ci4ser
play

Ci4SeR Curation Interface for Semantic Resources Evaluation with - PDF document

Ci4SeR Curation Interface for Semantic Resources Evaluation with Adverse Drug Reactions SOUVIGNET Julien SOUVIGNET Julien, , ASFARI Hadyl, DECLERCK Gunnar, LARDON Jrmy, ASFARI Hadyl, DECLERCK Gunnar, LARDON Jrmy, TROMBERT-PAVIOT


  1. Ci4SeR Curation Interface for Semantic Resources Evaluation with Adverse Drug Reactions SOUVIGNET Julien SOUVIGNET Julien, , ASFARI Hadyl, DECLERCK Gunnar, LARDON Jérémy, ASFARI Hadyl, DECLERCK Gunnar, LARDON Jérémy, TROMBERT-PAVIOT Béatrice, JAULENT Marie-Christine, BOUSQUET Cédric TROMBERT-PAVIOT Béatrice, JAULENT Marie-Christine, BOUSQUET Cédric INSERM 1142 – LIMICS, Paris, France CHU University of Saint-Etienne, France

  2. Curatio Long-term Objective Interfac fo Semant Resource SOUVIGNE Julien - • Create and maintain an Ontology of Adverse Drug Reactions (OntoADR) INSERM U1142 – • Formally define MedDRA terms using SNOMED-CT LIMIC MIE 2014 – Istanbul – • Example: Septembe 201 “G G ASTRIC ASTRIC BLEEDING BLEEDING ” (M ED DRA) AXIOM 1 : HAS F INDING S ITE SOME “S S TOMACH TOMACH ” (SNOMED-CT) AXIOM 2 : HAS A SSOCIATED M ORPHOLOGY SOME “H H EMORRHAGE EMORRHAGE ” (SNOMED-CT) 2

  3. Context Curation Interface for Se • Why MedDRA ? SOUVIGNET Julien - INSERM MIE 2014 – Istanbul – 1 • Standard for Adverse Event reporting • First generation terminology • 20k Preferred Terms • Why SNOMED-CT ? • Large medical coverage • 400k concepts • Previous studies have already tried to map MedDRA with SNOMED-CT 3

  4. Curatio Research Status Interfac fo Semant Resource SOUVIGNE Julien - • One semantic resource: OntoADR INSERM U1142 – • 35k concepts LIMIC MIE 2014 – • 150k definitional axioms Istanbul – • Generated using multiple sources and through automatics methods Septembe 201 • UMLS • NLP Methods • Syntactic methods • 70% of MedDRA terms have at least one axiom 1) 1) Need Need for for other other mappings mappings and/or and/or definitions definitions 2) 2) Need Need for expert for expert review review and/or and/or curation curation 4

  5. Objectives Curation Interface for Se • Manual review of MedDRA term definitions SOUVIGNET Julien - INSERM MIE 2014 – Istanbul – 1 • Limited to 800 concepts • Expert validation of the existing definition • Completion of partial definitions • Creation of definition for currently undefined terms • Previous attempts showed that: • Protégé is not suitable • Spreadsheets are impractical • Others softwares too annotation oriented Need Need for a for a dedicated dedicated Graphical Graphical User User Interface Interface 5

  6. Curatio Software Specifications Interfac fo Semant Resource SOUVIGNE Julien - • Target users INSERM U1142 – • domain experts for the curation part LIMIC MIE 2014 – • any user for the consultation part Istanbul – Septembe 201 • Desired features • Search for a given term using id or string match; • Display of a list of concepts to define with optional user-defined list; • Display of a given term definition (list of axioms); • Validation/Invalidation of an axiom • Insertion of a new axiom, by selecting a property and a concept. • … 6

  7. Ci4SeR 1 8 Curation Interface for Se 1. Search SOUVIGNET Julien - INSERM MIE 2014 – Istanbul – 1 2 2. List 3. Definition 3 4. Validation buttons 5. Axioms 4 6 insertion 6. Expert icon 7. Automatic 5 proposals 8. Comments 7 7

  8. Curatio Expert work Interfac fo Semant Resource SOUVIGNE Julien - • Manual expert validation INSERM U1142 – • Medical dictionnaries & multiple sources LIMIC MIE 2014 – • 120 hours over 5 months Istanbul – • Work on first importance topics in Pharmacovigilance Septembe 201 • Bullous eruptions, acute renal failure, anaphylactic shock, rhabdomyolysis, aplastic anemia / pancytopenia, cardiac valve fibrosis, etc. • Expert role • Valid/Invalid • Improve (narrower or broader) • Enrich (new definitions) 8

  9. Result example Curation Interface for Se SOUVIGNET Julien - INSERM “G G ASTRIC ASTRIC BLEEDING BLEEDING ” MIE 2014 – Istanbul – 1 HAS F INDING S ITE SOME “S S TOMACH TOMACH ” + HAS F INDING S ITE SOME “U U PPER PPER GASTROINTESTINAL GASTROINTESTINAL TRACT TRACT STRUCTURE STRUCTURE ” HAS A SSOCIATED M ORPHOLOGY SOME “H H EMORRHAGE EMORRHAGE ” + OCCURS A FTER SOME “G G ASTROINTESTINAL ASTROINTESTINAL ULCER ULCER ” + DUE T O SOME “H H ELICOBACTER ELICOBACTER PYLORI PYLORI GASTROINTESTINAL GASTROINTESTINAL TRACT TRACT INFECTION INFECTION ” + HAS D EFINITIONAL M ANIFESTATION SOME “A A BDOMINAL BDOMINAL PAIN PAIN ” + HAS D EFINITIONAL M ANIFESTATION SOME “M M ELENA ELENA ” + HAS D EFINITIONAL M ANIFESTATION SOME “V V OMIT OMIT : : BLOOD BLOOD PRESENT PRESENT ” 9

  10. Curatio Preliminary Results Interfac fo Semant Resource SOUVIGNE Julien - • 783 terms defined INSERM U1142 – Before After • 1369 properties validated LIMIC MIE 2014 – • 488 invalidated properties Istanbul – Approx. 2.63 relations Approx. 8.45 relations • 5333 new properties Septembe per definition in average per definition in average 201 • 80 narrower & 12 broader 10

  11. Preliminary Results Curation Interface for Se • Before Ci4SeR, our team SOUVIGNET Julien - INSERM MIE 2014 – Istanbul – 1 already tried to define MedDRA terms manually Before After +486% +68% 11

  12. Curatio Discussion & Perspectives Interfac fo Semant Resource SOUVIGNE Julien - • OntoADR is based on partial definitions INSERM U1142 – • Lots of new axioms LIMIC MIE 2014 – • Some invalid definitions Istanbul – Septembe 201 • Interface is time-saving • Time spent : 783 terms defined in 5 month (not full time) • Interface encourages completeness and accuracy • Need for collaboration with other experts 12

  13. Thank you for your attention ! Ci4SeR Curation Interface for Semantic Resources Evaluation with Adverse Drug Reactions SOUVIGNET Julien SOUVIGNET Julien, , ASFARI Hadyl, DECLERCK Gunnar, LARDON Jérémy, ASFARI Hadyl, DECLERCK Gunnar, LARDON Jérémy, TROMBERT-PAVIOT Béatrice, JAULENT Marie-Christine, BOUSQUET Cédric TROMBERT-PAVIOT Béatrice, JAULENT Marie-Christine, BOUSQUET Cédric INSERM 1142 – LIMICS, Paris, France CHU University of Saint-Etienne, France

Download Presentation
Download Policy: The content available on the website is offered to you 'AS IS' for your personal information and use only. It cannot be commercialized, licensed, or distributed on other websites without prior consent from the author. To download a presentation, simply click this link. If you encounter any difficulties during the download process, it's possible that the publisher has removed the file from their server.

Recommend


More recommend