transmart community meeting 5-7 nov 13 - session 2: creating a comprehensive clinical and...
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tranSMART Community Meeting 5-7 Nov 13 - Session 2: Creating a Comprehensive Clinical and 'Omics Information Commons on Autism Paul Avillach, Harvard UniversityTRANSCRIPT
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Creating a comprehensive clinical and 'omics information
commons on autism
Paul Avillach, MD, PhD Harvard Medical School
HEGP Hospital, Paris – Paris Descartes University INSERM UMRS 872 eq 22 Erasmus MC University
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Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease Report from National academy of science, USA, 2011
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HEGP background
Hôpital Laennec (1634)
Hôpital Boucicaut Hôpital Broussais
Opening : July 2000-
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HEGP BDW EHR/BDW integration
EHR :
Operational Database
(ODS)
EHR :
Mirrored Database
Production environment
Evaluation/Research environment
ETL suite (Talend Open Studio)
Biomedical Data
Warehouse (BDW)
External Databases
Data Analysis Data Mining
R i2b2/tranSMART tools Business Object IBM Ilog Rules
Real time requests
Pr Patrice Degoulet CIO
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PI: Isaac Kohane – Harvard - CBMI
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HEGP i2b2
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HEGP CDW use i2b2 CDW queries
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+’omics
CDW
Health care Health Information System
Clinical Research
Pathology
HEGP
DRG
Biology
EHR forms
Imaging
Browser tools available
for MD & Pharm
EHR reports i2b2
‘omics
ETL
onc
e a
wee
k
‘omics data
ETL
Structured data from research
studies
ETL
Rx
BDW
Analysis tools
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• Integrated platform to support translational research • Initiated by Johnson & Johnson et Recombinant 5 years ago • Open-source since January, 2012 • Installed at HEGP since May, 2012
• Today, driven and maintained by the tranSMART Foundation & communitie
hEp://transmarHoundaIon.org
HEGP BDW
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Objectives : 1. Integration of clinical, biological and ‘omics
data in one place – hypothesis free – 2. Generation of hypothesis by Clinicians /
Researchers
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!h0p://www.transmartproject.org
“Omics” data integration
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-‐ Szalma S, Koka V, Khasanova T, Perakslis ED. EffecIve knowledge management in translaIonal medicine. J Transl Med. 2010; 8:68.
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Pilot Study HEGP - Paris
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HEGP: Canuel V, Avillach P
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HEGP: Canuel V, Avillach P
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HEGP: Canuel V, Avillach P
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• R module in tranSMART
• Published figure in JCO
HEGP: Canuel V, Avillach P
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Phenotypic augmentation
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Phenotypic augmentation
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Type of Data
Electronic Health Record
Head and Neck Study
Head and Neck Cancer Study
Treatment
Vital Status
Cinical Data
Biology
Patology
Death
Re-intervention
Cancer recurrenceHead and Neck Cancer
Study sprecific samples
tranSMART + i2b2 = Phenotypic augmentation
HEGP: Joubert F, Avillach P
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06/05/2013
Badoual Cancer Res. 2013
p = 0,04
HEGP: Joubert F, Avillach P
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p = 0,07 p = 0,03
AVG : 10 months of addiIonal follow up with i2b2 data
HEGP: Joubert F, Avillach P
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PheWAS study on i2b2/tranSMART
Neuraz A, Chouchana L, Malamut G, Le Beller C, Roche D, Beaune P, Degoulet P, Burgun A, Loriot MA, Avillach P. Phenome-wide association studies on a quantitative trait: Application to TPMT enzyme activity and thiopurine therapy in pharmacogenomics. PLoS Comput Biol. 2013 in press
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Workflow
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Phenotype
Thiopurine dose
Low acHvity
Intermediate acHvity
Normal AcHvity
10 % dose
30 – 70 % dose
100 % dose
FDA & EMA recommendations
?
Methodes: Selection of trait: enzymatic Activity TPMT
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TPMT
HEGP: Neuraz A,…, Avillach P
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ICD9-‐CM Mapping
Very High TPMT acIvity VS others
HEGP: Neuraz A,…, Avillach P
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HEGP: Neuraz A,…, Avillach P
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Acknowledgments HEGP
Informatics & Public Health Dept : • Eric Zapletal, • Vincent Canuel, • Antoine Neuraz, • Fabien Joubert
Contact : [email protected] [email protected]
www.i2b2.org
www.transmartproject.org
Prof Patrice Degoulet, past CIO Prof Anita Burgun, CIO
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European Medical Information Framework
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• 58 partners • 58 Million euros • Started 1st jan 2013 • 5 year project • PI: Bart Vannieuwenhuyse (Janssen) & Prof. Simon
Lovestone (KCL) • PI Platform: Prof. Johan van der Lei • Detect new biomakers:
– prediposition Alzheimer's disease – Metabolic complication diabetes
EMIF project: European Medical Information Framework
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3 projects, 3 datasources: • EHR derived patient data: 48 millions patient records :
observational studies (Jerboa tool) • Cohort clinical + ‘omics data from : tranSMART option
– AD – Metabolic : ~10 000 patients
• WP11 : Semantic harmonization • Same concepts across all database : ETL process
Jerboa & tranSMART
EMIF project: European Medical Information Framework
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Toward Precision Medicine: Building a Knowledge Network for Biomedical Research and a New Taxonomy of Disease Report from National academy of science, USA, 2011
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ASDs SSC Cohort to BCH
Type NaHonal SSC Lou Kunkel SSC Link to BCH i2b2 AuIsm 1 899 356 186 Pdd 549 314 163 Nonspectrum 0 34 20 Aspergers 275 43 17 ReEs 0 1 0 Typical-‐no-‐dx 0 153 93 NA 2 19 18
Total 2 725 920 497
Probands + sibblings
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# paHents # observaHons Vital:Weight 367 4 727 Vital:Height 359 7 220 SER 421 17 915 Radiology Procedures 174 1 142 Procedures (CPT) 209 1 470 MedicaIons (PrescripIon) 212 3 171 Pathology Repports 220 2 255 Clinical Notes 419 33 978 MedicaIons 189 19 321 Lab tests 360 72 433 Insurance Payors 375 8 869 MedicaIons (History) 217 835 Diagnosis (ICD9) 421 26 323 Clinic 421 14 169 AMED 164 7 142 Allergy 246 583
AVG = 298 TOTAL = 221 553
ASDs SSC Cohort to i2b2 BCH
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Autism information commons From SSC National cohort to BCH i2b2
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Dra]
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