"enabling individual wellness through computational systems biology, cloud analytics,...
TRANSCRIPT
Riaan Conradie PhD LifeQ President & Co-Founder
Enabling individual wellness through computational systems biology,
cloud analytics, wearables, machine learning and more
photo credit: http://www.awaken.com/2014/12/peter-h-diamandis/
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
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current health state
future health stateworsen
improve
photo credit: www.visiblebody.com
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
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+ $
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current health state
future health stateworsen
improve
photo credit: www.visiblebody.com
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
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$
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current health state
future health stateworsen
improve
photo credit: www.visiblebody.com
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
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$$
$
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current health state
future health stateworsen
improve
food supplyindustrial & digital age
in-home entertainment
photo credit: www.visiblebody.com
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
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$$
$
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current health state
future health stateworsen
improve
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food supplyindustrial & digital age
in-home entertainment
photo credit: www.visiblebody.com
Credit: The Economist. Original data sources: Health Expenditure from the OECD, Life Expectancy from the World Bank. Licensed under CC-BY-SA by the author Max Roser. The data visualization is available at OurWorldinData.org and there you will find more research
and visualizations on the topic.
• In 1960 the average American only worked 15 days to cover their whole year worth of health insurance.
• The average earner in the States currently works for 2 months a year just to cover their healthcare bill
• Almost 1 in 5 Dollars of US GDP are pushed into healthcare.
• 30% of all Medicare expenditures are attributed to the 5% of beneficiaries that die each year, with 1/3 of that cost occurring in the last month of life!!
• The shocker statistic…about 90% of the total healthcare bill is due to chronic disease that is largely preventable!
• Society of Actuaries (SOA) released its latest annual mortality improvement scale for pension plans earlier this month. They found that, despite all of the amazing healthcare innovation, the average 65-year-old American male was expected to live to 86.2 in 2015, while the average female of the same age was expected to live to 88.2. New projections by the SOA posit that life expectancy for 65-year-old males is more like 85.8, and 87.8 for females of the same age.
• Price hikes: Epipen price increase from about $60 in 2007 to $600 in 2016. Turing Pharmaceuticals increased the price of a drug by 4000% in a single year.
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
+
+
+
+
$$
$
+
current health state
future health stateworsen
improve
$$
food supplyindustrial & digital age
in-home entertainment
photo credit: www.visiblebody.com
Our current environment is, in many ways, not fundamentally serving us well
at an individual and at a population level.
What about this dream of a world of abundance? Many even ask: Is technology maybe even bad for us?
…or… - Technology has been largely applied, in a very siloed way, to address
individual human needs. (Most likely a technology growth phase we are in!) - Technology outputs are, in many cases, not accessible to the individual or
the population at large. Information is guarded by a group of experts and cannot be judged on overarching outcomes.
The world is fortunately shifting technological gears, and technologists have new tools to their disposal: faster, cheaper, more powerful and lower power processing, more and new ways of connecting things, remote processing, remote data storage, increased data transfer rates & new ways to sense.
This is however not enough, and apart from technology innovation we will need to also focus on systems design: • put the user behind the steering wheel, where we, as scientists and
technologists, are the participants. User controlled and user ownership should be a key priority.
• promote true, non siloed, collaboration between different players (data providers, data transformers and content delivery)
• A technology world allowing for positive network effects. Think exclusivity. • Not solely rely on big data approaches, but also consider that big data needs
big theory.
“Rather than continuing to fund, pursue and promote ‘blind’ big data projects with massive budgets, we call for more funding to be allocated to the elucidation of the multiscale and stochastic processes controlling the
behaviour of complex systems, including those of life, medicine and healthcare.”
Big data need big theory too
Peter V. Coveney, Edward R. Dougherty, Roger R. Highfield Published 3 October 2016.
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
+
+
+
+
$$
$
+
current health state
future health stateworsen
improve
$$
food supplyindustrial & digital age
in-home entertainment
User Driven Healthcare & Wellnessphoto credit: www.visiblebody.com
de-identification and user driven switch
environment (including social)
physiological
LifeQ Core
behavior & mood
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
+
+
+
+
$$
$
+
current health state
future health stateworsen
improve
$$
food supplyindustrial & digital age
in-home entertainment
User Driven Healthcare & Wellnessphoto credit: www.visiblebody.com
de-identification and user driven switch
behavior & mood
environment (including social)
physiological
LifeQ Coreother data
transformers
content providers
improve
individual
care centers
care providers
Traditional Healthcare
clinical intervention
clinical diagnostics
science & tech companies
health insurers
+
+
+
+
$$
$
+
current health state
future health stateworsen
improve
$$
food supplyindustrial & digital age
in-home entertainment
User Driven Healthcare & Wellnessphoto credit: www.visiblebody.com
de-identification and user driven switch
behavior & mood
environment (including social)
physiological
LifeQ Coreother data
transformers
content providers
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1. Wearable Device Enablement2. Content Acquisition Enablement3. LifeQ CORE Analytics and Modeling4. Data Transformation Enablement5. Information Delivery Enablement6. Content Delivery Enablement7. De-Identification and API Switching Protocol
Technology Components to Enable Data Provision, Transformation and Consumption
Information Signalng/Switching & User De-identification Service
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DE-IDENTIFIEDUSER
Personalized Physiological Information Streams
LIFEQ COREANALYTICS & MODELING
HEALTH & LIFE INSURERS, CARE PROVIDERS
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3RD PARTY DATATRANSFORMERS
disease prevention, lower insurance cost and better quality, higher access and
lower cost care when required
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Current Pilots To Address Corporate Wellness Needs
Engagement Metrics(sleep architecture, acute stress,calorie expenditure, fitness metrics,heart health metrics, etc.)
Individualized health risk and life risk metrics(cardiovascular health, relative risks for all cause and cardiovascular mortality)
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USER
Corporate
Insurance
Reinsurance
Wearable Deviceenabled with LifeQ
embedded algorithms User Engagement Component
risk underwriting
user demographics
LifeQ enableddata streams
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LifeQ Cloud basedmodeling & analytics
Breathing rate within 2 breaths per minute for 94% of the duration of a subjects sleep
LifeQ Sleep Apnea solution vs polysomnography analysis. R=0.85
Sleep related outputs:Cohen’s kappa on par with in field EEG based FDA approved devices.
Abundance, yes, but in a user-driven world where scientists & technologists act not only as abundance creators, but also
as resource usage advisors that understand the individual users.
This will be the most likely way we will reach abundant wellbeing.