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UKRI/BBSRC-NSF/BIO: Unifying Pfam protein sequence and ECOD structural classifications with structure models

Lead Research Organisation: European Bioinformatics Institute
Department Name: MSCB Macromolec, structural and chem bio

Abstract

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Technical Summary

Evolutionary classification of proteins is essential for all aspects of protein science. Inference of functional properties of an uncharacterized protein from a better studied homolog is a powerful way to generate hypotheses. Protein classifications were separated into two categories: the first, relies on sequence similarity (Pfam); the second, uses 3D structures (ECOD). Sequence classifications are more comprehensive and relevant to protein function, while structure classifications reveal distant evolutionary relationships between protein families. The disparity between them arises from the lack of 3D structures for most proteins with known sequences. However, AlphaFold (AF) removes the barrier between sequence and structure classifications. We will develop cyberinfrastructure to integrate Pfam and ECOD and to classify millions of AF models. We will do this by (i) refactoring the ECOD infrastructure to meet the need of classifying millions of AF models. The revised pipeline will classify domains by sequence, remove disordered or poorly predicted segments, and classify remaining domains by structure comparison augmented with sequence and function evidence, and expert curation. In close collaboration with Pfam, using the newly developed infrastructure we will 1) incorporate all currently released AF models into ECOD, and 2) adapt Pfam families in ECOD. To improve Pfam we will also (ii) develop tools to compare the two classifications and introduce a number of changes to Pfam. We will 1) add new families detected by ECOD, 2) refine domain boundaries using protein structures, and 3) group families into clans by homology identified in ECOD. We will (iii) harmonise Pfam and ECOD. We will resolve inconsistencies between the two classifications, converge to common nomenclature of domains, exchange information, and cross-reference between the two resources.
 
Title Create new Pfam families 
Description Creating new Pfam families that: - were missing in comparison to the ECOD classification - have been identified by the ECOD Domain Parser of AlphaFold Models pipeline 
Type Of Material Improvements to research infrastructure 
Year Produced 2023 
Provided To Others? Yes  
Impact 1029 Pfam families were created; some of them were made available in Pfam 36.0, the rest will be available in the upcoming Pfam 37.0 release. 
URL https://www.ebi.ac.uk/interpro/entry/pfam/#table
 
Title Update Pfam entries 
Description We have developed multiple pipelines to help identify inconsistencies between the ECOD and Pfam classifications and have updated Pfam entries as a result. 
Type Of Material Improvements to research infrastructure 
Year Produced 2023 
Provided To Others? Yes  
Impact 702 Pfam families have been updated so far, some of them have been made available as part of Pfam 36.0 release, others will be made available as part of the upcoming Pfam 37.0 release. 
URL https://www.ebi.ac.uk/interpro/entry/pfam/#table
 
Title Pfam 
Description Protein Family database 
Type Of Material Database/Collection of data 
Provided To Others? Yes  
Impact The annotation of the millions of sequences that are generated by modern DNA sequencing technologies. 
URL http://pfam.xfam.org
 
Description ECOD 
Organisation University of Texas
Country United States 
Sector Academic/University 
PI Contribution Harmonisation of the Pfam and ECOD classifications.
Collaborator Contribution Building new ECOD using AlphaFold predicted structures.
Impact Refactored ECOD pipeline to incorporate predicted structures. Developed tools to compare the Pfam and ECOD classification to identify inconsistencies. Developed new Pfam entries to classify ECOD domains lacking Pfam assignment. Updated Pfam clan classification based on ECOD classification. Created and expanded Wikipedia articles. Updated Pfam online training materials.
Start Year 2023
 
Description Creation of 3 new Wikipedia articles describing protein superfamilies 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Wikipedia articles created for OB-fold, SH3 and HotDog domains
Year(s) Of Engagement Activity 2024
URL https://en.wikipedia.org/wiki/Category:Protein_superfamilies
 
Description InterPro and Pfam resources in the context of EBI structural bioinformatics course 
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 30 professionals received an introduction to the InterPro and Pfam resources, including lecture and practical, in the context of the EBI structural bioinformatics course.
Year(s) Of Engagement Activity 2022,2023,2024
URL https://www.ebi.ac.uk/training/events/structural-bioinformatics2021/
 
Description Pfam release blog posts 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact For each Pfam release, we write a blog post article presenting the release data content, source of new entries, and interesting cases.
Year(s) Of Engagement Activity 2020,2021,2022,2023,2024
URL https://xfam.wordpress.com
 
Description Pfam/ECOD in person meeting 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Pfam/ECOD in person meeting was held at EMBL-EBI
Year(s) Of Engagement Activity 2024
 
Description UCL postgraduates training about InterPro, Pfam and HMMER 
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 Postgraduate and undergraduate students from UCL attended a lecture and practical session on how to use InterPro, Pfam and HMMER resources.
Year(s) Of Engagement Activity 2022,2023,2024
 
Description Update of the annotation for 259 Wikipedia articles related to Pfam and ECOD classifications 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact "67 - Added ECOD link to protein family infobox
133 - Converted Pfam box into Protein family infobox
35 fixes in ""category"", of those 28 - Added/updated to Category:Protein superfamilies
24 Pfam clan links added/fixed"
Year(s) Of Engagement Activity 2023,2024,2025
URL https://en.wikipedia.org/wiki/Category:Protein_superfamilies