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WEARABLE SENSORS: MJFF'S WEARABLE SENSOR PLATFORM TO QUANTIFY PD IN CLINICAL TRIALS AND ACROSS PATIENT POPULATIONS
Ken Kubota Director of Data Science at the Michael J Fox Foundation
Shahar ShpigelmanIntel Big Data Analytics
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Our MissionTo accelerate the development of improved therapies, and ultimately a cure, for people living with Parkinson’s disease today.
» $500 million in research funded to date
» $70 million in research grants funded in 2014
» 1,500 projects funded to date
» 500 active grants in current portfolio
» 30% of funded project are outside of the U.S.
» Fund academics, biotechs and pharma
MJFF IS THE WORLD’S LARGEST NONPROFIT FUNDER OF PD RESEARCH
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THE PAUCITY OF “REAL” CLINICAL MEASURES, COST OF TRIALS AND THE ABILITY TO SCALE.
Need for more sensitive diverse measures
Continuous measures in the real world
Detect natural progression <1yr
AVERAGE TRIAL SIZE
< 100PATIENTS
VERY SMALLnumber of patients contribute to research
COST OF TRIALS are in the scales of
$M
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HISTORY
Big data Big data analyticsanalytics
IOTIOT
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IMPORTANT NEXUS IN TECHNOLOGY
“Biosensing wearable products being developed today could not have existed just 4 years ago”
•Bluetooth Low Energy radio, iPhone 4s was the 1st to implement•Wireless Qi charging coil standard•MEMS accelerometers price drops 5x
PROGRAM TO IMPLEMENT WEARABLE SENSOR TECHNOLOGIES FOR PD
Aims:
•Speed trials while reducing cost
•Identify new phenotypes of Parkinson’s disease
•Improve the quality of care of Parkinson’s disease patients
MANAGE THE DISEASE USING DATA
Data for Analysis
RESEARCHER
BIG DATA CLOUDAnalytics
INSIGHT / VALUE
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THE SYSTEM
Patient and
CLINICIAN
Clinically Meaningful Data
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OUR DATA INFRASTRUCTURE
•Patient stratification (unsupervised analysis)•Disease progression models (machine learning)•Report sharing
Historical trials
Time series data model
Historical trials
Curation
ETL tool
Patient de-identification
Initial phase of portal
KEY LEARNING
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Iterative Design and Discovery
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CLINICAL TRIALS
CLINICAL TRIALS
Create and Validate Algorithm & Measures
L-DOPA RESPONSE TRIAL
DATA GATHERING TRIAL
SCRIPPS TREMOR TRIAL
Population Trials
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POPULATION STUDY
Generate insightsUsing Big data
analytics
REAL PD
FOX INSIGHT WEAR
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THE ROAD AHEAD
»This Summer:
– Integration of mPower as our pilot
iPhone offering
»This Winter:
– Integration of features across both
Android and IOS as our cross platform
offering
» Let’s free the data• Write broad consent forms that allow data to be
shared openly• Let the patient own the data
» Put research in the hands of the patient• Come to us with your ideas and proposals
CALL TO ACTION
Q&A