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User Generated Health Chris Hogg twitter.com/cwhogg citizenmed.wordpress.com
6,836 3.4 127/62 84 3.2
We are currently in the era of disconnected health
We are disconnected from our health data 50.7% use EMR $44k in stimulus per doc
We are disconnected from our physicians
We are disconnected from the healthcare system
We are disconnected from our own health
Being disconnected leads to poor health
Obesity Trends* Among U.S. AdultsBRFSS,1990, 1999, 2009 (*BMI 30, or about 30 lbs. overweight for 5’4” person) 1999 1990 2009 1/3  of Americans will have diabetes by 2050 (CDC) No Data          <10%           10%–14%	    15%–19%           20%–24%          25%–29%           ≥30%
The pace of drug development is slowing
How did we lose control of our personal health identity?
Technology will disrupt healthcare… (it will just take longer than other industries) 80% search for health 3rd most popular web-based pursuit (Susannah Fox, Pew Internet Project)
Cyberchondria “Unfounded escalation of concerns about common symptomatology, based on the review of search results and literature on the Web” 2 in 5 report increase in anxiety from medical search (White and Horvitz, Microsoft Research)
The patient is the most underutilized resource in healthcare
Measurement facilitates behavioral change 10.5% (Seligman and Darley 1977)
Is mHealth adoption following a familiar pattern? % of Age Group Age Data from: Brian Dolan, MobiHealthNews Susannah Fox, Pew Internet Project
Apple wants to connect you to your health
New data is more powerful than a new drug 39% reduction in  hospitalizations  over 6 months
50% 73 million have HTN 69% with first MI
Know your target audience
Even young people have chronic medical conditions % of Patients Age
# of chronic conditions for Medicare beneficiaries (65+) 5+conditions But as people age, they get a lot more No conditions 4conditions 1condition 3conditions 2 conditions Presented at the Annual Academy Health Research Meeting, June 2007; CMS (Centers for Medicare and Medicare Services)
Medical / clinical is converging with health / wellness
What you can learn from a few data points?
Mood Seasonality Mood by Day of Week
Significant personal information from a single daily data point
30 Crowdsourcing personal health data
Xanax(Alprazolam) Exercise B Vitamins 31
Can crowdsourced personal health data be used to predict personalized drug responses?
Data is beginning to flow from the system to users
Access to data –  Blue Button Practice Fusion MSHV
Prescription data is beginning to flow Surescripts data on Rx histories
Rx history + treatment algorithm = understanding
You can learn a lot about a person from a few simple data points
Beta Blockers Diuretics High Blood Pressure Drug ACE Inhibitors Drug Class Liptor Zocor Lovastatin Pravachol Crestor Lescol Calcium Channel Blockers ARBs Statins 70-80% of CAD patients have high blood pressure High Cholesterol Coronary Artery Disease (CAD) Myocardial Infarction (Heart Attack) Zetia Tricor Vytorin Gemfibrozil Niaspan Medical Conditions Event HDL and Other 20-30% of CAD patients have Type 2 Diabetes  TZDs Drug Class Metformin Type 2 Diabetes DPP -4 Inhibitors Drug Sulphonylureas Insulin
Hidalgo et al. PLoS Computational Biology 5(4):e1000353 (2009) http://hudine.neu.edu/
High Cholesterol High Blood Pressure 1 2 3 4 5 High Blood Pressure High Cholesterol High Blood Pressure High Blood Pressure Type 2 Diabetes High Cholesterol Type 2 Diabetes Osteoporosis
Social Health App Social Health App Social Health Layer / Health Graph Google Health Microsoft HealthVault Practice Fusion EMR / PHR AllScripts PHR Other EMR / PHR System APIs Google Apps MSHV Apps PF Apps AS Apps Other PHR Apps
We are entering the era of Participatory Medicine
A medical record is a punctuated data stream Gaps filled via recollection Personal Health Data
Anamnesis (patient recollection) is not accurate
EMR data + user generated data = healthstream Personal Health Data
Rx of Apps Medications METFORMIN 500MG BID LISINOPRIL 20MG OD	 Applications
I will own my healthstream and health data
The market for health data is very large
Healthcare systems are the future
Data enables us all to become Citizen Scientists
Can butter make you smarter?
The MTHFR Study
Groups of users will come together to  run their own  clinical trials
Genomera: A platform for Citizen Science
Future study: meditation and blood pressure
Citizen Science has the power to disrupt healthcare Drug A Track common measures of efficacy, potential side effects, events, etc. Drug B
For those interested in learning more, the Bay Area is a good place to be…
Chris Hogg cwhogg@gmail.com twitter.com/cwhogg linkedin.com/in/cwhogg citizenmed.wordpress.com ? Thank You

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Stanford cs247 lecture 2 21-11 final v ss

Hinweis der Redaktion

  1. Registry data, phase 2 POC studies, value of speeding up clinical trials