Expanding Genome3D and disseminating the structural annotations via InterPro and PDBe

Lead Research Organisation: University College London
Department Name: Structural Molecular Biology

Abstract

The structure of a protein dictates the manner in which it interacts with other proteins and whether or how it binds and changes the compounds it is exposed to. Knowing a protein's structure can help rationalise the mechanism by which it performs its biological role. It is also important for understanding how genetic changes such as mutations in the residues that make up the protein, can destroy or modify the way in which it performs that role. Revolutionary new technologies in biology, known as next generation sequencing, are now allowing biologists to collect vast amounts of genetic variation data. For example, information on changes in the sequences of proteins collected from humans suffering from different diseases like cancer or heart disease. Alternatively, sequences of proteins from species important in an agricultural context. For example different strains of wheat that may be more resistant to frost or produce higher yields.

However, it is much harder and more expensive to determine the 3D structure of a protein than its sequence. It is particularly difficult for human, mouse, chicken, plants and other eukaryotic organisms that we need to study to understand disease or ensure food security. Currently, on average less than 15% of proteins from these important model organisms have an experimentally determined 3D structure. To address this deficit of structural data, algorithms have been developed for predicting the structure of a protein. The most successful approaches identify a relative having a known structure and inherit 3D information by exploiting the known conservation of structural features between evolutionary related proteins. Five of the top world-leading resources generating such annotations are based in the UK (SUPERFAMILY, Gene3D, Phyre, Fugure, pDomTHREADER). These exploit structural relatives in the SCOP and CATH structural classification - the two world leading resources capturing information on domain structures - to use as templates for predicting structures of uncharacterised relatives.

The Genome3D resource, which was launched in 2012, integrates domain structure predictions from all five resources for ten model organisms used to study biological systems and important for the study of human health (e.g. human, mouse) or agriculture and food security (e.g. plant). Although the algorithms used by the resources are powerful for recognising even very remote relationships and inheriting structural information between relatives, their accuracy is < 90%. However, by combining all the data in a single resource and identifying positions in the protein where all the methods agree, it is possible to provide much more reliable annotations. Since it is easier to find these consensus regions if equivalent sets of relatives (i.e. families) in SCOP and CATH have been identified, a large part of the project involves mapping between these resources.

We now wish to continue this project, improving the mapping of SCOP and CATH and using this to increase the amount of reliable consensus data that Genome3D provides. We will include additional organisms important for health and agriculture.

However, a major benefit from this project will be the integration of the Genome3D structural data with structurally uncharacterised sequences in InterPro, a world-leading resource that combines information on protein families from 11 different resources worldwide. By including Genome3D data for families in InterPro we will be able to increase the number of proteins for which we can provide structural data ten-fold. In addition we will provide a very intuitive web-based viewer for looking at the structures and assessing the likely impacts of any changes in the sequence on the function of the protein. Since many biologists are unfamiliar with the value of structural data in assessing genetic variations we will develop web-based training material and arrange workshops both in our institutes and at international meetings.

Technical Summary

1. Improve SCOP/CATH mapping to increase structural data integrated in InterPro

We have already developed a protocol which identifies domain residue ranges for a given PDB classified in CATH or SCOP. The overlap between ranges is calculated to determine whether domains are equivalent. Two superfamilies are judged equivalent depending on the percentage of equivalent domains. Recent work by the PDBe in a joint project with CATH - ending November 2015 - has explored more sophisticated approaches. These examine the multi-domain contexts of the domains being compared and identify blocks of equivalent multi-domain architectures between two superfamilies. This will be further developed to increase the number of equivalent superfamilies. The SCOP/CATH mapping will be exploited in new protocols for integrating predicted structural data into InterPro.

2. Develop a 3D viewer to view sequence variations in a structural context

Displaying structural data in a way that works reliably on different web browsers is a challenge - especially if they have additional components (e.g. features to show conserved positions). Whilst 3D models can be viewed on the Genome3D website using the JSmol viewer, structures are not integrated with sequence data. There are excellent Java-based tools for analysing protein sequence and structure (e.g. JalView, Jmol), however working with Java in modern web browsers is no longer viable due to security concerns. Additionally, since JSmol is a direct port from the large java codebase of Jmol, this presents significant limitations for future development: large web footprint etc. However, alternatives are being developed that address these limitations. We will evaluate the available 3D molecular viewers, identifying robust candidates that conform to web standards (HTML5/WebGL). This viewer will be integrated with other JavaScript components to provide an intuitive, interactive and reusable structural feature viewer.

Planned Impact

The data provided by the project is essential for a wide range of biologists and this proposal addresses key strategic areas for the BBSRC in Data Driven Bioscience: (1) Improved accuracy of structural data used by structural and computational biologists to analyse protein evolution and predict protein structures and functions; (2) Generation of consensus data that will aid the provision of structural annotations for millions of protein sequences in InterPro, and hence UniProt. Such annotations will be critical for understanding the impacts of genetic variations in these proteins i.e. that could be causing disease in humans or animals or modifying the efficiencies of the proteins in different crop and animal strains.

Currently, InterPro contains less than two thirds of the structural annotations in Gene3D and SUPERFAMILY and none of the predictions from PHYRE, FUGUE, pDomTHREADER. By integrating data from all 5 of these Genome3D resources this project will significantly increase the amount of structural data available to biologists. Collaborations between PDBe, SCOP and CATH to map between SCOP and CATH and to develop a platform for assigning domain boundaries to new structures will be incredibly valuable for increasing the numbers of PDB structures classified. Currently <80% of structures in the PDB are classified in either SCOP or CATH and these collaborations will share the task of manual curation - the most time consuming aspect of the classification.

Dissemination through websites and workshops
As evidenced by the web statistics (CATH and SCOP > 10,0000, InterPro 135,000 and PDBe 45,000 unique users/month), data generated by all resources is widely used by biologists both in academia and in industry. Companies frequently use the resources to determine the structures and functions of query proteins. Recent analyses of web statistics by Genome3D groups showed that ~20% of accesses came from industry. Furthermore the algorithms and data provided by FTP downloads are used by a number of pharmaceutical companies including Pfizer India, Cubist, Lilley Pharmaceuticals.

In addition to providing information on equivalent superfamilies the project will provide a range of other consensus data valuable for both academia and industry. For example consensus data on domain boundary assignments will be highly valuable for structural biologists in pharmaceutical companies to guide the generation of domain constructs for structure determination

We will publicise the SCOP/CATH mapping, consensus data and integration of Genome3D in InterPro by presenting at a Technology track of the annual ISMB conference which typically has participants from industry. We will hold a Genome3D workshop at UCL in Dec 2018 to present the integration in InterPro and PDBe. Results will also be reported at an EBI workshop at which Orengo regularly presents and at a Bioinformatics course at UCL which is open both to academics and researchers from industry. We will aim to publish in NAR database 2017, 2019.

Interaction with the Public
UCL, hosts visits by 6th form science students at which the Orengo group give presentations on domain structure classifications and the benefits of using protein structure to understand protein functions and the impacts of genetic variations. UCL is one of 6 Beacons for Public Engagement in the UK and has a dedicated Public Engagement Unit that will provide training. All the PIs and have expertise in communicating scientific strategies and discoveries to the public.

Training received by the research project staff
Researchers in all the groups will be working closely. Researchers will receive hands-on training from other PDRAs in the Orengo, Finn and Velankar groups. All the institutes have excellent training schemes and career development courses and the PDRAs will be working in world class laboratories of internationally renowned scientists. They will have opportunities to present their work within the groups.

Publications

10 25 50
 
Description Knowing the 3D structure of a protein can be very valuable for understanding the mechanism by which it functions and for designing drugs that could inhibit or modify its function. However, fewer than 10% of known protein sequences have known protein structures. This project provided predictions of protein structures for structurally uncharacterised proteins from ten model organisms including human, fly, mouse and yeast. These predictions were made on the basis of homology to known protein structures. In order to increase confidence in the accuracy of the predictions, information was combined from five independent resources, (SUPERFAMILY, Gene3D, PHYRE, FUGUE, pDomTHREADER) and the groups developing these resources collaborated to provide this data.

The API was developed and successfully implemented along with an example API client. This has allowed Genome3D partners to submit over 500,000 annotations for the upcoming release and integrate the data submission process into pipelines (making future submissions easier).

The CATH-SCOP mapping, developed to identify predicted structures from equivalent families in SCOP or CATH, has been updated to use the latest versions of CATH (v4.2) and SCOP (v1.75).

We are working with InterPro to integrate clusters of equivalent superfamilies between CATH and SCOP. A workshop was held at the EMBL-EBI in January 2017 to discuss how to integrate the clusters into InterPro and to examine some of the challenges faced, so that we can work together to resolve them. For the "silver-standard" and "bronze-standard" mapped clusters (i.e. those clusters not of "gold-standard"), further work is evaluating sub-blocks of equivalence within mapped clusters using multi-domain architecture (MDA) information. Rules have been constructed to identify "gold MDA blocks", which are being integrated into InterPro.

A workshop was held at the Crick Institute in February 2017 between all members to: discuss the new structure prediction data that will be integrated into Genome3D, and design the Genome3D and InterPro web pages displaying the data.

A 3D viewer tool was developed for the webpages that will be used to view the new structural models.

Over the last year 5 more model organisms were annotated by the partners and uploaded to Genome3D - TB, wheat, rice, pig and cow
Exploitation Route Known structural data is available for fewer than 15% of the genes in most organisms, the sensitive prediction algorithms in Genome3D can increase this coverage nearly four-fold. Integrating Genome3D data with InterPro families will provide predicted structures for groups of homologues and extend the Genome3D structural coverage for ten-fold more sequences.

Additionally, the project will aid functional analyses by providing a powerful new visualisation tool to view sequence information in a structural context. Linking consensus structural data in Genome3D with PDBe will also aid structural biologists in structure determination of uncharacterised relatives and determination of multicomponent assemblies using integrative structure determination methods.

The structural data in Genome3D will be valuable for biologists/biomedical researchers seeking to understand the likely impact of a genetic variation or nsSNP in a query protein.

Genome3D data is also useful for target selection by structural genomics consortia. Since Genome3D provides the most comprehensive structural coverage of Pfam families, it has been used by the NIH PSI structural genomics consortia to target structurally uncharacterised Pfam families.

The structural annotations will also be useful for bioinformaticians and chemical biologists in pharmaceutical companies seeking to determine whether a drug target has structural analogs that could bind the drug, resulting in side effects.
Sectors Digital/Communication/Information Technologies (including Software),Pharmaceuticals and Medical Biotechnology

URL http://www.genome3d.eu
 
Description The development of the Genome3D API has helped to develop this resource from a specialist portal (for structure prediction within the UK) to a data repository for the wider structural bioinformatics community. Genome3D will be used as a focal point to store predictions from 3DBioInfo - the recently created ELIXIR community for 3D Structural Bioinformatics. Genome3D was also involved in a funded ELIXIR implementation study which will see SWISS-MODEL predictions being integrated into Genome3D and then disseminated into InterPro and PDBe. The consensus structural annotation data is being used by PDBe to provide information on protein sequences related to structures deposited in the PDB. The SCOP/CATH mapping is being used by InterPro to guide integration of the structural annotations from SUPERFAMILY and Gene3D in InterPro. Structural models from this project will be used in the FunPDBe project to help interpret the functional impact of genetic variation on human proteins. Additionally, PDBe and InterPro resource are widely used by the pharmaceutical industry. The work on Geneom3D and collaboration with Sameer Velankar at the European Bioinformatics Institute (EBI) and other participants in the 3D-BioInfo Community has been instrumental in establishing the 3D-Beacons portal at the EBI.This is providing on request protein structures from a range of internationally renowned resources for protein structure prediction including AlphaDoldDB, RosettaDB, SWISS-MODEL, Genome3D.
First Year Of Impact 2023
Sector Digital/Communication/Information Technologies (including Software),Pharmaceuticals and Medical Biotechnology
Impact Types Economic

 
Title Genome3D API 
Description Genome3D was originally intended to provide a portal for the protein structure prediction / classification community in the UK. The resource collects predictions based on proteins from model organisms from a number of groups and displays these annotations on web pages. Populating the original database required a considerable amount of manual effort from all contrinuting resources and it was clear that a more efficient data management mechanism was needed to maintain this resource in the longer term. To address this issue, a RESTful API was developed that would allow Genome3D partners to manage (add/update/delete) their own data. With the API, each partner is able to "push" predictions directly from their own data pipelines to the Genome3D repository. The API is compliant with OpenAPI v2.0 specification, allowing partners to develop their own API clients without any restrictions on platform and language. However, for convenience we also developed an example API client (https://github.com/UCLOrengoGroup/genome3d-openapi-client) to make the process of interacting with the API from the command-line as straighforward as possible. 
Type Of Material Improvements to research infrastructure 
Year Produced 2018 
Provided To Others? Yes  
Impact Using the API for data management has a number of advantages: reducing manual effort, immediate feedback for data validation and providing more control to the partners. Importantly, it also opens up the resource to the wider community by making it easier to add new partners and new model organisms. Since resources continually update their own predictions, this model also avoids the problem of trying to coordinate release cycles between resources: the database simply gets released every 6 months and includes all predictions made up to that point in time. This API was recently used by the Genome3D partners to submit over 500,000 predictions for the upcoming release of Genome3D. It will also be used to disseminate these predictions back out into the community, most notably by InterPro and PDBe for their own web pages. 
URL http://www.genome3d.eu/api/
 
Title Genome3D 
Description Please note that this research database is still being continuously developed and improved. Genome3D provides consensus structural annotations and 3D models for sequences from model organisms, including human. These data are generated by several UK based resources in the Genome3D consortium: SCOP, CATH, SUPERFAMILY, Gene3D, FUGUE, THREADER, PHYRE. In addition Genome3D integrates structural classification data from SCOP and CATH. An overview of some of the features this resource provides: Structural Annotations -- regions of protein sequences that have been matched to structural domains (from CATH or SCOP) Structural Models -- regions of protein sequences that have been modelled in 3D (based on similarity to a CATH or SCOP domain) Consensus Superfamilies -- an official collaboration between the structural domain classification databases CATH and SCOP. The resource provides annotations based on over 160,000 UniProtKB sequences from 10 model organisms plus a representive set of proteins from Pfam. The annotations include over 1,000,000 predicted structural domains and over 350,000 predicted 3D structural models. The upcoming release of Genome3D updates the existing set of protein sequences and includes 3 additional model organisms (pig, wheat and TB) which more than doubles the total number of sequences (over 400,000 UniProtKB entries). 
Type Of Material Database/Collection of data 
Year Produced 2012 
Provided To Others? Yes  
Impact The development of the Genome3D research involved building strong working collaborations between leading structural bioinformatics groups in the UK. Providing a single portal that shows annotations from each of these resources has helped to advertise and improve the quality of these individual resources. Having this strong collaboration in place helped us to bring together an effective working group to represent structural bioinformatics for the training node in ELIXIR UK. 
URL http://www.genome3d.eu
 
Description Swiss-Model - 3D Models for CATH domain sequences 
Organisation University of Basel
Country Switzerland 
Sector Academic/University 
PI Contribution This is an ELIXIR funded collaboration between the Orengo Group and the Swiss-Model Team, led by Prof. Torsten Schwede. The Orengo group will be building a computational platform to provide domain sequences predicted to belong to CATH functional families (FunFams). FunFams are generated using agglomerative clustering of domain sequences in each superfamily guided using a protocol that assess similarity in specificity determining residues.
Collaborator Contribution The SwissModel team will be building computational pipelines to import the CATH sequences data and then submit these sequences to the established Swiss-Model homology modelling platforms. The 3D models generated will be made available to the biology community via the Swiss-Model, CATH-Gene3D, PDBe and InterPro websites.
Impact We have built APIs that allow exchange of data between CATH and SWISS-MODEL Using these we have imported 3D-Models for structurally uncharacterised CATH-FunFams into CATH. This pilot work has led to a more substantial collaboration between the partners as part of the 3D-Gateway project which is establishing the 3D-Beacons portal to integrate 3D-Models from different resources (SWISS-MODEL, PHYRE, Rosetta, DomTHREADER)
Start Year 2017
 
Title cath-superpose: flexible superpositions of protein structures 
Description cath-superpose provides the optimal structural superposition between two protein structures. When deciding on which residues to use for the superposition, the tool takes into account the structural environment of each residue. This focuses the superposition on the parts of the alignment that align well rather that variable regions that can disrupt superpositions. In contrast with methods that simply attempt to minimise the RMSD, this approach can be used to build superpositions of hundreds of protein structures that clearly show the highly conserved ancient structural core within distantly related protein domain structures. - written and tested in strict C++ - removed a number of local dependencies to allow the tool to be used by the wider community - source code released on GitHub under the GPLv3 license (as part of the cath-tools suite) - incorporated into a robust continuous integration (CI) build with tests and releases 
Type Of Technology Software 
Year Produced 2016 
Open Source License? Yes  
Impact - used as a tool to superpose predicted structures from the Genome3D collaboration - used to provide superpositions of entire superfamilies for the CATH database (previously not possible) 
URL http://cath-tools.readthedocs.io/en/latest/tools/cath-superpose/
 
Description 14TH INTERNATIONAL SYMPOSIUM ON INTEGRATIVE BIOINFORMATICS 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact A talk at a conference oniIntegrating heterogeneous data to create an in-depth insight into complex biological systems. This was held at Rothamsted in June 2018. Experts were brought together from the fields: bioinformatics, computational biology, computer science, systems biology, and statistics. Christine Orengo gave a talk about computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2018
URL https://www.rothamsted.ac.uk/events/14th-international-symposium-integrative-bioinformatics
 
Description 31st European Crystallography Meeting, Oviedo 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A talk at an international conference about computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2018
URL https://ecm31.ecanews.org/en/welcome-to-oviedo.php
 
Description 3rd Student Conference on Mathematical Foundations in Bioinformatics 2018 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact Talk to around 50 attendees for a student conference on mathematical foundations in bioinformatics. This was held at Kings College London in August 2018.
Year(s) Of Engagement Activity 2018
URL https://nms.kcl.ac.uk/informatics/events/MatBio2018/
 
Description BioProNET Big Data and Computational Biology in Bioprocessing Workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Talk at a workshop on computational biology and bioprocessing in June 2018.
Year(s) Of Engagement Activity 2018
URL http://biopronetuk.org/biopronet-funded-collaboration-building-workshops/
 
Description Biochemical Society Workshop on Exploiting Protein Structure to Determine the Effects of Genetic Variation 
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 Workshop on protein structure prediction and analysis in the context of analysing the impacts of genetic variations in proteins.

This was organised by Christine Orengo and Michael Sternberg and held at Darwin House, London.

Participants were introduced to concepts underpinning the analysis and prediction programs in CATH-Gene3D, Genome3D, PHYRE and other resources.
Year(s) Of Engagement Activity 2016
 
Description Bioinformatics and Computational Biology Conference 2018, Naples 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A talk at an international conference on computational analyses exploiting CATH-Gene3D and Genome3D data. Held in Naples, Italy in November 2018.
Year(s) Of Engagement Activity 2018
URL https://www.bbcc-meetings.it/
 
Description Bioinformatics talk in UCL Healthcare Careers Day 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Schools
Results and Impact Around 100 school students attended the Bioinformatics STEM talk at the Medicine and Healthcare Careers Day at UCL which was aimed at introducing Bioinformatics to school students along with a hands-on practical session on structural bioinformatics and showcasing the CATH database.
Year(s) Of Engagement Activity 2017
 
Description Cold Spring Harbor Asia conference on Frontiers in Computational Biology & Bioinformatics 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact A talk at an international conference about computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2018
URL https://www.csh-asia.org/2018meetings/COMP.html
 
Description Computational Biology conference in July 2017 (Prague, Czech Republic) 
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 Intelligent Systems for Molecular Biology (ISMB) is an annual academic conference on the subjects of bioinformatics and computational biology organised by the International Society for Computational Biology (ISCB). In July 2017, ISMB/ECCB was held in Prague. The principal focus of the conference is on the development and application of advanced computational methods for biological problems. Talks and posters were presented during various sessions at this conference. Christine Orengo gave a talk on
on computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2017
URL https://www.iscb.org/ismbeccb2017
 
Description ELIXIR 3D-BioInfo Launch Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Talk at the ELIXIR 3D-BioInfo Launch Meeting in Basel, Switzerland in October 2018. The talk presented computational analyses exploiting CATH-Gene3D and Genome3D data. This meeting discussed the launch of a new ELIXIR community in structural bioinformatics.
Year(s) Of Engagement Activity 2018
URL https://swissmodel.expasy.org/25years/elixir
 
Description ELIXIR All Hands Meeting 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The fourth ELIXIR All Hands meeting brought together ELIXIR Node members and collaborators from partner organisation to review ELIXIR achievements and activities so far and discuss plans for the future. This meeting was held in Berlin in May 2018.

Christine Orengo gave a talk on CATH-Gene3D and Genome3D.
Year(s) Of Engagement Activity 2018
URL https://www.elixir-europe.org/events/elixir-all-hands-2018
 
Description EMBO Workshop on Pseudoenzymes 2018: From molecular mechanisms to cell biology 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk at EMBO Workshop on Pseudoenzymes 2018: From molecular mechanisms to cell biology. This was held in Sardinia, May 2018.
Year(s) Of Engagement Activity 2018
URL http://meetings.embo.org/event/18-pseudoenzymes
 
Description ISMB Chicago 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact ISMB is the world's largest bioinformatics/computational biology conference. It hosts hundreds of attendees from multiple disciplines to discuss the latest developments and applications of computational methods to solve biological problems. This conference was hosted in Chicago in July 2018. Christine Orengo gave a talk on computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2018
URL https://www.iscb.org/ismb2018
 
Description Prague Protein Spring 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Talk at a conference to discuss the current progress and future directions of protein science. This was held in Prague in May 2018. Christine Orengo gave a talk about computational analyses exploiting CATH-Gene3D and Genome3D data.
Year(s) Of Engagement Activity 2018
URL http://www.pragueproteinspring.cz
 
Description Structural Bioinformatics Workshop 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk at Structural Bioinformatics Workshop in Pune, India in March 2018.
Year(s) Of Engagement Activity 2018
 
Description Talk in Fisher Centre for Computational Biology meeting (8 Nov 2017) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Professional Practitioners
Results and Impact This was an invited talk at the 12th Fisher Centre meeting on 8 Nov. 2017 at The Francis Crick Institute. Around 100 participants attended the meeting. The talk sparked questions and discussions afterwards.
Year(s) Of Engagement Activity 2017
URL https://www.ucl.ac.uk/ra-fisher-centre