SlideShare a Scribd company logo
How to run and maintain a popular
biological data repository?
Dr. Juan Antonio Vizcaíno
EMBL-European Bioinformatics Institute
Hinxton, Cambridge, UK
E-mail: juan@ebi.ac.uk
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Data resources at EMBL-EBI
Genes, genomes & variation
ArrayExpress
Expression Atlas PRIDE
InterPro Pfam UniProt
ChEMBL ChEBI
Molecular structures
Protein Data Bank in Europe
Electron Microscopy Data Bank
European Nucleotide Archive
European Variation Archive
European Genome-phenome Archive
Gene & protein expression
Protein sequences, families & motifs
Chemical biology
Reactions, interactions &
pathways
IntAct Reactome MetaboLights
Systems
BioModels Enzyme Portal BioSamples
Ensembl
Ensembl Genomes
GWAS Catalog
Metagenomics portal
Europe PubMed Central
Gene Ontology
Experimental Factor
Ontology
Literature & ontologies
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
• PRIDE stores mass spectrometry (MS)-based
proteomics data:
• Peptide and protein expression data
(identification and quantification)
• Post-translational modifications
• Mass spectra (raw data and peak lists)
• Technical and biological metadata
• Any other related information
• Full support for tandem MS approaches
• Any type of data can be stored.
• Since July 2017, an ELIXIR core resource.
PRIDE (PRoteomics IDEntifications) Archive
http://www.ebi.ac.uk/pride/archive
Martens et al., Proteomics, 2005
Vizcaíno et al., NAR, 2016
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
A data repository is a service to the scientific
community
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Infrastructure and personnel are the key (1)
Computing infrastructure is very expensive to maintain.
(We are very lucky to be at the EBI).
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Stats (3): Data growth in EBI resources
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Infrastructure and personnel are the key (2)
Expert staff members are essential (like in any other business):
- It is not easy to get good people with the needed skills
- Complementary skills are essential
- Managing people as a team is challenging
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
At an early stage
• Promote your resource as much as possible and demonstrate that you
can provide an essential service in a reliable way
• Interaction with scientific journals was essential for PRIDE.
• Scientists are busy people
• Journals and funders requirements are pushing for open data
• Develop user-friendly tools. Submitting and accessing data must be very
easy.
• Demonstrate that the team does and enables good science
• Publications, conferences/workshops.
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
At a more advanced stage
• Keep active communication with some wet labs, and with
the community as a whole (finding the right balance)
• New ideas come often from a simple chat
• Conferences and workshops
• Training courses
• Work actively together with your collaborators/competitors
to look for synergies:
• ProteomeXchange
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
ProteomeXchange: A Global, distributed proteomics
database
PASSEL
(SRM data)
PRIDE
(MS/MS data)
MassIVE
(MS/MS data)
Raw
ID/Q
Meta
jPOST
(MS/MS data)
Mandatory raw data deposition
since July 2015
• Goal: Development of a framework to allow standard data submission and
dissemination pipelines between the main existing proteomics repositories.
http://www.proteomexchange.org
New in 2016
Vizcaíno et al., Nat Biotechnol, 2014
Deutsch et al., NAR, 2017
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
At a more advanced stage
• Keep active communication with some wet labs, and with
the community as a whole (finding the right balance)
• New ideas come often from a simple chat
• Conferences and workshops
• Training courses
• Work actively together with your collaborators/competitors
to look for synergies:
• ProteomeXchange
• An International Consortium is better than a single resource
(perception, funding, etc)
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Running PRIDE every day -> Sustainability
• Keep our clients happy!
• (People usually only says something when something is not working!)
• Make things as easy as possible in terms of software
development:
• Long-term maintainability is key
• Good software practises, e.g. documentation
• Community-based data standards are essential
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Taken from Biocomicals, http://biocomicals.blogspot.com
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
•Develops data standards for proteomics
•Both data representation and annotation standards
•Involves data producers, database providers, software producers,
publishers, everyone who wants to be involved…
•Active Workgroups: MI, MS, PI, Mod and the new QC
•Inter-group activities: MIAPE and Controlled Vocabularies
•Started in 2002, so some experience already…
•One annual meeting in March-April, regular phone calls
•Close interaction with the metabolomics community (MSI)
http://www.psidev.info
HUPO Proteomics Standards Initiative
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Running PRIDE every day -> Sustainability
• Keep our clients happy!
• (People usually only say something when something is not working!)
• Make things as easy as possible in terms of software
development:
• Long-term maintainability is key
• Good software practises, e.g. documentation
• Community-based data standards are essential.
• Open source tools, open data.
• Find the right balance between maintenance/doing new things.
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Running PRIDE every day -> Sustainability
(2)• Running a resource like PRIDE is expensive:
• Constantly looking for funding
• Take opportunities to collaborate, looking for synergies:
• a) with other resources:
• UniProt
• Genomics resources (e.g. Ensembl)
• Metabolomics resources
• b) with other researchers in the field.
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017
Aknowledgements: People
Attila Csordas
Tobias Ternent
Mathias Walzer
Gerhard Mayer (de.NBI)
Johannes Griss
Yasset Perez-Riverol
Manuel Bernal-Llinares
Andrew Jarnuczak
Former team members, especially
Rui Wang, Florian Reisinger, Noemi
del Toro, Jose A. Dianes & Henning
Hermjakob
Acknowledgements: The PRIDE Team
All data submitters !!!
@pride_ebi
@proteomexchange
Juan A. Vizcaíno
juan@ebi.ac.uk
Danish Bioinformatics Conference
Odense, 23 August 2017

More Related Content

PPTX
The ProteomeXchange Consoritum: 2017 update
PPTX
Public proteomics data: a (mostly unexploited) gold mine for computational re...
PDF
A proteomics data “gold mine” at your disposal: Now that the data is there, w...
PPTX
PRIDE and ProteomeXchange
PPTX
Proteomics public data resources: enabling "big data" analysis in proteomics
PPTX
Proteomics and the "big data" trend: challenges and new possibilitites (Talk ...
PPTX
Experiences to learn from the MS proteomics field
PPTX
Mining the hidden proteome using hundreds of public proteomics datasets
The ProteomeXchange Consoritum: 2017 update
Public proteomics data: a (mostly unexploited) gold mine for computational re...
A proteomics data “gold mine” at your disposal: Now that the data is there, w...
PRIDE and ProteomeXchange
Proteomics public data resources: enabling "big data" analysis in proteomics
Proteomics and the "big data" trend: challenges and new possibilitites (Talk ...
Experiences to learn from the MS proteomics field
Mining the hidden proteome using hundreds of public proteomics datasets

What's hot (20)

PPTX
Proteomics data standards
PDF
Developing open data analysis pipelines in the cloud: Enabling the ‘big data’...
PPTX
Proteomics repositories
PDF
Museum collections as research data - October 2019
PDF
FAIR and open biodiversity collection data management
PDF
GBIF towards 2030 (November 2018)
PDF
The role of biodiversity informatics in GBIF, 2021-05-18
PDF
2021-01-27--biodiversity-informatics-gbif-(52slides)
PDF
GBIF and Open Science
PDF
GBIF and Biodiversity informatics for museums, 15 March 2021
PDF
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
PDF
The Biodiversity Informatics Landscape
PDF
Introduction to GBIF. GBIF seminar in Bergen. 2016-12-14
PDF
Global Biodiversity Information Facility - 2013
PDF
GBIF and reuse of research data, Bergen (2016-12-14)
PDF
GBIF-Norway status for the 6th European GBIF nodes meeting April 2014
PDF
2016-10-12 MUSIT & GBIF - Dataset portals
PDF
TDWG VoMaG Vocabulary management workflow, 2013-10-31
PPTX
EURISCO and GBIF IPT, at the Vavilov Institute in St Petersburg (27 April 2010)
PDF
GBIF data publishing. GBIF seminar in Bergen. 2016-12-14
Proteomics data standards
Developing open data analysis pipelines in the cloud: Enabling the ‘big data’...
Proteomics repositories
Museum collections as research data - October 2019
FAIR and open biodiversity collection data management
GBIF towards 2030 (November 2018)
The role of biodiversity informatics in GBIF, 2021-05-18
2021-01-27--biodiversity-informatics-gbif-(52slides)
GBIF and Open Science
GBIF and Biodiversity informatics for museums, 15 March 2021
GBIF & GRScicoll, Høstseminar Norges museumsforbunds Seksjon for natur, 2021-...
The Biodiversity Informatics Landscape
Introduction to GBIF. GBIF seminar in Bergen. 2016-12-14
Global Biodiversity Information Facility - 2013
GBIF and reuse of research data, Bergen (2016-12-14)
GBIF-Norway status for the 6th European GBIF nodes meeting April 2014
2016-10-12 MUSIT & GBIF - Dataset portals
TDWG VoMaG Vocabulary management workflow, 2013-10-31
EURISCO and GBIF IPT, at the Vavilov Institute in St Petersburg (27 April 2010)
GBIF data publishing. GBIF seminar in Bergen. 2016-12-14
Ad

Similar to How to run and maintain a popular biological data repository? (20)

PPTX
Introduction to EBI for Proteomics in ELIXIR
PDF
The ELIXIR Proteomics Community
PPTX
Proteomics repositories
PPTX
PRIDE and ProteomeXchange: supporting the cultural change in proteomics publi...
PPTX
PRIDE and ProteomeXchange: A golden age for working with public proteomics data
PPTX
Enabling automated processing and analysis of large-scale proteomics data
PDF
OpenAIRE-RDM@healthdata
PDF
2017 02-22 Oxford Global Biomarker Congress, Manchester, Alain van Gool
PDF
Introduction to Bioinformatics.
PDF
Open Access Week - Oxford, 20-24 Oct 2014
PPTX
Open Science: Where Theory Meets Practice
PPTX
Proteomics data standards
PPTX
Proteomics repositories
PDF
Big Data in Genomics: Opportunities and Challenges
PDF
Current Trends & Developments of Bioinformatics
PPTX
Proteomexchange
PPTX
An overview of the PRIDE ecosystem of resources and computational tools for m...
PPTX
eROSA Stakeholder WS1: Ensembl, ELIXIR and engineering interconnections
PPTX
Is it feasible to identify novel biomarkers by mining public proteomics data?
PPT
EMBL-EBI Proteomics data resources and services
Introduction to EBI for Proteomics in ELIXIR
The ELIXIR Proteomics Community
Proteomics repositories
PRIDE and ProteomeXchange: supporting the cultural change in proteomics publi...
PRIDE and ProteomeXchange: A golden age for working with public proteomics data
Enabling automated processing and analysis of large-scale proteomics data
OpenAIRE-RDM@healthdata
2017 02-22 Oxford Global Biomarker Congress, Manchester, Alain van Gool
Introduction to Bioinformatics.
Open Access Week - Oxford, 20-24 Oct 2014
Open Science: Where Theory Meets Practice
Proteomics data standards
Proteomics repositories
Big Data in Genomics: Opportunities and Challenges
Current Trends & Developments of Bioinformatics
Proteomexchange
An overview of the PRIDE ecosystem of resources and computational tools for m...
eROSA Stakeholder WS1: Ensembl, ELIXIR and engineering interconnections
Is it feasible to identify novel biomarkers by mining public proteomics data?
EMBL-EBI Proteomics data resources and services
Ad

More from Juan Antonio Vizcaino (19)

PDF
Reusing and integrating public proteomics data to improve our knowledge of th...
PPTX
Introduction to the PSI standard data formats
PDF
Reuse of public proteomics data
PDF
PRIDE resources and ProteomeXchange
PDF
Proteomics repositories
PDF
Introduction to the Proteomics Bioinformatics Course 2018
PDF
ELIXIR Implementation Study: “Mining the Proteome: Enabling Automated Process...
PPTX
PSI-Proteome Informatics update
PDF
ProteomeXchange update
PDF
The ELIXIR Proteomics community
PPTX
Reuse of public proteomics data
PPTX
Proteomics data standards
PPTX
Introduction to the Proteomics Bioinformatics Course 2017
PPTX
The spectra-cluster toolsuite: Enhancing proteomics analysis through spectrum...
PPTX
ProteomeXchange update 2017
PPTX
The Proteomics Standards Initiative (PSI)
PPTX
Introduction to the Proteomics Bioinformatics Course 2016
PPTX
Reuse of public data in proteomics
PPTX
Pride and ProteomeXchange
Reusing and integrating public proteomics data to improve our knowledge of th...
Introduction to the PSI standard data formats
Reuse of public proteomics data
PRIDE resources and ProteomeXchange
Proteomics repositories
Introduction to the Proteomics Bioinformatics Course 2018
ELIXIR Implementation Study: “Mining the Proteome: Enabling Automated Process...
PSI-Proteome Informatics update
ProteomeXchange update
The ELIXIR Proteomics community
Reuse of public proteomics data
Proteomics data standards
Introduction to the Proteomics Bioinformatics Course 2017
The spectra-cluster toolsuite: Enhancing proteomics analysis through spectrum...
ProteomeXchange update 2017
The Proteomics Standards Initiative (PSI)
Introduction to the Proteomics Bioinformatics Course 2016
Reuse of public data in proteomics
Pride and ProteomeXchange

Recently uploaded (20)

PPTX
INTRODUCTION TO EVS | Concept of sustainability
PDF
Biophysics 2.pdffffffffffffffffffffffffff
PPTX
Taita Taveta Laboratory Technician Workshop Presentation.pptx
PPTX
G5Q1W8 PPT SCIENCE.pptx 2025-2026 GRADE 5
PPTX
Introduction to Cardiovascular system_structure and functions-1
PDF
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
PDF
. Radiology Case Scenariosssssssssssssss
PPT
The World of Physical Science, • Labs: Safety Simulation, Measurement Practice
PPTX
Cell Membrane: Structure, Composition & Functions
PPTX
cpcsea ppt.pptxssssssssssssssjjdjdndndddd
PDF
VARICELLA VACCINATION: A POTENTIAL STRATEGY FOR PREVENTING MULTIPLE SCLEROSIS
PPTX
DRUG THERAPY FOR SHOCK gjjjgfhhhhh.pptx.
PDF
Formation of Supersonic Turbulence in the Primordial Star-forming Cloud
PDF
The scientific heritage No 166 (166) (2025)
PDF
Phytochemical Investigation of Miliusa longipes.pdf
PPTX
Microbiology with diagram medical studies .pptx
PPTX
Introduction to Fisheries Biotechnology_Lesson 1.pptx
PPTX
Vitamins & Minerals: Complete Guide to Functions, Food Sources, Deficiency Si...
PPTX
The KM-GBF monitoring framework – status & key messages.pptx
PPTX
Classification Systems_TAXONOMY_SCIENCE8.pptx
INTRODUCTION TO EVS | Concept of sustainability
Biophysics 2.pdffffffffffffffffffffffffff
Taita Taveta Laboratory Technician Workshop Presentation.pptx
G5Q1W8 PPT SCIENCE.pptx 2025-2026 GRADE 5
Introduction to Cardiovascular system_structure and functions-1
Unveiling a 36 billion solar mass black hole at the centre of the Cosmic Hors...
. Radiology Case Scenariosssssssssssssss
The World of Physical Science, • Labs: Safety Simulation, Measurement Practice
Cell Membrane: Structure, Composition & Functions
cpcsea ppt.pptxssssssssssssssjjdjdndndddd
VARICELLA VACCINATION: A POTENTIAL STRATEGY FOR PREVENTING MULTIPLE SCLEROSIS
DRUG THERAPY FOR SHOCK gjjjgfhhhhh.pptx.
Formation of Supersonic Turbulence in the Primordial Star-forming Cloud
The scientific heritage No 166 (166) (2025)
Phytochemical Investigation of Miliusa longipes.pdf
Microbiology with diagram medical studies .pptx
Introduction to Fisheries Biotechnology_Lesson 1.pptx
Vitamins & Minerals: Complete Guide to Functions, Food Sources, Deficiency Si...
The KM-GBF monitoring framework – status & key messages.pptx
Classification Systems_TAXONOMY_SCIENCE8.pptx

How to run and maintain a popular biological data repository?

  • 1. How to run and maintain a popular biological data repository? Dr. Juan Antonio Vizcaíno EMBL-European Bioinformatics Institute Hinxton, Cambridge, UK E-mail: juan@ebi.ac.uk
  • 2. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Data resources at EMBL-EBI Genes, genomes & variation ArrayExpress Expression Atlas PRIDE InterPro Pfam UniProt ChEMBL ChEBI Molecular structures Protein Data Bank in Europe Electron Microscopy Data Bank European Nucleotide Archive European Variation Archive European Genome-phenome Archive Gene & protein expression Protein sequences, families & motifs Chemical biology Reactions, interactions & pathways IntAct Reactome MetaboLights Systems BioModels Enzyme Portal BioSamples Ensembl Ensembl Genomes GWAS Catalog Metagenomics portal Europe PubMed Central Gene Ontology Experimental Factor Ontology Literature & ontologies
  • 3. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 • PRIDE stores mass spectrometry (MS)-based proteomics data: • Peptide and protein expression data (identification and quantification) • Post-translational modifications • Mass spectra (raw data and peak lists) • Technical and biological metadata • Any other related information • Full support for tandem MS approaches • Any type of data can be stored. • Since July 2017, an ELIXIR core resource. PRIDE (PRoteomics IDEntifications) Archive http://www.ebi.ac.uk/pride/archive Martens et al., Proteomics, 2005 Vizcaíno et al., NAR, 2016
  • 4. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 A data repository is a service to the scientific community
  • 5. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Infrastructure and personnel are the key (1) Computing infrastructure is very expensive to maintain. (We are very lucky to be at the EBI).
  • 6. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Stats (3): Data growth in EBI resources
  • 7. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Infrastructure and personnel are the key (2) Expert staff members are essential (like in any other business): - It is not easy to get good people with the needed skills - Complementary skills are essential - Managing people as a team is challenging
  • 8. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 At an early stage • Promote your resource as much as possible and demonstrate that you can provide an essential service in a reliable way • Interaction with scientific journals was essential for PRIDE. • Scientists are busy people • Journals and funders requirements are pushing for open data • Develop user-friendly tools. Submitting and accessing data must be very easy. • Demonstrate that the team does and enables good science • Publications, conferences/workshops.
  • 9. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 At a more advanced stage • Keep active communication with some wet labs, and with the community as a whole (finding the right balance) • New ideas come often from a simple chat • Conferences and workshops • Training courses • Work actively together with your collaborators/competitors to look for synergies: • ProteomeXchange
  • 10. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 ProteomeXchange: A Global, distributed proteomics database PASSEL (SRM data) PRIDE (MS/MS data) MassIVE (MS/MS data) Raw ID/Q Meta jPOST (MS/MS data) Mandatory raw data deposition since July 2015 • Goal: Development of a framework to allow standard data submission and dissemination pipelines between the main existing proteomics repositories. http://www.proteomexchange.org New in 2016 Vizcaíno et al., Nat Biotechnol, 2014 Deutsch et al., NAR, 2017
  • 11. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 At a more advanced stage • Keep active communication with some wet labs, and with the community as a whole (finding the right balance) • New ideas come often from a simple chat • Conferences and workshops • Training courses • Work actively together with your collaborators/competitors to look for synergies: • ProteomeXchange • An International Consortium is better than a single resource (perception, funding, etc)
  • 12. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Running PRIDE every day -> Sustainability • Keep our clients happy! • (People usually only says something when something is not working!) • Make things as easy as possible in terms of software development: • Long-term maintainability is key • Good software practises, e.g. documentation • Community-based data standards are essential
  • 13. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Taken from Biocomicals, http://biocomicals.blogspot.com
  • 14. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 •Develops data standards for proteomics •Both data representation and annotation standards •Involves data producers, database providers, software producers, publishers, everyone who wants to be involved… •Active Workgroups: MI, MS, PI, Mod and the new QC •Inter-group activities: MIAPE and Controlled Vocabularies •Started in 2002, so some experience already… •One annual meeting in March-April, regular phone calls •Close interaction with the metabolomics community (MSI) http://www.psidev.info HUPO Proteomics Standards Initiative
  • 15. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Running PRIDE every day -> Sustainability • Keep our clients happy! • (People usually only say something when something is not working!) • Make things as easy as possible in terms of software development: • Long-term maintainability is key • Good software practises, e.g. documentation • Community-based data standards are essential. • Open source tools, open data. • Find the right balance between maintenance/doing new things.
  • 16. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Running PRIDE every day -> Sustainability (2)• Running a resource like PRIDE is expensive: • Constantly looking for funding • Take opportunities to collaborate, looking for synergies: • a) with other resources: • UniProt • Genomics resources (e.g. Ensembl) • Metabolomics resources • b) with other researchers in the field.
  • 17. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017 Aknowledgements: People Attila Csordas Tobias Ternent Mathias Walzer Gerhard Mayer (de.NBI) Johannes Griss Yasset Perez-Riverol Manuel Bernal-Llinares Andrew Jarnuczak Former team members, especially Rui Wang, Florian Reisinger, Noemi del Toro, Jose A. Dianes & Henning Hermjakob Acknowledgements: The PRIDE Team All data submitters !!! @pride_ebi @proteomexchange
  • 18. Juan A. Vizcaíno juan@ebi.ac.uk Danish Bioinformatics Conference Odense, 23 August 2017