clipper-tools 
Description This is a companion module that gets distributed alongside clipper-python. Jon Agirre has developed simple io functions with logfile & XML reporting (different behaviours available using callbacks) for native integration with i2. [released by CCP4, in CCPem source tree] Within clipper_tools: em.cut_density - cuts a part of a cryoEM map using a mask computed from a supplied model, applies sharpening or blurring, computes map coefficients and produces a mini MTZ file and XML/logfile results. This will be employed by future versions of the phaser pipeline for molecular replacement with EM maps. [committed, available in both source trees]. 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact N/A 
URL https://fg.oisin.rc-harwell.ac.uk/projects/clipper-python/
 
Title ConKit 
Description A Python package to calculate, convert, analyse and visualise protein contact predictions 
Type Of Technology Software 
Year Produced 2017 
Open Source License? Yes  
Impact It has been bundled into the CCP4 and CCP-EM distributions 
URL https://github.com/rigdenlab/conkit
 
Title MrBUMP molecular replacement pipeline for X-ray Crystallography 
Description Automated pipeline to find, prepare and process molecular replacement search models in macromolecular structure solution from X-ray crystallographic data (MX). It helps to address the phase problem in MX. It is distributed with the CCP4 suite of programs and also made available through the CCP4-online web service. 
Type Of Technology Software 
Year Produced 2015 
Open Source License? Yes  
Impact MrBUMP was made available to the global MX community via the CCP4-online service during the course of this grant. This has given easy access to the service to several thousand potential users. It is also backed up with a cluster system to speed the processing and generate results faster. MrBUMP has also been made to CCP4i2 users through an interface and can now be graphically driven throught the CCP4mg molecular graphics interface. 
URL http://www.ccp4.ac.uk/ccp4online
 
Title Phaser software 
Description Phaser is a computer program that enables macromolecular crystallographers to solve structures using the methods of molecular replacement, single-wavelength anomalous diffraction, or a combination of the two. 
Type Of Technology Software 
Year Produced 2015 
Open Source License? Yes  
Impact Over 40% of recent entries in the worldwide Protein Data Bank acknowledge the use of this software in the solution of the structures they describe. 
URL http://www.phaser.cimr.cam.ac.uk/index.php/Phaser_Crystallographic_Software
 
Title SIMBAD 
Description Molecular Replacement pipeline based on rapid screening of the MorDa database of non-redundant PDB structures and domains. 
Type Of Technology Software 
Year Produced 2017 
Open Source License? Yes  
Impact It has already determined that several crystals were unsuspected contaminants and has helped in cases of tray mishandling and crystallisation of unsequenced proteins. 
 
Title SIMBAD 
Description SIMBAD is a sequence-independent Molecular Replacement pipeline. It has modules to detect crystallographic cell similarities to known structures, to screen for contaminants from a database, and to attempt brute-force structure solution using the entire PDB, as represented in a non-redundant, domain-based fashion by the MoRDa database. 
Type Of Technology Software 
Year Produced 2019 
Open Source License? Yes  
Impact By detecting when the protein crystal does not, in fact, contain the expected protein, especially when a contaminant has crystallised, SIMBAD can save the significant time associated with futile solution attempts. Some synchrotrons and beamlines now run it routinely on all datasets collected. 
URL https://simbad.readthedocs.io
 
Title Sheetbend software for model morphing with non-atomic parameterizations. 
Description Software for optimizing a 3D model of a biological molecule to best explain X-ray or electron microscopy observations. 
Type Of Technology Software 
Year Produced 2018 
Open Source License? Yes  
Impact Enquiries from multiple users about application of the software to their problems. 
URL https://pure.york.ac.uk/portal/en/publications/sheetbend-software-for-model-morphing-of-atomic-model...
 
Title Web-based framework for distributed computations 
Description A software framework was developed for performing multiple-stage distributed computations on an expandable hardware basis. The framework consists of 3 types of http servers: front-end, number-cruncher and client-side, communicating exclusively via http or https protocols. The front-end server provides user accounting and, for each user, support for computational projects. Each project represents a branched tree of jobs, generally following the workflow of data in the project. The jobs are executed by the front-end on dedicated number-cruncher servers, which have their own system of job maintenance and storage clean-up. Finally, local clients provide user interface and communication between user and the front end. From user's point of view, the framework looks like a web-application, accessible via common browsers, with rich graphical input and output. Using the in-browser GUI, a user can import data in their projects, form new task and arrange them in form of branching tree, by this allowing for easy reconciliation of the computational routes. Since all projects and imported data are available to user from any geographic location via the Internet, the framework features a type of Cloud setup. From developer's point of view, the framework represents an abstract system of data and task types, complemented with operational links between them. New data and task types can be introduced without changes in the framework, by mere scripting in Javascript and Python. Neither user nor developer are supposed to know the actual configuration of the framework-based computational setup, which makes it extremely versatile and scalable. The framework may be used for hardware crowd-sourcing, thus allowing to utilise idling CPU resources in virtually any location, from a particular lab to computational centres. The framework is being prototyped for specific application in macromolecular crystallography, yet it is fully content-agnostic and may be used in any field where serial computations are required. 
Type Of Technology Webtool/Application 
Year Produced 2017 
Impact Hardware crowd-sourcing; Versatile cloud setups for distributed scientific computations; Uniform access to user's data and computational projects via Internet on virtually any type of client device (PC, tablet, smartphone); Consolidation of software services. 
URL http://ccp4serv6.rc-harwell.ac.uk/jscofe/
 
Description CCP-EM Icknield Workshop on Model Building and Refinement for High Resolution EM Maps 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact 'Icknield Workshop on Model Building and Refinement for High Resolution EM Maps'
2nd - 4th March 2016

This course is aimed at structural biologists with high resolution EM maps ready for / in the process of modelling building and refinement. This three day course will host some of the leading software developers and provide ample contact time to allow delegates to discuss their data in detail alongside traditional lectures and tutorials.

The principal benefit to the participants was an awareness of tools which can perform de-novo model building in high resolution EM maps, removing the model bias associated with fitting pre-determined structures and facilitating the use of EM when no prior structure is available. The principal benefit to us was contact with real EM data and users, giving us a better awareness of the problems to be solved.
Year(s) Of Engagement Activity 2016
URL http://www.ccpem.ac.uk/training/icknield_2016/icknield_schedule.pdf
 
Description CCP4 Cloud Setup and Presentation at Francis Crick Institute, London 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Professional Practitioners
Results and Impact CCP4 Cloud was installed locally at Francis Crick Institute, London, to be available as Institute's facility to all internal crystallography groups. A follow-up lecture on CCP4 Cloud was given to local audience.
Year(s) Of Engagement Activity 2019
 
Description CCP4 Cloud for Distributed Crystallographic Computations 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact An invited talk, followed by a hand-on seminar were given at Open SESAME & Instruct-ERIC Workshop "Remote X-ray Data Collection from European Synchrotrons", hosted by Weizmann Institute of Sciences, Rehovot, Israel, May 14-18, 2018. The event was attended by estimated 40 post-graduate students and 20 senior staff engaged in MX experimentation across various European sites. The purpose of the event was to teach and exercise remote data collection at DLS and ESRF facilities, immediately followed by remote data processing and structure solution with CCP4 Cloud. The event showed rather clearly the attractiveness of remote concept for MX computations, as well as high robustness of CCP4 Cloud as practical implementation of the concept.
Year(s) Of Engagement Activity 2018
URL https://www.structuralbiology.eu/news/open-sesame--instruct-eric-workshop-on-remote-x-ray-data-colle...
 
Description CCP4 Northern Protein Structure Workshop, Carlisle 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Postgraduate students
Results and Impact Taught PhD students and post-doctoral fellows how to use our molecular replacement software, as part of a regional workshop.
Year(s) Of Engagement Activity 2016
URL http://www2.le.ac.uk/departments/molcellbiol/staff/khushwant-sidhu/ccp4
 
Description CCP4 Study Weekend 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Undergraduate students
Results and Impact An annual study workshop composed of lectures and interactive demonstrations held in Nottingham over 3 days
Year(s) Of Engagement Activity 2017
URL http://ccp.ac.uk/
 
Description CCP4 Study Weekend 2017: From Data to Structure 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact This year's CCP4 study weekend focused on providing an overview of the process and pipelines available, to take crystallographic diffraction data from spot intensities right through to structure. Therefore sessions included; processing diffraction data, phasing through molecular replacement and experimental techniques, automated model building and refinement. As well as updates to CCP4 and where is crystallography going to take us in the future?

400 practitioners from the field attended. I presented a talk on current methods for automated structure solution, as well as our new approach to model free refinement by determination of parameter shift fields.
Year(s) Of Engagement Activity 2017
URL http://www.ebi.ac.uk/pdbe/about/events/ccp4-study-weekend-2017
 
Description CCP4 Workshop at AsCA Conference, Auckland, New Zealand, December 2-5, 2018 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A lecture and a live demo presentation of CCP4 Cloud were delivered to estimated 30 workshop participants. The demo included solving protein structure in New Zealand using CCP4 Cloud setup in UK, and have shown high fluency and robustness of the system. A number of questions, crystallography and cloud related, were asked by participants, and requests were made for local setup of CCP4 Cloud at Monash University in Australia.
Year(s) Of Engagement Activity 2018
URL http://asca2018.org/workshops/
 
Description CCP4/BCA summer school 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Airlie McCoy provided advanced crystallography training in a one-week residential workshop.
Year(s) Of Engagement Activity 2016,2017,2018
URL http://www.diamond.ac.uk/Home/Events/2016/BCA-Summer-School.html
 
Description CCP4/BGU Crystallography Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact A workshop to educate people working with CCP4 Software, including the new Cloud Platform jsCoFE
Year(s) Of Engagement Activity 2018
URL https://lifeserv.bgu.ac.il/wp/ccp4workshop/
 
Description CeBEM/CCP4 Macromolecular Crystallography School "Structural Biology to enhance high impact research in health and disease" 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Presentations, tutorials and practical sessions including the new CCP4 Cloud Platform jsCoFE
Year(s) Of Engagement Activity 2017
URL http://pasteur.uy/en/last-news/mx2017
 
Description Crystallographic computing training workshop (APS) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Training students to use advanced feature of crystallographic software.
Year(s) Of Engagement Activity 2015
URL http://www.ccp4.ac.uk/schools/APS-2015/
 
Description Crystallographic computing training workshop (Diamond) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Crystallographic computing training workshop
Year(s) Of Engagement Activity 2015
URL http://www.ccp4.ac.uk/schools/DLS-2015/
 
Description DLS-CCP4 Data Collection and Structure Solution Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact DLS-CCP4 Data Collection and Structure Solution Workshop

Delivered three 45 minute lectures on phase improvement, model building and carbohydrates.
Year(s) Of Engagement Activity 2015
URL http://www.ccp4.ac.uk/schools/DLS-2015/
 
Description Diamond-CCP4 Data Collection and Structure Solution Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Airlie McCoy taught in a workshop to teach best practice in data collection and analysis for protein crystallography.
Year(s) Of Engagement Activity 2016,2017
URL http://www.diamond.ac.uk/Home/Events/2017/Diamond-CCP4-Data-Collection-and-Analysis-workshop.html
 
Description IUCr conference presentation, Montreal 2014 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? Yes
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presentation and questions answered.

n/a
Year(s) Of Engagement Activity 2014
URL http://www.iucr.org/iucr/cong/iucr-xxiii
 
Description IUCr conference workshop, Montreal 2014 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? Yes
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Education in practical application of AMPLE

Attenders expressed greater confidence in AMPLE use
Year(s) Of Engagement Activity 2014
URL http://www.iucr.org/iucr/cong/iucr-xxiii
 
Description Invited talk at Barcelona meeting on "MX and cryo-EM" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited talk by Jon Agirre and Scott Hoh on "Automated model building in cryoEM maps"
Year(s) Of Engagement Activity 2017
URL https://sbu.csic.es/conference-mx-cryoem-bcn/
 
Description Madrid Crystallography School 2018 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact A lecture on CCP4 Cloud and hand-on tutorials were delivered at Madrid Crystallography School, hosted by the CBE (Department of Crystallography and Structural Biology) of the Institute of Physical-Chemistry "Rocasolano", CSIC (Spanish National Research Council), in Madrid, May 2018. CCP4 Cloud was used to teach various technics of macromolecular structure solution to estimated 30 post-graduate student from various European sites. Using Cloud model was found extremely useful for educational events of this type, since no preliminary software setup and testing is required and, in addition, all participants were able to continue working with their data after the event in Cloud accounts that they received during the workshop. The workshop also showed high robustness of CCP4 Cloud developed and setup at CCP4 headquarters at STFC.
Year(s) Of Engagement Activity 2016,2018
URL http://www.xtal.iqfr.csic.es/MCS2018/
 
Description Open SESAME & Instruct-ERIC Workshop on Remote X-ray Data Collection from European Synchrotrons at the Weizmann Institute of Science 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A lecture on CCP4 Cloud with follow-up practical tutorial and seminar were given to about 30 international participants.
Year(s) Of Engagement Activity 2018
URL http://www.weizmann.ac.il/conferences/RXDC2018/remote-x-ray-data-collec-european-synchrotrons-weizma...
 
Description Presentation at CCP-EM Spring Symposium 2019 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Invited talk on Extending model building and refinement tools for Cryo-EM applications at the CCP4 symposium, Nottingham, Apr 2019
Year(s) Of Engagement Activity 2019
URL https://www.youtube.com/watch?v=evbJV6431EA
 
Description Presentation at CCP4 study weekend 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Talk on model morphing with non-atomic representations at the CCP4 study weekend, Nottingham, Jan 2019
Year(s) Of Engagement Activity 2019
URL http://www.cvent.com/events/ccp4-study-weekend-2019/agenda-3372f50a47c74742afc6e001881e38de.aspx?dvc...
 
Description South American crystallography workshop, Brazil 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Taught aspects of protein crystallography to South American PhD students and post-doctoral fellows.
Year(s) Of Engagement Activity 2016,2018
URL http://www.ifsc.usp.br/mx2016/
 
Description South American crystallography workshop, Uruguay 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Taught aspects of protein crystallography in a workshop for South American PhD students and post-doctoral fellows.
Year(s) Of Engagement Activity 2015,2017
URL http://pasteur.uy/en/last-news/mx2017
 
Description Talk at CCP4 Study Weekend "CCP4 Web-services and Cloud Computing Developments" 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact A talk given at CCP4 Study Weekend 2017 "From Crystal to Structure"
Year(s) Of Engagement Activity 2017
URL http://www.ccp4.ac.uk/ccp4course.php
 
Description introduction of CCP4 Cloud to CCP4 Working Group 2 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact The new CCP4 Cloud Platform jsCoFE was presented to CCP4 Working Group 2 that includes leading PIs in UK's protein crystallography
Year(s) Of Engagement Activity 2018