SlideShare a Scribd company logo
1 of 16
Download to read offline
Ontology-Driven Clinical Intelligence
Removing Data Barriers for Cross-Discipline Research	
  
Bruce Pharr | Vice President, Life Sciences Research Systems
Medical Informatics World | April 29, 2014
1	
  
Data Barriers to Clinical Research
Critical Data is Dispersed in Separate Systems
Considering the vast stores of clinical data available to potential
investigators, the actual amount of clinical research performed has
been quite modest. At many medical centers, the data is dispersed in
separate systems that have evolved independently of one another.
Obstacles and Approaches to Clinical Database Research:
Experience at the University of California, San Francisco
Disease A Disease B
Removing the Data Barriers
Structured Digital Data with Standardized Metadata and Ontology
Source: Anne E. Thessen and David J. Patterson, Data issues in life sciences, PMC (NIH/NLM) (November 28, 2011).
Disease A Disease B
The discovery of scientific insights through
effective management and reuse of data
requires several conditions to be optimized:
•  Data needs to be digital;
•  Data needs to be structured;
•  Data needs to be standardized in terms of metadata and ontology.
Data Issues in Life Sciences, Data Conservancy (Life Sciences)
Ontology-Driven Clinical Intelligence
Structured Data with Standardized Metadata and Ontology
Siloed Legacy Patient/Disease Databases	

Clinical
Research	

Mosaic™ Ontology-Driven Platform	

Analytical Lab	

Biobank	

New Data	

Patient	

Pre-analytical Data	

Post-analytical Data	

Legacy Data	

Patient/Disease
Registry	

Harmonized,
Mapped New
and Legacy Data	

Cross-Discipline Research	

Intuitive
Cross-Registry
Queries
Ontology-Driven Clinical Intelligence
Remedy Informatics Architecture
Remedy Informatics	

Mosaic™ Platform	

Mosaic Engine	

Functional Layers: Physical, Data Model, Information Model, Ontology, Representation Model 	

Mosaic Applications	

Content and Registry Development	

Specimen Track™ & Study Manager™	

Research Management System	

Remedy AMH™
Aggregate, Map & Harmonize	

Legacy
Patient/Disease
Data	

Ontology Manager™
Registry Builder™
Harmonized
Patient/Disease
Data	

Cross-Discipline
Research	

Patient	

Biobank	

Analytical Lab	

Clinical
Research	

New Pre- and
Post-Analytical
Data
Ontology
What is it?
Ontology is an explicitly defined reference model of application
domains with the purpose of improving information consistency and
reusability, systems interoperability, and knowledge sharing. Ontology
formally represents knowledge as a set of concepts within a domain,
and the relationships between pairs of concepts. It provides a shared
vocabulary, which can be used to model a domain.
A Novel Method to Transform Relational Data into Ontology in the Biomedical Domain,
International Journal of Engineering and Technology
Mosaic Ontology
A Purpose-Specific Structured Data Model
1.  Predefined, standardized terminology
2.  Domain-specific mapped relationships
3.  Permissible values and validation rules
Mosaic™ Platform	

Mosaic Engine
Functional Layers: Physical, Data Model, Information Model, Ontology, Representation Model 	

Mosaic Applications
Content and Registry Development
Mosaic Ontology
Predefined, Standardized Terminology (Vocabulary)
Domain Standards for Terminology
Acronym Standard Description
CDISC
Clinical Data Interchange
Standards Consortium
Data standards for information system interoperability to improve
medical research.
GO Gene Ontology
Standardize the representation of gene and gene product
attributes across species and databases.
ICD
International Statistical
Classification of Diseases
International health care classification system of diagnostic codes
for classifying disease.
LOINC
Logical Observation Identifiers
Names and Codes
A database and universal standard for identifying medical
laboratory observations.
RxNorm Prescription Normalization
Normalized names for clinical drugs with drug vocabularies used in
pharmacy management and drug interaction software.
SNOMED CT
Systematized Nomenclature of
Medicine—Clinical Terms
Computable collection of medical codes, terms, synonyms, and
definitions used in clinical documentation and reporting.
Mosaic Ontology
Predefined, Standardized Terminology
Lab Result
LOINC
Subject
Units
High End of Normal
Low End of Normal
Confidentiality
Validation Status
Validator
Supplier of Data
Disorder
SNOMED CT
Assertion
Subject
Severity
Stage
Response to Treatment
Active State
Onset Date
Resolved State
First Diagnosed Date
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Procedure
SNOMED CT
Subject
Operator
Facility
Start-Stop Time
Urgency Status
Intent
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Has Result
Response to Tx
Evidence for
Cause
Mosaic Ontology
Domain-Specific Mapped Relationships
Lab Result
LOINC
Subject
Units
High End of Normal
Low End of Normal
Confidentiality
Validation Status
Validator
Supplier of Data
Disorder
SNOMED CT
Assertion
Subject
Severity
Stage
Response to Treatment
Active State
Onset Date
Resolved State
First Diagnosed Date
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Procedure
SNOMED CT
Subject
Operator
Facility
Start-Stop Time
Urgency Status
Intent
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Indication
Contraindication
Mild
Moderate
Severe Screening
Diagnostic
Prevention
Therapeutic
Palliation
End-of-Life
Mosaic Ontology
Permissible Value and Validation Rules
Disorder
SNOMED CT
Assertion
Subject
Severity
Stage
Response to Treatment
Active State
Onset Date
Resolved State
First Diagnosed Date
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Procedure
SNOMED CT
Subject
Operator
Facility
Start-Stop Time
Urgency Status
Intent
Confidentiality
Source
Date of Entry
Validation Status
Validator
Supplier of Data
Mosaic Ontology
Standardized, Extensible Disease Registries…
Mosaic Ontology
…Enable Cross-Discipline Research
Remedy Informatics
A Clinical Intelligence Company
Remedy Informatics is a clinical intelligence company
that is transforming global biomedical research and healthcare.
Our clients include:
Academic medical centers
Biopharmaceutical companies
Biomedical research organizations
Our solutions enable clients to:
Collect, harmonize, and analyze data across disciplines
Detect patterns in clinical data
Accelerate disease and therapeutic research
Ultimately, our solutions enable you to bring safe, effective, increasingly
personalized treatments to market faster and more efficiently.
Remedy Informatics
Systems and Solutions
RESEARCH SYSTEMS
Specimen Track™ Biobank Management System
Study Manager™ Clinical Research Management System
TECHNOLOGY SOLUTIONS
Mosaic™ Platform
Mosaic Ontology
Mosaic Engine
Mosaic Builder
TIMe™—The Informatics Marketplace™
CLINICAL REGISTRIES
Comprehensive Blood Cancer™
Comprehensive BMT™
Comprehensive Heart & Vascular™
Comprehensive Orthopedics™
Comprehensive Solid Tumor™
Thanks! – Questions?
Bruce Pharr
Vice President, Life Sciences Research Systems
bruce.pharr@remedyinformatics.com
Remedy Informatics
www.remedyinformatics.com

More Related Content

What's hot

CEDAR work bench for metadata management
CEDAR work bench for metadata managementCEDAR work bench for metadata management
CEDAR work bench for metadata managementPistoia Alliance
 
Next generation electronic medical records and search a test implementation i...
Next generation electronic medical records and search a test implementation i...Next generation electronic medical records and search a test implementation i...
Next generation electronic medical records and search a test implementation i...lucenerevolution
 
ZhuangWan_CV_Aug2016
ZhuangWan_CV_Aug2016ZhuangWan_CV_Aug2016
ZhuangWan_CV_Aug2016Zhuang Wan
 
BioAssay Research Database Presentation at the Chem Axon UGM 2013
BioAssay Research Database Presentation at the Chem Axon UGM 2013BioAssay Research Database Presentation at the Chem Axon UGM 2013
BioAssay Research Database Presentation at the Chem Axon UGM 2013Andrea de Souza
 
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Oksana Gologorskaya
 
Personalized Medicine with IBM-Watson: Future of Cancer care
Personalized Medicine with IBM-Watson: Future of Cancer carePersonalized Medicine with IBM-Watson: Future of Cancer care
Personalized Medicine with IBM-Watson: Future of Cancer carejetweedy
 
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...Mike Hogarth, MD, FACMI, FACP
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introductionbutest
 
Fore FAIR ISMB 2019
Fore FAIR ISMB 2019Fore FAIR ISMB 2019
Fore FAIR ISMB 2019Ian Fore
 
Wim de Grave: Big Data in life sciences
Wim de Grave:  Big Data in life sciencesWim de Grave:  Big Data in life sciences
Wim de Grave: Big Data in life sciencesFlávio Codeço Coelho
 
Pulverer-embo-source data-nfdp13
Pulverer-embo-source data-nfdp13Pulverer-embo-source data-nfdp13
Pulverer-embo-source data-nfdp13DataDryad
 
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...Kathleen Jagodnik
 
Ontologies for Semantic Normalization of Immunological Data
Ontologies for Semantic Normalization of Immunological DataOntologies for Semantic Normalization of Immunological Data
Ontologies for Semantic Normalization of Immunological DataYannick Pouliot
 

What's hot (20)

CEDAR work bench for metadata management
CEDAR work bench for metadata managementCEDAR work bench for metadata management
CEDAR work bench for metadata management
 
10th Annual Utah's Health Services Research Conference - Data Quality in Mult...
10th Annual Utah's Health Services Research Conference - Data Quality in Mult...10th Annual Utah's Health Services Research Conference - Data Quality in Mult...
10th Annual Utah's Health Services Research Conference - Data Quality in Mult...
 
Next generation electronic medical records and search a test implementation i...
Next generation electronic medical records and search a test implementation i...Next generation electronic medical records and search a test implementation i...
Next generation electronic medical records and search a test implementation i...
 
ZhuangWan_CV_Aug2016
ZhuangWan_CV_Aug2016ZhuangWan_CV_Aug2016
ZhuangWan_CV_Aug2016
 
BioAssay Research Database Presentation at the Chem Axon UGM 2013
BioAssay Research Database Presentation at the Chem Axon UGM 2013BioAssay Research Database Presentation at the Chem Axon UGM 2013
BioAssay Research Database Presentation at the Chem Axon UGM 2013
 
Engaging Diverse Communities in Cancer Conversations Through Creation of Stru...
Engaging Diverse Communities in Cancer Conversations Through Creation of Stru...Engaging Diverse Communities in Cancer Conversations Through Creation of Stru...
Engaging Diverse Communities in Cancer Conversations Through Creation of Stru...
 
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
 
Personalized Medicine with IBM-Watson: Future of Cancer care
Personalized Medicine with IBM-Watson: Future of Cancer carePersonalized Medicine with IBM-Watson: Future of Cancer care
Personalized Medicine with IBM-Watson: Future of Cancer care
 
Towards a gold standard and regarding quality in public domain chemistry data...
Towards a gold standard and regarding quality in public domain chemistry data...Towards a gold standard and regarding quality in public domain chemistry data...
Towards a gold standard and regarding quality in public domain chemistry data...
 
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...
The OneSource Initiative: An Approach to Structured Sourcing of Key Clinical ...
 
NTU-2019
NTU-2019NTU-2019
NTU-2019
 
Chapter 1. Introduction
Chapter 1. IntroductionChapter 1. Introduction
Chapter 1. Introduction
 
Fore FAIR ISMB 2019
Fore FAIR ISMB 2019Fore FAIR ISMB 2019
Fore FAIR ISMB 2019
 
Working with Quertle
Working with QuertleWorking with Quertle
Working with Quertle
 
Wim de Grave: Big Data in life sciences
Wim de Grave:  Big Data in life sciencesWim de Grave:  Big Data in life sciences
Wim de Grave: Big Data in life sciences
 
PEDSnet DQA CHOP Symposium
PEDSnet DQA CHOP SymposiumPEDSnet DQA CHOP Symposium
PEDSnet DQA CHOP Symposium
 
MPS webinar master deck
MPS webinar master deckMPS webinar master deck
MPS webinar master deck
 
Pulverer-embo-source data-nfdp13
Pulverer-embo-source data-nfdp13Pulverer-embo-source data-nfdp13
Pulverer-embo-source data-nfdp13
 
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...
FAIRness Assessment of the Library of Integrated Network-based Cellular Signa...
 
Ontologies for Semantic Normalization of Immunological Data
Ontologies for Semantic Normalization of Immunological DataOntologies for Semantic Normalization of Immunological Data
Ontologies for Semantic Normalization of Immunological Data
 

Similar to Ontology-Driven Clinical Intelligence: Removing Data Barriers for Cross-Discipline Research

Quantitative Medicine Feb 2009
Quantitative Medicine Feb 2009Quantitative Medicine Feb 2009
Quantitative Medicine Feb 2009Ian Foster
 
Provenance abstraction for implementing security: Learning Health System and ...
Provenance abstraction for implementing security: Learning Health System and ...Provenance abstraction for implementing security: Learning Health System and ...
Provenance abstraction for implementing security: Learning Health System and ...Vasa Curcin
 
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Perficient, Inc.
 
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...European School of Oncology
 
Semantic Web for Health Care and Biomedical Informatics
Semantic Web for Health Care and Biomedical InformaticsSemantic Web for Health Care and Biomedical Informatics
Semantic Web for Health Care and Biomedical InformaticsAmit Sheth
 
Semantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsSemantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsChimezie Ogbuji
 
Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...
 Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ... Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...
Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...Syed Ahmad Chan Bukhari, PhD
 
Basics of Data Analysis in Bioinformatics
Basics of Data Analysis in BioinformaticsBasics of Data Analysis in Bioinformatics
Basics of Data Analysis in BioinformaticsElena Sügis
 
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...CTSI at UCSF
 
Being FAIR: Enabling Reproducible Data Science
Being FAIR: Enabling Reproducible Data ScienceBeing FAIR: Enabling Reproducible Data Science
Being FAIR: Enabling Reproducible Data ScienceCarole Goble
 
The Clinical Genome Conference 2014
The Clinical Genome Conference 2014The Clinical Genome Conference 2014
The Clinical Genome Conference 2014Nicole Proulx
 
Pathway studio into webinar 052715v1
Pathway studio into webinar 052715v1Pathway studio into webinar 052715v1
Pathway studio into webinar 052715v1Ann-Marie Roche
 
The Logical Model Designer - Binding Information Models to Terminology
The Logical Model Designer - Binding Information Models to TerminologyThe Logical Model Designer - Binding Information Models to Terminology
The Logical Model Designer - Binding Information Models to TerminologySnow Owl
 
A FAIR Data Sharing Framework for Large-Scale Human Cancer Proteogenomics
A FAIR Data Sharing Framework for Large-Scale Human Cancer ProteogenomicsA FAIR Data Sharing Framework for Large-Scale Human Cancer Proteogenomics
A FAIR Data Sharing Framework for Large-Scale Human Cancer ProteogenomicsBrett Tully
 
Embi cri review-2012-final
Embi cri review-2012-finalEmbi cri review-2012-final
Embi cri review-2012-finalPeter Embi
 
NCI Cancer Genomic Data Commons for NCAB September 2016
NCI Cancer Genomic Data Commons for NCAB September 2016NCI Cancer Genomic Data Commons for NCAB September 2016
NCI Cancer Genomic Data Commons for NCAB September 2016Warren Kibbe
 
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...Amit Sheth
 

Similar to Ontology-Driven Clinical Intelligence: Removing Data Barriers for Cross-Discipline Research (20)

Quantitative Medicine Feb 2009
Quantitative Medicine Feb 2009Quantitative Medicine Feb 2009
Quantitative Medicine Feb 2009
 
Provenance abstraction for implementing security: Learning Health System and ...
Provenance abstraction for implementing security: Learning Health System and ...Provenance abstraction for implementing security: Learning Health System and ...
Provenance abstraction for implementing security: Learning Health System and ...
 
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
Combining Patient Records, Genomic Data and Environmental Data to Enable Tran...
 
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...
NY Prostate Cancer Conference - P.A. Fearn - Session 1: Data management for p...
 
Online Resources to Support Open Drug Discovery Systems
Online Resources to Support Open Drug Discovery SystemsOnline Resources to Support Open Drug Discovery Systems
Online Resources to Support Open Drug Discovery Systems
 
Semantic Web for Health Care and Biomedical Informatics
Semantic Web for Health Care and Biomedical InformaticsSemantic Web for Health Care and Biomedical Informatics
Semantic Web for Health Care and Biomedical Informatics
 
Semantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical InformaticsSemantic Web Technologies as a Framework for Clinical Informatics
Semantic Web Technologies as a Framework for Clinical Informatics
 
Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...
 Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ... Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...
Use of CEDAR Technology for Ontology-based Submission of Biomedical Data to ...
 
Basics of Data Analysis in Bioinformatics
Basics of Data Analysis in BioinformaticsBasics of Data Analysis in Bioinformatics
Basics of Data Analysis in Bioinformatics
 
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...
AMIA Joint Summits 2017: Building Research Data Mart from UCSF OMOP Database ...
 
Being FAIR: Enabling Reproducible Data Science
Being FAIR: Enabling Reproducible Data ScienceBeing FAIR: Enabling Reproducible Data Science
Being FAIR: Enabling Reproducible Data Science
 
Dalton
DaltonDalton
Dalton
 
Dalton presentation
Dalton presentationDalton presentation
Dalton presentation
 
The Clinical Genome Conference 2014
The Clinical Genome Conference 2014The Clinical Genome Conference 2014
The Clinical Genome Conference 2014
 
Pathway studio into webinar 052715v1
Pathway studio into webinar 052715v1Pathway studio into webinar 052715v1
Pathway studio into webinar 052715v1
 
The Logical Model Designer - Binding Information Models to Terminology
The Logical Model Designer - Binding Information Models to TerminologyThe Logical Model Designer - Binding Information Models to Terminology
The Logical Model Designer - Binding Information Models to Terminology
 
A FAIR Data Sharing Framework for Large-Scale Human Cancer Proteogenomics
A FAIR Data Sharing Framework for Large-Scale Human Cancer ProteogenomicsA FAIR Data Sharing Framework for Large-Scale Human Cancer Proteogenomics
A FAIR Data Sharing Framework for Large-Scale Human Cancer Proteogenomics
 
Embi cri review-2012-final
Embi cri review-2012-finalEmbi cri review-2012-final
Embi cri review-2012-final
 
NCI Cancer Genomic Data Commons for NCAB September 2016
NCI Cancer Genomic Data Commons for NCAB September 2016NCI Cancer Genomic Data Commons for NCAB September 2016
NCI Cancer Genomic Data Commons for NCAB September 2016
 
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...
Semantic Web & Web 3.0 empowering real world outcomes in biomedical research ...
 

Recently uploaded

Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaPooja Gupta
 
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...Nehru place Escorts
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girlsnehamumbai
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Miss joya
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...Miss joya
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Deliverynehamumbai
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Miss joya
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls ServiceCall Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Servicenarwatsonia7
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipurparulsinha
 
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiCall Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiNehru place Escorts
 

Recently uploaded (20)

Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
 
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...
Russian Call Girls in Chennai Pallavi 9907093804 Independent Call Girls Servi...
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
Russian Call Girls in Pune Tanvi 9907093804 Short 1500 Night 6000 Best call g...
 
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
College Call Girls Pune Mira 9907093804 Short 1500 Night 6000 Best call girls...
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
Call Girls Service Pune Vaishnavi 9907093804 Short 1500 Night 6000 Best call ...
 
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls ServiceCall Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiCall Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
 

Ontology-Driven Clinical Intelligence: Removing Data Barriers for Cross-Discipline Research

  • 1. Ontology-Driven Clinical Intelligence Removing Data Barriers for Cross-Discipline Research   Bruce Pharr | Vice President, Life Sciences Research Systems Medical Informatics World | April 29, 2014 1  
  • 2. Data Barriers to Clinical Research Critical Data is Dispersed in Separate Systems Considering the vast stores of clinical data available to potential investigators, the actual amount of clinical research performed has been quite modest. At many medical centers, the data is dispersed in separate systems that have evolved independently of one another. Obstacles and Approaches to Clinical Database Research: Experience at the University of California, San Francisco Disease A Disease B
  • 3. Removing the Data Barriers Structured Digital Data with Standardized Metadata and Ontology Source: Anne E. Thessen and David J. Patterson, Data issues in life sciences, PMC (NIH/NLM) (November 28, 2011). Disease A Disease B The discovery of scientific insights through effective management and reuse of data requires several conditions to be optimized: •  Data needs to be digital; •  Data needs to be structured; •  Data needs to be standardized in terms of metadata and ontology. Data Issues in Life Sciences, Data Conservancy (Life Sciences)
  • 4. Ontology-Driven Clinical Intelligence Structured Data with Standardized Metadata and Ontology Siloed Legacy Patient/Disease Databases Clinical Research Mosaic™ Ontology-Driven Platform Analytical Lab Biobank New Data Patient Pre-analytical Data Post-analytical Data Legacy Data Patient/Disease Registry Harmonized, Mapped New and Legacy Data Cross-Discipline Research Intuitive Cross-Registry Queries
  • 5. Ontology-Driven Clinical Intelligence Remedy Informatics Architecture Remedy Informatics Mosaic™ Platform Mosaic Engine Functional Layers: Physical, Data Model, Information Model, Ontology, Representation Model Mosaic Applications Content and Registry Development Specimen Track™ & Study Manager™ Research Management System Remedy AMH™ Aggregate, Map & Harmonize Legacy Patient/Disease Data Ontology Manager™ Registry Builder™ Harmonized Patient/Disease Data Cross-Discipline Research Patient Biobank Analytical Lab Clinical Research New Pre- and Post-Analytical Data
  • 6. Ontology What is it? Ontology is an explicitly defined reference model of application domains with the purpose of improving information consistency and reusability, systems interoperability, and knowledge sharing. Ontology formally represents knowledge as a set of concepts within a domain, and the relationships between pairs of concepts. It provides a shared vocabulary, which can be used to model a domain. A Novel Method to Transform Relational Data into Ontology in the Biomedical Domain, International Journal of Engineering and Technology
  • 7. Mosaic Ontology A Purpose-Specific Structured Data Model 1.  Predefined, standardized terminology 2.  Domain-specific mapped relationships 3.  Permissible values and validation rules Mosaic™ Platform Mosaic Engine Functional Layers: Physical, Data Model, Information Model, Ontology, Representation Model Mosaic Applications Content and Registry Development
  • 8. Mosaic Ontology Predefined, Standardized Terminology (Vocabulary) Domain Standards for Terminology Acronym Standard Description CDISC Clinical Data Interchange Standards Consortium Data standards for information system interoperability to improve medical research. GO Gene Ontology Standardize the representation of gene and gene product attributes across species and databases. ICD International Statistical Classification of Diseases International health care classification system of diagnostic codes for classifying disease. LOINC Logical Observation Identifiers Names and Codes A database and universal standard for identifying medical laboratory observations. RxNorm Prescription Normalization Normalized names for clinical drugs with drug vocabularies used in pharmacy management and drug interaction software. SNOMED CT Systematized Nomenclature of Medicine—Clinical Terms Computable collection of medical codes, terms, synonyms, and definitions used in clinical documentation and reporting.
  • 9. Mosaic Ontology Predefined, Standardized Terminology Lab Result LOINC Subject Units High End of Normal Low End of Normal Confidentiality Validation Status Validator Supplier of Data Disorder SNOMED CT Assertion Subject Severity Stage Response to Treatment Active State Onset Date Resolved State First Diagnosed Date Confidentiality Source Date of Entry Validation Status Validator Supplier of Data Procedure SNOMED CT Subject Operator Facility Start-Stop Time Urgency Status Intent Confidentiality Source Date of Entry Validation Status Validator Supplier of Data
  • 10. Has Result Response to Tx Evidence for Cause Mosaic Ontology Domain-Specific Mapped Relationships Lab Result LOINC Subject Units High End of Normal Low End of Normal Confidentiality Validation Status Validator Supplier of Data Disorder SNOMED CT Assertion Subject Severity Stage Response to Treatment Active State Onset Date Resolved State First Diagnosed Date Confidentiality Source Date of Entry Validation Status Validator Supplier of Data Procedure SNOMED CT Subject Operator Facility Start-Stop Time Urgency Status Intent Confidentiality Source Date of Entry Validation Status Validator Supplier of Data Indication Contraindication
  • 11. Mild Moderate Severe Screening Diagnostic Prevention Therapeutic Palliation End-of-Life Mosaic Ontology Permissible Value and Validation Rules Disorder SNOMED CT Assertion Subject Severity Stage Response to Treatment Active State Onset Date Resolved State First Diagnosed Date Confidentiality Source Date of Entry Validation Status Validator Supplier of Data Procedure SNOMED CT Subject Operator Facility Start-Stop Time Urgency Status Intent Confidentiality Source Date of Entry Validation Status Validator Supplier of Data
  • 14. Remedy Informatics A Clinical Intelligence Company Remedy Informatics is a clinical intelligence company that is transforming global biomedical research and healthcare. Our clients include: Academic medical centers Biopharmaceutical companies Biomedical research organizations Our solutions enable clients to: Collect, harmonize, and analyze data across disciplines Detect patterns in clinical data Accelerate disease and therapeutic research Ultimately, our solutions enable you to bring safe, effective, increasingly personalized treatments to market faster and more efficiently.
  • 15. Remedy Informatics Systems and Solutions RESEARCH SYSTEMS Specimen Track™ Biobank Management System Study Manager™ Clinical Research Management System TECHNOLOGY SOLUTIONS Mosaic™ Platform Mosaic Ontology Mosaic Engine Mosaic Builder TIMe™—The Informatics Marketplace™ CLINICAL REGISTRIES Comprehensive Blood Cancer™ Comprehensive BMT™ Comprehensive Heart & Vascular™ Comprehensive Orthopedics™ Comprehensive Solid Tumor™
  • 16. Thanks! – Questions? Bruce Pharr Vice President, Life Sciences Research Systems bruce.pharr@remedyinformatics.com Remedy Informatics www.remedyinformatics.com