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111.16.2015
Big Data and The Future of Cancer Care
Kevin Fitzpatrick CEO CancerLinQ
Origins of CancerLinQ:
The Challenges
1. Learn from every patient2. Harness data in powerful new ways
Genomics
Transcriptomics
EpigeneticData
Metabolome
Environment
Behavior
PatientPreference
Co-morbidities
Access to novel data resources brings new insights regarding the patient’s internal environment.
Mobile Health data resources help us to understand unique aspects of the patient the family and their community
Precision Medicine
Personalized Medicine
One disease 7 molecular drivers—and more
to be discovered
Lung cancer: from one cancer to many
KRAS
EGFR
BRAF
PIK3CA
AKT1
HER2
EML4-ALK
Unknown
20141986
Evolution in Complex Disease Management
Genetically based
Immune system-boosting
treatments
Role of metabolome
in tumor growth
Surgery
Radia-tion
Chemo-therapy
Multi-disciplinarycancer care Biology based, patient specific care
Only3% enroll in clinical trials.
3%
1.7people diagnosed with
cancer in the US
MM
90%of patients inNCI trials are
white3
23%of the
US POPULATIONIs non-white3
vs40%
of kidney cancer
patients were not healthyenough to qualify for
the trials that supported the approval of their treatments2
25%of
clinical trialpatients are
65+ 1
61%of
real-worldpatients are
65+ 1
vs
… and everyday patients tend to be …
less healthy… older… and more diverse…
…than clinical trial patients.1. Lewis JH, et al. Participation of patients 65 years of age or older in cancer clinical trials. J Clin Oncol. 2003;21:1383-1389. http://jco.ascopubs.org/content/21/7/1383.full.pdf.2. Mitchell AP, et al. Clinical trial subjects compared to "real world" patients: generalizability of renal cell carcinoma trials. J Clin Oncol. 2014;32(suppl):6510.3. Taking action to diversify clinical cancer research. National Cancer Institute Web site. http://www.cancer.gov/ncicancerbulletin/051810/page7. Accessed July 23, 2014.
Data
Knowledge base
Rapid learning
Understanding
Real-world applicability
From
Dat
a to
Lea
rnin
g
12
Vanguard Practice - SouthCoast Cancer Center
CancerLinQ Clinical User PortalMy Favorites
Patient Care TimelineMy Favorites
Patient Care TimelineMy Favorites
Real-Time Quality Measurement and Improvement
My Favorites
INFORMED: Framework
Transformation*
Formal submission
Data exported for analysis
Data exchange/visualization dashboard*
Sponsor
Transformation* as needed
*R&D and software development
Real world data working group
Clinical Knowledge
Base
When Deployed CancerLinQ Will:
Unlock, assemble, and analyzede-identified cancer patient medical records
Uncover patterns that can improve patient care
Allow doctors to compare their care against guidelines and the care of their peers
Provide guidance by identifying the best evidence-based course of care
20
Improving Quality for Patients, Providers, ResearchersCancerLinQ – improving QUALITY of care and enhancing outcomes; additional
benefits:PatientsImproved outcomesClinical trial matchingSafety monitoringReal-time side effect managementPatient-reported outcomes Evidence based care
ProvidersReal-time “second opinions”Observational and guideline-driven clinical decision support Real-time access to resources at the point of careQuality reporting and benchmarking
Research/Public Health
Mining “big data” for correlations and new insightsComparative effectiveness researchHypothesis-generating exploration of data Identifying early signals for adverse events and effectiveness in “off label” use
21
Drawing Clinical Insights
Jane C. Wright, MD
Big Data will revolutionize
modern oncology the way the microscope
revolutionized Infectious Disease
SAP Foundation for Health
Providing breakthrough capabilities for healthcare and life sciences applications from SAP and its partners, while reducing time to value and the total cost of ownership.
Support for any device
Partner apps for healthcare
and life sciences
SAP Medical Research Insights Health engagement
SAP Foundation for Health based on SAP HANA
Integration services
Spatial
Business function library
Search Text mining
Predictive analysis library
Databaseservices
Stored procedure & data models
Planning engine Rules engine
Application and user interface services
Genomics
Healthcare integration services
…
23CancerLinQ Confidential 11.16.2015