Title: DICOM
1DICOM A Preclinical Perspective
AK Narayan, Kishan Harwalkar, Kshitija
Thakar Philips Healthcare, April 09, 2008
2Agenda
- Introduction to Preclinical
- IMALYTICS Workspace
- Information Model Requirements
- Mapping to DICOM
- DICOM Constraints on Preclinical
- Challenges and Future Work
- Conclusions
3Research Workflow
- Research is characterized by exploratory and/or
hypothesis-driven programs often supported by
grants to either discover or explore new insights
into biological processes. - The systematic discovery and development of
biomarkers, drugs, and therapies that will
ultimately be translated from animal models to
human should they prove promising during
preclinical studies.
Enabled by Pre-Clinical Workspace
Statistically Significant Results
Exploratory or Hypothesis driven
Transition to ...
4Preclinical Imaging
Researchers are not mouse doctors
Test Bed for new Imaging Technologies
Design and Evaluation of new Biomarkers
(drugs) (diagnosis/therapy)
Fundamental Understanding of Biology/Biochemistry
- small size prototypes
- low capital investment
- POC (proof of concept)
- dynamics and kinetics
- efficacy (candidate
- selection)
- dosing
- transfer in-vitro
- to in-vivo
- verify models
Massoud T.F., Gambhir S.S.Molecular Imaging in
living subjects seeing fundamentalbiological
processes in a new light Genes Dev., 17,
545-580, 2003
Rudin M., Weissleder R.Molecular Imaging in
drug discovery and developmentNat. Rev. Drug
Discov., 2, 123-131, 2003
Gleich B., Weizenecker J.Tomographic Imaging
using the nonlinear response of magnetic
particlesNat., 435(30), 1214-1217, 2005
4
CONFIDENTIAL
5Imaging applications in drug discovery and
development
Rudin M., Weissleder R.Molecular Imaging in
drug discovery and developmentNat. Rev. Drug
Discov., 2, 123-131, 2003
6Multi-modality in Preclinical
Massoud Gambhir, Genes Development, 2003
7Preclinical application needs
- Increasing the productivity, reproducibility, and
standardization of a - variety of experimental approaches such as
- Snapshot measurement on a single subject
- Longitudinal studies on the single subject across
multiple sessions - Group studies on multiple subjects in the same
laboratory - Studies on distributed population groups that are
done to substantiate the hypothesis.
8IMALYTICS Workspace
- Multi-modality Preclinical Workstation
- Provides a combined view of the different facets
of the drug discovery process. - Provides advanced image analysis,
quantification, and visualization tools dedicated
to research and discovery
9IMALYTICS Modeling requirements
- Data Mining
- Project Oriented View
- Each Preclinical Project will involve multiple
Subjects with Series of images under each - Interoperability
- High Interoperability with existing Standards
- High Interoperability with existing Preclinical
data - Compatibility
- Extendable for Clinical Trials
- Compatible with existing Clinical Apps
10Preclinical Real-World Model
1..n
1..n
1..n
1..n
1..n
11DICOM Clinical Trial Model
1..n
1..n
1..n
1..n
12Mapping Preclinical Model to DICOM
? Depicts the Conceptual Model of the Preclinical domain
? Data mining at Project Level would be easy
? Less Compatibility with existing clinical applications
? Low Interoperability with clinical DICOM data
Patient
13Mapping Preclinical Model to DICOM
? High co-relation with DICOM Model
? High Compatibility with existing Clinical Applications
? High Interoperability
? Differs from the Conceptual Preclinical model
? Data mining at Project level is not easy
Patient
14IMALYTICS Model
- Interoperability
- Easily achievable
- Compatibility
- Can be used for Clinical Trial
- Clinical Apps can be easily integrated
- Data Mining
- Not possible via the Model
- Can be achieved via Software
- Semantic Correlation
- High Correlation with DICOM
Patient
15Project-oriented Workflow
? Enables Project Oriented View with local Database
? The Project Oriented view can be seamlessly used for Clinical Trials
? Project Oriented View may not be possible with DICOM Network and Media
? Importing a Complete Project in one shot is not possible
16DICOM Constraints on Preclinical
- Group Studies
- Multiple Subjects are a part of the same Scan
- Sharing the same Study after splitting into
multiple hierarchy is not possible - Orientation of individual subject can not be
represented
17DICOM Constraints on Preclinical
- DICOM Type 2 attributes may not always be
applicable in the Preclinical domain - Patient Birth Date
- Patient Sex
- Referring Physician
18Challenges and Future Work
- Challenges
- IMALYTICS Model vs. Preclinical model by other
vendors - Non availability of Data from different vendors
- Non availability of DICOM Conformance Statements
for preclinical products - Future Work
- Extending the IMALYTICS model for Group Studies
- Applicability of the current model for
- Distributed population Study
- Clinical Trials
- Dealing with non-image data like Histology
(in-silico, in-vitro, ex-vivo)
19Conclusions
- Preclinical Imaging has emerged recently as a
powerful tool that enables Clinical Research - Going forward Interoperability would be the key
in Preclinical domain (especially for
translational research) - Specific platforms to address Interoperability in
Preclinical (IHE/Connectathon) are required
20(No Transcript)