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Les Données de la recherche
dans l'écosystème des publications
scientifiques
• Le 12 février 2014
• Institut Pasteur
• Les besoins des chercheurs en
Sciences de la Vie et de la Santé:
exemple de l'Immunologie
• GC Faure, MD, PhD, PUPH
• Faculté de Médecine, Univ Lorraine
• UMR CRAN/CNRS 7039
Qui suis-je?
• Un utilisateur final, « enduser » de
l'IST depuis longtemps
– SCICOM Nancy
– Ex-Chargé de Mission à la
documentation UHP Nancy
– ASSIM, SFI, IUIS, ICSU
• Website, Scientific Curation
– Un Immunologiste clinicien engagé
en cytomique
• Des Workshops HLDA
• aux CTCs et CECs
Quelles données ? « Big Data »
• Mathématiques, Physique,
Astronomie...
– Des chiffres et des images
(numérisées!)
• En SBS?
– Sciences de la Vie: Gènes, Molécules,
Cellules, Tissus... Données sans
risque mais pas sans impact
– Sciences de la Santé: Données à
risque?!
On faisait déjà du big data sans
le savoir
• En France et à l'international, depuis
1981
• CDs, Workshops HLDA
– Data shared
– Molécules nombreuses, >363!
– mais non diverses
En Europe
• IMGT/Montpellier
IMGT®, the international ImMunoGeneTics information system®
http://www.imgt.org, is the global reference in immunogenetics and
immunoinformatics, created in 1989 by Marie-Paule Lefranc (
Université Montpellier 2 and CNRS). IMGT® is a high-quality integrated
knowledge resource specialized in the immunoglobulins (IG) or antibodies, T
cell receptors (TR), major histocompatibility (MH) of human and other
vertebrate species, and in the immunoglobulin superfamily (IgSF), MH
superfamily (MhSF) and related proteins of the immune system (RPI) of
vertebrates and invertebrates.
Estimated size of immune repertoire: 10 10
Genes, aux USA
• ENCODE
– 75% and not 3% of genome can be
transcribed
• Immunological GENOME project
Curr Opinion Immunol 2013;25:593-7
Trends immunol 2013;34:602-9
Microarray-based transcriptomes for
most of the well-defined leukocyte
subsets of the C57BL/6 mouse
Immunité innée et cellules NK
IPD-KIR
• Molécules:
The database provides a centralised repository for human KIR sequences. Killer-cell
Immunoglobulin-like Receptors (KIR) have been shown to be highly polymorphic at
the allelic and haplotypic level. KIRs are members of the immunoglobulin
superfamily (IgSF) formerly called Killer-cell Inhibitory Receptors.
Molecules
• Molecules:
Immunopeptidome
– Full repertoire of petides
bound to the HLA
molecules, in health and
disease
– Mol Cell Proteomics
2011;10
– Mass spectrometry
technologies
Cellules
Projets internationaux
• Immport: Bioinformatics for the
future of Immunology
The Immunology Database and Analysis Portal (ImmPort) system was developed under the Bioinformatics Integration
Support Contract (BISC) Phase II by the Northrop Grumman Information Technology Health Solutions team
for the National Institutes of Health (NIH), National Institute of Allergy and Infectious Diseases (NIAID),
Division of Allergy, Immunology, and Transplantation (DAIT)
MHC + Cytometry...FLOCK: Flow
cytometry clustering without K; +
CyTOF Analysis of human T cells
Cellules et Tissus
EPIC Sciences (San Diego)
A new kind of cytology detecting rare cells (CTCs and CECs) on blood
slides, allowing to introduce the concept of fluid biopsy.
• Immunome (tumeurs):
– Immunity, Volume 39, Issue 4, 631-632, Oct 2013
– Tumors are complex masses containing not just neoplastic
cells but also stromal cells, neovasculature, and a gamut of
immune cells.
Flu : Google trends
• CDC
Sciences de la Santé:
Recherche clinique et big data
• Du papier aux e-CRFs
• GEIL, EGIL, ELN...
• GOELAMs
– e-CRFs
– ARCs, TECs
• A risque! Médical, données patients
– Secret, confidentialité
• Impact
– Évaluation de protocoles cliniques,
données pharmacoéconomiques
Big Data and HIV Research
AIDS 2013;27:835-8
• HIVsystemsbiology.org
– Gene Overlapper
• 39 lists of genes.. 500billion subsets
• 3 genome wide siRNA screens
• CDNA overexpression screen
• Crowd sourcing for Mason-Pfizer monkey
virus proteases
– HIV replication Cycle Site
– AIDSVu project (géographie de la
maladie #GoogleMap)
• Publication 15091 papers in
2011:>40/day
UK/(USA): Clinical research
• General Practice Research Database
– 15 years..
• CPRD / NHS
– Asthma
– Cardiovascular disorders
• Patientslikeme!
• SAGE/Bionetworks.. Parkinson
Recherche clinique
Médecine personnalisée
• Myélome: MMRF Multiple Myeloma
Research Foundation
– Sept 2013... first and only open
access data platform in myeloma
The groundbreaking MMRF CoMMpass study is now enrolling NEWLY
DIAGNOSED multiple myeloma patients.
Landmark 10-year study,1000 patients, Molecular analysis of every patient
• Personalized or Precision medicine
« Open... »
 
• Data
• Sources
• Software: CrowdSource Coders
• Nature Biotechnology Feb 2013
• TopCoder.com
– « Big Data in biomedicine » FF Costa
– Drugdiscovery Today 2014, in press
• Opportunity for future personalized 
medicine programs
Les Besoins des chercheurs
• Outils informatiques!?
E-BIOTHON: cloud dédié à la 
bioinformatique CNRS, IBM, Inria, the Institut Français de
Bioinformatique and the innovative start-up SysFera are rolling out E-Biothon, an experimental
Cloud platform (1) to help speed up and advance research in biology, health and the environment.
• Maîtrise des logiciels
• Accès aux données publiques et 
privées (Dossier Médical)
• Maîtrise des concepts de 
l'information scientifique
• Maîtrise de l'évolution des concepts 
Besoins des futurs chercheurs
Les publications: big data and information 
overload
• Teaching and training of students 
– Data: Lab Archives and Notebooks
– Papers: Back to Basics
• Databases of scientific papers
– From PubMed, to Researchgate, 
from World of science to Scopus
• Grey Literature! (Google!)
• Impact Factor: from citations to 
altmetrics
– Knowledge: Concepts and ideas 
Curation?...
L'écosystème des publications 
scientifiques?
• Le Chaos?
• Sortir du chaos: la curation
A few other references
• http://www.hsph.harvard.edu/news/mag
• Van Noorden R Data-sharing: everything
display Nature 2013, 500: 243-5
• Jombart T et al Bayesian reconstruction o
disease outbreaks... PLOS Computationa
Biology 2014; 

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GFII 2014 Big Data

  • 1. Les Données de la recherche dans l'écosystème des publications scientifiques • Le 12 février 2014 • Institut Pasteur • Les besoins des chercheurs en Sciences de la Vie et de la Santé: exemple de l'Immunologie • GC Faure, MD, PhD, PUPH • Faculté de Médecine, Univ Lorraine • UMR CRAN/CNRS 7039
  • 2. Qui suis-je? • Un utilisateur final, « enduser » de l'IST depuis longtemps – SCICOM Nancy – Ex-Chargé de Mission à la documentation UHP Nancy – ASSIM, SFI, IUIS, ICSU • Website, Scientific Curation – Un Immunologiste clinicien engagé en cytomique • Des Workshops HLDA • aux CTCs et CECs
  • 3. Quelles données ? « Big Data » • Mathématiques, Physique, Astronomie... – Des chiffres et des images (numérisées!) • En SBS? – Sciences de la Vie: Gènes, Molécules, Cellules, Tissus... Données sans risque mais pas sans impact – Sciences de la Santé: Données à risque?!
  • 4. On faisait déjà du big data sans le savoir • En France et à l'international, depuis 1981 • CDs, Workshops HLDA – Data shared – Molécules nombreuses, >363! – mais non diverses
  • 5. En Europe • IMGT/Montpellier IMGT®, the international ImMunoGeneTics information system® http://www.imgt.org, is the global reference in immunogenetics and immunoinformatics, created in 1989 by Marie-Paule Lefranc ( Université Montpellier 2 and CNRS). IMGT® is a high-quality integrated knowledge resource specialized in the immunoglobulins (IG) or antibodies, T cell receptors (TR), major histocompatibility (MH) of human and other vertebrate species, and in the immunoglobulin superfamily (IgSF), MH superfamily (MhSF) and related proteins of the immune system (RPI) of vertebrates and invertebrates. Estimated size of immune repertoire: 10 10
  • 6. Genes, aux USA • ENCODE – 75% and not 3% of genome can be transcribed • Immunological GENOME project Curr Opinion Immunol 2013;25:593-7 Trends immunol 2013;34:602-9 Microarray-based transcriptomes for most of the well-defined leukocyte subsets of the C57BL/6 mouse
  • 7. Immunité innée et cellules NK IPD-KIR • Molécules: The database provides a centralised repository for human KIR sequences. Killer-cell Immunoglobulin-like Receptors (KIR) have been shown to be highly polymorphic at the allelic and haplotypic level. KIRs are members of the immunoglobulin superfamily (IgSF) formerly called Killer-cell Inhibitory Receptors.
  • 8. Molecules • Molecules: Immunopeptidome – Full repertoire of petides bound to the HLA molecules, in health and disease – Mol Cell Proteomics 2011;10 – Mass spectrometry technologies
  • 9. Cellules Projets internationaux • Immport: Bioinformatics for the future of Immunology The Immunology Database and Analysis Portal (ImmPort) system was developed under the Bioinformatics Integration Support Contract (BISC) Phase II by the Northrop Grumman Information Technology Health Solutions team for the National Institutes of Health (NIH), National Institute of Allergy and Infectious Diseases (NIAID), Division of Allergy, Immunology, and Transplantation (DAIT) MHC + Cytometry...FLOCK: Flow cytometry clustering without K; + CyTOF Analysis of human T cells
  • 10. Cellules et Tissus EPIC Sciences (San Diego) A new kind of cytology detecting rare cells (CTCs and CECs) on blood slides, allowing to introduce the concept of fluid biopsy. • Immunome (tumeurs): – Immunity, Volume 39, Issue 4, 631-632, Oct 2013 – Tumors are complex masses containing not just neoplastic cells but also stromal cells, neovasculature, and a gamut of immune cells.
  • 11. Flu : Google trends • CDC
  • 12. Sciences de la Santé: Recherche clinique et big data • Du papier aux e-CRFs • GEIL, EGIL, ELN... • GOELAMs – e-CRFs – ARCs, TECs • A risque! Médical, données patients – Secret, confidentialité • Impact – Évaluation de protocoles cliniques, données pharmacoéconomiques
  • 13. Big Data and HIV Research AIDS 2013;27:835-8 • HIVsystemsbiology.org – Gene Overlapper • 39 lists of genes.. 500billion subsets • 3 genome wide siRNA screens • CDNA overexpression screen • Crowd sourcing for Mason-Pfizer monkey virus proteases – HIV replication Cycle Site – AIDSVu project (géographie de la maladie #GoogleMap) • Publication 15091 papers in 2011:>40/day
  • 14. UK/(USA): Clinical research • General Practice Research Database – 15 years.. • CPRD / NHS – Asthma – Cardiovascular disorders • Patientslikeme! • SAGE/Bionetworks.. Parkinson
  • 15. Recherche clinique Médecine personnalisée • Myélome: MMRF Multiple Myeloma Research Foundation – Sept 2013... first and only open access data platform in myeloma The groundbreaking MMRF CoMMpass study is now enrolling NEWLY DIAGNOSED multiple myeloma patients. Landmark 10-year study,1000 patients, Molecular analysis of every patient • Personalized or Precision medicine
  • 16. « Open... »   • Data • Sources • Software: CrowdSource Coders • Nature Biotechnology Feb 2013 • TopCoder.com – « Big Data in biomedicine » FF Costa – Drugdiscovery Today 2014, in press • Opportunity for future personalized  medicine programs
  • 17. Les Besoins des chercheurs • Outils informatiques!? E-BIOTHON: cloud dédié à la  bioinformatique CNRS, IBM, Inria, the Institut Français de Bioinformatique and the innovative start-up SysFera are rolling out E-Biothon, an experimental Cloud platform (1) to help speed up and advance research in biology, health and the environment. • Maîtrise des logiciels • Accès aux données publiques et  privées (Dossier Médical) • Maîtrise des concepts de  l'information scientifique • Maîtrise de l'évolution des concepts 
  • 18. Besoins des futurs chercheurs Les publications: big data and information  overload • Teaching and training of students  – Data: Lab Archives and Notebooks – Papers: Back to Basics • Databases of scientific papers – From PubMed, to Researchgate,  from World of science to Scopus • Grey Literature! (Google!) • Impact Factor: from citations to  altmetrics – Knowledge: Concepts and ideas  Curation?...
  • 20. A few other references • http://www.hsph.harvard.edu/news/mag • Van Noorden R Data-sharing: everything display Nature 2013, 500: 243-5 • Jombart T et al Bayesian reconstruction o disease outbreaks... PLOS Computationa Biology 2014;