Trial Banks Affiliates Talk 3/3/98

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Analysis of HIV Trials cBIO Driving Biological Project

Ida Sim, MD, PhD

Associate Professor of Medicine

Associate Director for Medical Informatics

Program in Biological and Medical Informatics

University of California, San Francisco, CA

R01-LM-06780

Copyright 2006, Ida Sim

Outline

• Background

• Trial Bank Project

• DBP Goals

Copyright 2006, Ida Sim

Domain Problem

• Want to advance clinical science and practice evidence-based medicine

» based on results from scientific experiments, e.g., from randomized controlled trials (RCTs)

Drug A Death at 1 year

Placebo

Death at 1 year

»

» randomization equalizes known and unknown confounders between intervention arms any observed differences in outcome should be due only to the intervention

Copyright 2006, Ida Sim

HIV Trials

• Two controversial areas of HIV with conflicting

RCT evidence

» Prevention of mother-to-child-transmission (MTCT)

» Structured Treatment Interruption

• Very complex heterogenous trials

» need computational support to visualize, analyze, apply these trials

Copyright 2006, Ida Sim

Need Computational KBs of RCTs

• RCT journal articles not ideal

» key descriptors of experimental method not always reported

» not easily computable

• KB of information on RCT

»

» design execution

» results

• would allow for better computer support for advancing clinical science and practice

Copyright 2006, Ida Sim

Outline

• Background

• Trial Bank Project

• DBP Goals

Copyright 2006, Ida Sim

Trial Bank Software

• Bank-a-Trial

» web-based program for entering trials into RCT Bank (annotation)

» clinical descriptions of trial features (slot values) are in UMLS terms

• RCT Presenter

»

» web-based browser of RCT Bank entries

SecurePresenter for browsing restricted-access entries

Bank-a-Trial RCT Presenter

RCT Bank

(SecurePresenter)

Copyright 2006, Ida Sim

Ontology: RCT Schema

• Models clinical trials

» instantiated using UMLS terms to describe clinical concepts

• Frame-based model (in Ocelot)

» 7 levels deep

• 188 frames, 601 unique slots

» average 9.8 slots/frame

» 13 frames (7%) have multiple parents

» 187/601 slots (31%) take other frames as values

• Available at http://rctbank.ucsf.edu/

Copyright 2006, Ida Sim

RCT Presenter Demo

• RCT Presenter is open access

» http://rctbank.ucsf.edu/Presenter/

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Bank-a-Trial Demo

• http://rctbank.ucsf.edu/BaT/

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Outline

• Background

• Trial Bank Project

• DBP Goals

Copyright 2006, Ida Sim

DBP Goals

• Trial Bank instances

» visualizing collections of related but heterogenous clinical trial instances

» using sample HIV medical record to select

“applicable” MTCT and STI trials in RCT Bank

» meta-analysis

• RCT Schema

» towards a reference ontology for clinical trials

Copyright 2006, Ida Sim

Goal 1: Visualization

Interventions

XRT and tamoxifen

Outcomes

5 year survival

1 year local recurrence

Stage III

Breast CA tamoxifen only

5 year local recurrence

XRT only

5 year metastatic dissemination

5 year quality of life

Copyright 2006, Ida Sim

Visualization (cont.)

Bank-a-Trial

MTCT/STI trials

Core 1

Core 2

Visualization meta-model

Degree of Interest model

Interventions Outcomes survival

XRT and tamoxifen

1 year local recurrence

RCT Bank

WHO/

CDISC XML

OBD

Stage III

Breast CA tamoxifen only

5 year local recurrence

5 year metastatic dissemination

XRT only

• interventions

• conditions

• outcomes

• number of participants

5 year quality of life

Visualizations!

Presenter

Copyright 2006, Ida Sim

Goal 2: Identifying Applicable

Trials

• Use case

»

»

I have an HIV patient, which STI trials are applicable?

– patients in STI trials are “like” this patient want to “drag and drop” EHR onto Trial Bank to pull out applicable trials

» visualize these applicable trials, explore specific details of trials

• Terminological matching required

» sample EHR coded in SNOMED

» RCT Bank trials coded in UMLS

Copyright 2006, Ida Sim

Identifying Applicable Trials

STI trials

Bank-a-Trial

Core 1

Core 2

Visualization meta-model

Degree of Interest model

Interventions Outcomes survival

XRT and tamoxifen

1 year local recurrence

RCT Bank

WHO/

CDISC XML

OBD

Stage III

Breast CA tamoxifen only

5 year local recurrence

5 year metastatic dissemination

UMLS XRT only

5 year quality of life

LexGrid

Applicability

Engine

Visualizations!

SNOMED

EHR

Core 1

Presenter

Copyright 2006, Ida Sim

Goal 3: Meta-Analysis

• Given set of related trials, use statistical routines

» explore statistical heterogeneity

» perform quantitative meta-analysis

Copyright 2006, Ida Sim

Meta-Analysis

Bank-a-Trial

STI trials

Core 2

RCT Bank

UMLS

LexGrid

SNOMED

EHR

WHO/

CDISC XML

OBD

Applicability

Engine

Core 1

Core 2?

Meta-analysis

Stage III

Breast CA

Interventions

XRT and tamoxifen

Outcomes survival tamoxifen only

1 year local recurrence

5 year local recurrence

XRT only

5 year metastatic dissemination

5 year quality of life

Visualizations!

Core 1

Presenter

Copyright 2006, Ida Sim

RCT Reference Ontology?

• Harmonize RCT Schema with CDISC, caBIG,

WHO, etc. through BRIDG (outside cBIO)

• Put into OWL

• Deposit into OBO

• Join the “OBO Collaboratory”

Copyright 2006, Ida Sim

Timelines

• Dec 2006

» Visualization

• Year 2-3

» applicability

» meta-analysis

» moving towards OBO

Copyright 2006, Ida Sim

Summary

• Clinical trials are valuable source of biomedical knowledge

• Trial Bank captures RCTs to support understanding, analyzing, applying RCT evidence

• Drives cBIO on

» Core 1: visualization, terminology mapping,

Ocelot->OWL, RCT reference ontology

» Core 2: OBD, data interchange standard, metaanalysis

Copyright 2006, Ida Sim

Questions

• To group

Copyright 2006, Ida Sim

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