working assumptions of the i2b2 data model

20
Temporal Exploration of EHRs Using the i2b2 Open Source Platform Vivian Gainer Partners Healthcare

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Page 1: Working Assumptions of the i2b2 Data Model

Temporal Exploration of EHRs Using the i2b2 Open Source

Platform

Vivian Gainer Partners Healthcare

Page 2: Working Assumptions of the i2b2 Data Model

In the Beginning …

Page 3: Working Assumptions of the i2b2 Data Model

Returning Data to Investigators

Output files placed in special directory

Files include a Microsoft Access Database

Identified data is gathered from RPDR and other Partners sources

Page 4: Working Assumptions of the i2b2 Data Model

Researchers’ Wish List• To view many patients at a time

• To have a complete view of a patient’s data

• To view a patient over time

• To view patient text notes in the application

• To add power to the notes via NLP

• To annotate the data

• To save and reuse work

Page 5: Working Assumptions of the i2b2 Data Model

Our Wish List• An open source framework that is:

• Easy to use for a variety of users

• Scalable

• Extensible

• Robust

• Interoperable

• Platform-independent

• HIPAA-compliant

Page 6: Working Assumptions of the i2b2 Data Model

Tools and Architecture

i2b2 HIVE:

• Service-Oriented Architecture

• XML messages

• Cells

• Eclipse (plug-ins)

Page 7: Working Assumptions of the i2b2 Data Model

Process

Page 8: Working Assumptions of the i2b2 Data Model

i2b2 Workbench

Page 9: Working Assumptions of the i2b2 Data Model

User Interactions

Diagnosis Asthma DiabetesTest Glucose PFTDemographics Age Sex

Browse Concepts

Diabetes Asthma

Patient Set Query

AgeSex

Patient Data Query

Patient Set

Patient Data

Patient 1:63 year Male

Patient 2:48 year Female

Patient 3:24 year Male

Page 10: Working Assumptions of the i2b2 Data Model

Browse concepts

Page 11: Working Assumptions of the i2b2 Data Model

Create a Query

Page 12: Working Assumptions of the i2b2 Data Model

Create a model for the Timeline

Page 13: Working Assumptions of the i2b2 Data Model

Timeline

Page 14: Working Assumptions of the i2b2 Data Model

View a text report

Page 15: Working Assumptions of the i2b2 Data Model

Parse the text report

Page 16: Working Assumptions of the i2b2 Data Model

HELP

Page 18: Working Assumptions of the i2b2 Data Model

The workbench and timeline allow users to:

• survey the data to see what is available

• check data integrity for obvious anomalies

• compare data coming from different sources

• display data concisely on single patients

• drill down in term hierarchies

• perform time-oriented queries

• Show time-oriented averages (trends) within the data using sentinel events to synchronize the starting points.

Page 19: Working Assumptions of the i2b2 Data Model

What are we going to do with it?• Extend phenotypic data collection• Add anonymous specimen repository• Add a Bayesian inference engine• Predictive modeling• Perform clinical trials in-silico• Discovering correlations within data (relationship networks)• Pharmacovigilance• Genomic studies• Geograpic Information Systems (GIS) studies

Page 20: Working Assumptions of the i2b2 Data Model

Thanks!HCILi2b2

Shawn MurphyMike MendisLori PhillipsRaj KuttanWensong PanJanice Donahoe