SlideShare a Scribd company logo
Quantified Self, Digital Medicine and SoMe to
support Translational Research
Ashish Atreja, MD, MPH
Chief Technology Innovation & Engagement Officer, Medicine
Asst Professor and Director, Sinai AppLab, Gastroenterology
Icahn School of Medicine at Mount Sinai, NY
www.sinaiapplab.org
© Icahn School of Medicine at Mount Sinai
Scientific Core: AppLab
http://sinaiapplab.org
Challenge #1
Generation of evidence is expensive
•  At least 10 years of
development to bring a
drug the market at a cost
of about $ 2.5 billion
•  The cost has grown from
estimated $800 million in
2003
•  Further upstream costs
for post-marketing
surveillance and
effectiveness data once
drug is approved
Challenge #2
There is a big gap between evidence and
the care we give
1.  Patients who are receiving best practices for care
2.  Patients who are adherent to medications or lifestyle
interventions
3.  Patients who are having uncontrolled symptoms
CRC-P
Measure
s
§  IBD 1: Patients Managed With
Corticosteroid Therapy
§  IBD 2: Pharmacologic Management;
Corticosteroid-Sparing Therapies
§  IBD 3: Influenza Vaccination in
Immunosuppressive Therapy
§  IBD 4: Tuberculosis Screening in
Immunosuppressive Therapy
§  IBD 5: Hepatitis B Risk Assessment
in Immunosuppressive Therapy
§  IBD 6: Hepatitis C Risk Assessment
in Immunosuppressive Therapy
Inflammatory Bowel Disease Measures
Hepatitis
C
Measure
s
§  IBD 7: Varicella/HZV Vaccination in
Immunosuppressive Therapy
§  IBD 8: Live Vaccine Avoidance
Counseling in Immunosuppressive
Therapy
§  IBD 9: Assessment of Bone Loss Risk
Due to Corticosteroid Therapy
§  IBD 10: Medication-Related Adverse
Events in IBD
§  IBD 11: Tobacco Status Assessment
and Cessation Counseling
§  IBD 12: Colon Cancer Surveillance in
Patients with IBD
Challenge #3: Providers alone can’t directly impact
population health
Speed of Evidence Impacts Entire Translational
Research Continuum
Basic
Biomedical
Discovery
Clinical
Efficacy
Clinical
EffectivenessClinical Practice
T1
What works under
controlled conditions?
(Up to phase III trials)
How can we
change practice?
(Dissemination and
Implementation Research)
What is the effect
on population health?
(Outcomes research)
T2
T3
T4
“Bench” “Bedside”
Community
Practices
Community
Practices
What works in
real world settings?
(e.g., Comparative
Effectiveness
Research)
Savitz et al, Engaging Communities for CER. U Colorado CTSA
Opportunities created by patient and
social media generated data to fast
track evidence generation
#1 New form of data in post EHR era:
patient generated data
10
Exponential Innovation in Apps, Wearables
and Analytics- Crowdsourcing Quantified Self
50M Wearables shipped
165,000 Apps
Terabytes of new data/second
Best Care at Lower Cost: The Path to Continuously Learning Health Care
in America. IOM 2012
Apps  Registries    Pragmatic trials post marketing tools   Wearable
Telemedicine
#2 Convergence of clinical, research and
patient generated data
Current Mount Sinai Crohn’s and Colitis
Registry- linked with EHR
Report Card showing
Unified View of IBD
Quality
Quality	
  of	
  Life	
  
Quality	
  of	
  care	
  
Resource	
  U2liza2on	
  
http://healthpromise.org
Dashboard- Patient’s Quality Report
Comparison of real world data (1500+
UPMC) with App collected data (Mount Sinai)
Fatigue and Tension as major drivers of poor quality of life in more than 3/4th
of patients with IBD
Registration: ClinicalTrials.gov NCT02322307
Creating a comprehensive “research profile”
for each patient
17
EHR Registry
Endoscopy
records
•  Lab
•  Demographics
•  Medications
•  Hospitalization
s
•  Family Hx
•  Disease
activity
•  Omics data
App
•  Longitudinal
•  QOL
•  Symptoms
•  Treat to
target
•  Text mining
•  Safety
•  Efficacy
Intervention (clinical or
research)
#3 New form of care and research engagement
•  Apple Research Kit
•  Electronic consent that enables
people without direct, in-person
contact
•  Within 24 hours 11,000
participants enrolled
Social Media as source for research data
•  “scrape” a website
•  “data grants”
•  scripted API queries
Courtesy: Nick Genes, MD, Ph.D
Which platform is best?
•  Twitter
•  public by default, semi-anonymous users
•  smaller than FB but users share much more
•  text-based with links, categories (#)
»  replies lead to conversations, corpora
»  RT’s spread message, suggest agreement
•  location via GPS, bio
Courtesy: Nick Genes, MD, Ph.D
Which platform is best?
•  Facebook
•  largest platform, tied to demographic info
•  private by default
•  consent user-by-user
»  unless you’re FB, or make a devious app
»  responsible FB researchers can set up their own
community/group: anthropology
Courtesy: Nick Genes, MD, Ph.D
Envisioning e-research in year 2020
ü  Generating hypothesis (e-hypothesis)
ü  Identifying feasibility of conducting trials
based internet cohorts (e-feasibility)
ü  Recruiting eligible patients directly through
patient powered networks or social media
(e-recruiting)
ü  e-consent and e-randomization through
apps and telemedicine
ü  Tracking post market data through app (e-
PRO) and e-research visits
ü  Increasing effectiveness of intervention
through apps (e-optimization)
@ Fraction of Cost and Time
After 500 pilots, we know almost nothing about the likely uptake, best
strategies for engagement, efficacy, or effectiveness of these initiatives
- World Bank
Tsai et al. PLOS Medicine. Scaling up mHealth: Where is the evidence?27
Bottleneck: Developing Digital Medicine as a
Scientific Discipline
https://peerj.com/articles/1554/
Date of download: 1/4/2016
Copyright © 2016 American Medical Association.
All rights reserved.
From: Effect of Lifestyle-Focused Text Messaging on Risk Factor Modification in Patients With Coronary Heart
Disease:  A Randomized Clinical Trial
JAMA. 2015;314(12):1255-1263. doi:10.1001/jama.2015.10945
Enrollment of Participants in the TEXT-ME Randomized Clinical TrialLDL-C indicates low-density lipoprotein cholesterol.
Figure Legend:
At 6 months, levels of LDL-C were significantly
lower in intervention participants (mean
difference, −5 mg/dL with reductions in systolic
blood pressure (−7.6 mm Hg) and BMI (−1.3),,
and a significant reduction in smoking (26% vs
44%; relative risk, 0.61 [95% CI, 0.48 to 0.76]; P  
<  .001).
The majority reported the text-message program
to be useful (91%), easy to understand (97%),
and appropriate in frequency (86%).
Evidence-Based Digital Medicine
(EBDM)
RIGOR
Evidence-based Medicine
INNOVATION
Digital Technologies
31
Payers
Startups
Others
Societies
Grants
agency
Angels
VCs
Pharma
32
Building Consortium to support EBDM
1. Share information about ongoing single site pilots
2. Standardize existing governance and regulatory policies
3. Support multi-site digital medicine pilots
Powered by
Community
Forum
Weekly
Webinars
One-one
messaging
National Registry
of Digital
Medicine Pilots
Unique Assets for Curating Evidence
http://nodehealth.org
Conclusions
•  Collection of data is expensive
•  Translational researchers should look
into “new data” generated by patients
through digital medicine and social
media
•  Digital medicine is fast becoming a
scientific discipline and researchers
need to be part of evidence generation
35
Are We Ready to Disrupt Translational
Research?
Questions?
ashish.atreja@mssm.edu
http://nodehealth.org

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Are we ready for disruption in Translational Research through Digital Medicine?

  • 1.
  • 2. Quantified Self, Digital Medicine and SoMe to support Translational Research Ashish Atreja, MD, MPH Chief Technology Innovation & Engagement Officer, Medicine Asst Professor and Director, Sinai AppLab, Gastroenterology Icahn School of Medicine at Mount Sinai, NY www.sinaiapplab.org © Icahn School of Medicine at Mount Sinai
  • 4. Challenge #1 Generation of evidence is expensive •  At least 10 years of development to bring a drug the market at a cost of about $ 2.5 billion •  The cost has grown from estimated $800 million in 2003 •  Further upstream costs for post-marketing surveillance and effectiveness data once drug is approved
  • 5. Challenge #2 There is a big gap between evidence and the care we give 1.  Patients who are receiving best practices for care 2.  Patients who are adherent to medications or lifestyle interventions 3.  Patients who are having uncontrolled symptoms
  • 6. CRC-P Measure s §  IBD 1: Patients Managed With Corticosteroid Therapy §  IBD 2: Pharmacologic Management; Corticosteroid-Sparing Therapies §  IBD 3: Influenza Vaccination in Immunosuppressive Therapy §  IBD 4: Tuberculosis Screening in Immunosuppressive Therapy §  IBD 5: Hepatitis B Risk Assessment in Immunosuppressive Therapy §  IBD 6: Hepatitis C Risk Assessment in Immunosuppressive Therapy Inflammatory Bowel Disease Measures Hepatitis C Measure s §  IBD 7: Varicella/HZV Vaccination in Immunosuppressive Therapy §  IBD 8: Live Vaccine Avoidance Counseling in Immunosuppressive Therapy §  IBD 9: Assessment of Bone Loss Risk Due to Corticosteroid Therapy §  IBD 10: Medication-Related Adverse Events in IBD §  IBD 11: Tobacco Status Assessment and Cessation Counseling §  IBD 12: Colon Cancer Surveillance in Patients with IBD Challenge #3: Providers alone can’t directly impact population health
  • 7. Speed of Evidence Impacts Entire Translational Research Continuum Basic Biomedical Discovery Clinical Efficacy Clinical EffectivenessClinical Practice T1 What works under controlled conditions? (Up to phase III trials) How can we change practice? (Dissemination and Implementation Research) What is the effect on population health? (Outcomes research) T2 T3 T4 “Bench” “Bedside” Community Practices Community Practices What works in real world settings? (e.g., Comparative Effectiveness Research) Savitz et al, Engaging Communities for CER. U Colorado CTSA
  • 8. Opportunities created by patient and social media generated data to fast track evidence generation
  • 9. #1 New form of data in post EHR era: patient generated data
  • 10. 10 Exponential Innovation in Apps, Wearables and Analytics- Crowdsourcing Quantified Self 50M Wearables shipped 165,000 Apps Terabytes of new data/second
  • 11. Best Care at Lower Cost: The Path to Continuously Learning Health Care in America. IOM 2012 Apps  Registries    Pragmatic trials post marketing tools   Wearable Telemedicine #2 Convergence of clinical, research and patient generated data
  • 12. Current Mount Sinai Crohn’s and Colitis Registry- linked with EHR
  • 13. Report Card showing Unified View of IBD Quality Quality  of  Life   Quality  of  care   Resource  U2liza2on   http://healthpromise.org
  • 14.
  • 16. Comparison of real world data (1500+ UPMC) with App collected data (Mount Sinai) Fatigue and Tension as major drivers of poor quality of life in more than 3/4th of patients with IBD Registration: ClinicalTrials.gov NCT02322307
  • 17. Creating a comprehensive “research profile” for each patient 17 EHR Registry Endoscopy records •  Lab •  Demographics •  Medications •  Hospitalization s •  Family Hx •  Disease activity •  Omics data App •  Longitudinal •  QOL •  Symptoms •  Treat to target •  Text mining •  Safety •  Efficacy Intervention (clinical or research)
  • 18. #3 New form of care and research engagement •  Apple Research Kit •  Electronic consent that enables people without direct, in-person contact •  Within 24 hours 11,000 participants enrolled
  • 19. Social Media as source for research data •  “scrape” a website •  “data grants” •  scripted API queries Courtesy: Nick Genes, MD, Ph.D
  • 20. Which platform is best? •  Twitter •  public by default, semi-anonymous users •  smaller than FB but users share much more •  text-based with links, categories (#) »  replies lead to conversations, corpora »  RT’s spread message, suggest agreement •  location via GPS, bio Courtesy: Nick Genes, MD, Ph.D
  • 21. Which platform is best? •  Facebook •  largest platform, tied to demographic info •  private by default •  consent user-by-user »  unless you’re FB, or make a devious app »  responsible FB researchers can set up their own community/group: anthropology Courtesy: Nick Genes, MD, Ph.D
  • 22.
  • 23.
  • 24.
  • 25.
  • 26. Envisioning e-research in year 2020 ü  Generating hypothesis (e-hypothesis) ü  Identifying feasibility of conducting trials based internet cohorts (e-feasibility) ü  Recruiting eligible patients directly through patient powered networks or social media (e-recruiting) ü  e-consent and e-randomization through apps and telemedicine ü  Tracking post market data through app (e- PRO) and e-research visits ü  Increasing effectiveness of intervention through apps (e-optimization) @ Fraction of Cost and Time
  • 27. After 500 pilots, we know almost nothing about the likely uptake, best strategies for engagement, efficacy, or effectiveness of these initiatives - World Bank Tsai et al. PLOS Medicine. Scaling up mHealth: Where is the evidence?27 Bottleneck: Developing Digital Medicine as a Scientific Discipline
  • 29. Date of download: 1/4/2016 Copyright © 2016 American Medical Association. All rights reserved. From: Effect of Lifestyle-Focused Text Messaging on Risk Factor Modification in Patients With Coronary Heart Disease:  A Randomized Clinical Trial JAMA. 2015;314(12):1255-1263. doi:10.1001/jama.2015.10945 Enrollment of Participants in the TEXT-ME Randomized Clinical TrialLDL-C indicates low-density lipoprotein cholesterol. Figure Legend: At 6 months, levels of LDL-C were significantly lower in intervention participants (mean difference, −5 mg/dL with reductions in systolic blood pressure (−7.6 mm Hg) and BMI (−1.3),, and a significant reduction in smoking (26% vs 44%; relative risk, 0.61 [95% CI, 0.48 to 0.76]; P   <  .001). The majority reported the text-message program to be useful (91%), easy to understand (97%), and appropriate in frequency (86%).
  • 30. Evidence-Based Digital Medicine (EBDM) RIGOR Evidence-based Medicine INNOVATION Digital Technologies
  • 32. 32 Building Consortium to support EBDM 1. Share information about ongoing single site pilots 2. Standardize existing governance and regulatory policies 3. Support multi-site digital medicine pilots Powered by Community Forum Weekly Webinars One-one messaging
  • 33. National Registry of Digital Medicine Pilots Unique Assets for Curating Evidence http://nodehealth.org
  • 34. Conclusions •  Collection of data is expensive •  Translational researchers should look into “new data” generated by patients through digital medicine and social media •  Digital medicine is fast becoming a scientific discipline and researchers need to be part of evidence generation
  • 35. 35 Are We Ready to Disrupt Translational Research? Questions? ashish.atreja@mssm.edu http://nodehealth.org