i2b2 clinical research chartshawn murphy md, ph.d. griffin weber md, ph.d. michael mendis andrew...

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i2b2 Clinical Research Chart Shawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS Rajesh Kuttan Wensong Pan MS Henry Chueh MD Susanne Churchill Ph.D. John Glaser Ph.D. Isaac Kohane MD, Ph.D.

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Page 1: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

i2b2 Clinical Research Chart Shawn Murphy MD, Ph.D.Griffin Weber MD, Ph.D.

Michael MendisAndrew McMurryVivian Gainer MSLori Phillips MSRajesh Kuttan

Wensong Pan MSHenry Chueh MD

Susanne Churchill Ph.D.John Glaser Ph.D.

Isaac Kohane MD, Ph.D.

Page 2: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Use Case Development of i2b2 technology

Enterprise-wide repurposing and distribution of medical record data for research

• Hospital-wide availability of clinician-driven queries to find research cohorts• Suggestion of novel relationships between genes and disease through mutual information theory methods• Display of large collections of odds ratios as calculated following environmental exposures (Pharmacovigilance)

• IDENTITY MANAGEMENT• CRC ANALYSIS PLUG-IN

Page 3: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Enterprise-wide repurposing and distributionof medical record data for research

DataRepository

(CRC)

FileRepository

IdentityManagement

OntologyManagement

CorrelationAnalysis

De -Identification

Of data

NaturalLanguageProcessing

AnnotatingGenomicData #1

ProjectManagement

WorkflowFramework

PFTProcessing

AnnotatingGenomicData #2

AnnotatingImaging

Data

Enable high performance collection of medical record data for querying and distributionEnterprise web clientCreate patient cohorts for further investigation

Enable discovery within data on enterprise wide scaleRelevance networksPharmacovigilance

Page 4: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Enterprise web clienthttp://services.i2b2.org/webclient/

Page 5: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Use Case Development of i2b2 technology

Provide distribution of medical records and tools for their manipulation in supporting specific research projects.

• Select patients for clinical trials• Working out details for calculating odds ratios of pharmacovigilance• Annotating images in clinical studies

• NLP WORKFLOW SUPPORT• CRC ANALYSIS PLUG-IN

Page 6: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Set of patients is selected through Enterprise Repository and data is gathered into a data mart

EDR

Selected patients

Data directly from EDR

Data from other sources

Data imported specifically for project

Automated Queries search for Patients and add Data

ProjectSpecific

Phenotypic Data

Page 7: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Use of medical record data in clinical studies focused upon genomics and pharmacology

DataRepository

(CRC)

FileRepository

IdentityManagement

OntologyManagement

CorrelationAnalysis

De -Identification

Of data

NaturalLanguageProcessing

AnnotatingGenomicData #1

ProjectManagement

WorkflowFramework

PFTProcessing

AnnotatingGenomicData #2

AnnotatingImaging

Data

Repurpose medical record information for research studiesI2b2 WorkbenchNatural language processing

Enable genomic studiesTissue/blood selectionGenetic data integration

Page 8: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

I2b2 DB(Data Rep)

Concepts from Text(NLP)

Application Server

UploadNotes

Create new calculatedConcepts

Encrypt Notes

Page 9: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Project data can be added back to Enterprise Repository

i2b2 DB Project 1

i2b2 DB Project 2

i2b2 DB Project 3

of Project 3

of Project 2

Shared dataof Project 1

[ Enterprise SharedData ]

Ontology

Consent/Tracking

Security

Page 10: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Enterprise Querytool allows:

Selection of patient populations through complex queriesSpecifically targeted population analysisPrivacy Management

Page 11: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Project Workbench allows:

Patient population medical record review and exploration of data in a targeted populationUse of Natural Language ProcessingImport of batch data setsWorkflow support to simulate sequences of operationsExport of batch outputs for specific applicationsPrivacy management

Page 12: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

CRC Analysis Plug-in

Page 13: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Use of CRC Analysis Plug-ins

Breakdowns of patient attributes

Two group comparisons

Increasingly complex types of analyses

Page 14: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

QueryQueue Tables

PatientData

Patient SetEvent Set

XML Result Set

LocalPlug-inStorage

AnalysisPlug-inAnalysis

Plug-inCRCPlug-in

CRC

CRCEngine

In

Out

Analysis wrapped as a command-line or remotely executed programCan be started by trigger from clientCan be started as scheduled eventInput parameters are XML in Query Queue tablesOutput goes to Result tables, may have pointer to Local Plug-in Storage

Client

Page 15: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Process for Adding New Plug-ins

Register CRC Plug-in with:Unique IDName Start up process (local vs. remote)Algorithm API Call to establish run time (for Queue management)Any new XML Result Types and Icons

Page 16: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

CRC Plug-in Program – Starting-up

Client delivers input through web serviceInput from reading block of XML from CRC Query Queue tables, placed there by CRC EngineExecution controlled by CRC EngineRun from command line (or)Run as remote serviceQueue mechanism encourages short running processes to have higher priority

Page 17: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

CRC Plug-in Program - Execution

Access to Patient Data tables through direct SQLLocal Plug-in Storage database can be persistent storage if desired Plug-in manages Local storage

Page 18: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

CRC Plug-in Program – Finishing-up

Output goes to one of three tablesPatient Set TableEncounter Set TableXML Results Table

XML Results Table can have a pointer to a Local Plug-in Database table

Page 19: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Client CRC Engine

Results Tables

Queue Processing

CRC Plug-in

XML to CRC

Engine manages startupLaunching

Results written

Stopping

Engine monitors progress

Done message

Results obtained

Job Status Obtained

Page 20: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

NLP Workflow Support

Page 21: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

NLP Workflow Requirements

NLP Specialists

I2b2 Project Investigators

Page 22: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Investigator Annotation

Page 23: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

NLP Specialists Workstation

NLP Specialists

Export Notes

Import DerivedCodes

Page 24: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Investigator Review

Page 25: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

IDENTITY MANAGEMENT PRESENTATION

Page 26: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

WEB CLIENT PRESENTATION

Page 27: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

JIRA PRESENTATION

Page 28: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

IMPORTANT ACTIVITIES

Page 29: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Help outside of i2b2

Ontology managementNCBO

Imaging ResearchBIRN / XNAT

Cross Site and Platform IntegrationSHRINE / caBIG

Page 30: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Extensible Neuroimaging Archive Toolkit (XNAT) used to integrate image management into i2b2

i2b2

Page 31: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

SHRINE (Shared Research Informatics Network)= Distributed Queries

Central “aggregator” broadcasts query to local hospital “adaptors”, which return aggregate counts only

SHRINEadapter

SHRINEadapter

SHRINEadapter

QueryAggregator

i2b2

i2b2 caBIG

Page 32: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

Community

Beth Israel Deaconness Hospital, Boston, MABoston University School of Medicine, Boston, MABrigham and Women's Hospital, Boston, MA Children's Hospital, Boston, MADenver Children's Hospital, Denver, COCincinnati Children's Hospital, Cincinnati, OHCleveland Clinic, Cleveland, OHWeil Medical College of Cornell, NYC, NY Group Health CooperativeHarvard Medical School, Boston, MAMassachusetts General Hospital, Boston, MA Maine Medical Center, Portland, MEMarshfield Clinic, Wisconsin Morehouse School of Medicine, Atlanta, GAOregon Health & Science University, Portland, OR Ohio State University Medical Center, Columbus, OH Philadelphia Children's Hospital, Philadelphia, PARenaissance Computing Institute, Chapel Hill, NC Tufts New England Medical Center, Boston, MA University of California Davis, Davis, CAUniversity of California San Francisco, SF, CAUniversity of Massachusetts Medical School, Worcester, MAUniversity of Michigan Medical Center, Ann Arbor, MI University of Pennsylvania School of Medicine, Philadelphia, PAUniversity of Rochester Medical Center, Rochester, NYUniversity of Texas Health Sciences Center Houston, Houston, TXUniversity of Texas Health Sciences Center San Antonio, SA, TXUniversity of Texas Health Sciences Center Southwestern,Utah Health Science Center, Salt Lake City, UT University of Washington, Seattle, WA

Georges Pompidous Hospital, Paris, FranceUniversity of Goettingen, Goettingen, Germany University of Pavia, Pavia, ItalyUniversity of Seoul, Seoul, Korea

United States International

Page 33: i2b2 Clinical Research ChartShawn Murphy MD, Ph.D. Griffin Weber MD, Ph.D. Michael Mendis Andrew McMurry Vivian Gainer MS Lori Phillips MS ... Data #1 Project Management Workflow Framework

i2b2 Clinical Research Chart Shawn Murphy MD, Ph.D.Griffin Weber MD, Ph.D.

Michael MendisAndrew McMurryVivian Gainer MSLori Phillips MSRajesh Kuttan

Wensong Pan MSHenry Chueh MD

Susanne Churchill Ph.D.John Glaser Ph.D.

Isaac Kohane MD, Ph.D.