As the medical consumer becomes more informed, as science and technology improve, and as it becomes clear that one size medicine does not fit all, the healthcare delivery system needs a significant paradigm shift from its primary focus on disease and injury treatment to a holistic approach to health and prevention. To meet this emerging demand, the Air Force Medical Service (AFMS) created Total Exposure Health (TEH), which associates human exposures to the lowest common denominator – the individual’s DNA (N=1) – to enrich clinical decisions with a forward vision using the advancements in science, technology, medicine, and informatics.
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Total Exposure Health - A Bold Approach to Transform the Delivery of Healthcare through Primary Prevention
1. Total Exposure Health – A Bold Approach to
Transform the Delivery of Healthcare through
Primary Prevention
06 Nov 2017
American Public Health Association
Annual Meeting 2017
Col Kirk Phillips
United State Air Force Medical Service
1Cleared for Public Release, SAF/PA Case Number:2016-0444
2. Disclosure
Col Kirk Philips
∎ No Relationships to Disclose
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3. Healthcare is Changing…
Healthcare in Changing – Focus on the Individual
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Policy, technology, marketplace
& consumer expectations are
disrupting healthcare & we can
position ourselves to better
support
“Personalized Healthcare”
4. Vision: What if we could…
Such a capability would
Enhance individual human performance
Help providers understand the effects of exposures on a patients health now
and throughout their life “True Comprehensive Health Surveillance”
Enable rapid intervention and supportive medical care, with more confidence
Reduce disability by truly preventing disease
Lead to significant savings in total health care costs
. . . tell if a person has unacceptable exposure-
related health risks in near real-time?
Servicemember working in a burn pit in
Balad, Iraq. (Public Domain)
We are the sum of our experiences (and exposures)....
Factory emission (Public Domain)
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5. Total Exposure Health
Description: Solution to capture workplace, env & lifestyle exposures to the
ind (i.e., N=1, genome) using advances in science, technology & informatics
to prevent disease; improve health and well-being: Healthiest Performing
Population by 2025
E
H
Increase use of
genomic research
and knowledge
Improve
exposure
monitoring
through sensors
and wearables
Better understanding of
monitored exposure to
performance and
individual health
outcomes
Advance operational
decisions using
advancements in science,
medicine, technology, and
informatics with digital
biodata bank, Big Data
analytics, and expert
systems
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6. Total Exposure Health- Visualized
EFFECT
DOSE
11/4/2017
When we account for
genetic variance we
find we are all unique!
But we can also use
this information to
protect health and
enhance performance
“Sensitive”
Individual
“Resilient”
Individual
“Average”
Individual
Chemical
Allergen
Radiation
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7. * SEG – Similar Exposure Group
Current State - Prev Med Future State – Prev Med
Work exposure only Work, environment, lifestyle (home, rec, etc)
exposures
Animal models of exposures are applied
to population and (SEG)* with safety
factors for Airmen protection and clinical
intervention
Individual exposure applied to each Airman’s
genome with tailored interventions to include
prevention, protection, career, placement and
clinical
Limited sensors (time, sensitivity,
analytes)
Individual and area sensors with full analyte
complement, real time/all-the-time, sensitive to
human based exposure levels
Clinical intervention based on organ
function disruption/damage
Clinical intervention based on molecular biology
changes brought by exposure
Paper-based exposure summary
somewhere in the clinical record
Expert system (EHR) matching billions of bits of
information (DNA, sensor, etc) relevant to
exposure with clinical recommendation
Prevention concerns applied post-
occupational/lifestyle choice
Prevention of key health outcomes part of the
care decision for career/life from recruitment to
separation/retirement
TEH
Total Exposure Health: Where it takes us
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9. TEH PROOF OF CONCEPT
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10. TEH – Helping to Solve Military Hearing Loss
∎ Common exposure
We all experience noise exposure in workplace, lifestyle and environment
Untreatable hearing loss can negatively affect one’s quality of life
∎ Costly Exposure
$1.5-3B DoD/VA annual bill (Benefits and Medical)
Hearing loss and tinnitus are among the top medical complaints, and most
widespread injuries,
Linked to chronic disease, dementia, depression, and anxiety.
∎ Affects the mission
Mission effectiveness directly proportional good communication
Good hearing is prerequisite for peak performance
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11. Noise Demonstration Project
• Noise demonstration project will:
• Demonstrate the ability to collect, store, and utilize
unstructured “noise” exposure data to identify the unique
health risk associated noise and manage NIHL
• Data to include: sensor, survey, clinical, and genetics
• Create intervention strategies to protect beneficiaries
(training, medical interventions such as functional hearing
tests and customized protection)
• Identify future research questions and research needs
Exposure
Big Data
Analytics
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Turn Data into
Insight
12. Multiple Gene variants associated w/NIHL
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13. Gene x Environment Interactions & Prevention
*Data Derived from Air Force Coriell study
Multiple genetic variants in multiple genes associated with NIHL or related phenotypes
Odds Ratios range from 5.2 to 22.36
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14. Technology - Highlights
∎ Noise monitoring
sensor measures
External
(ambient/audio)
“Digital”
24/7
∎ Bluetooth
∎ Agnostic app for
individual's device
∎ Low- Profile low cost
14
On duty Off duty
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15. Our Clinical Disposition
Total Exposure Health – Exposure Indices
15
Our Unique Genetic Proclivity
IEHRP:
Individual
Exposure Indices
Our Exposures
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17. Visualizing the IEHRP – Individual
11/4/2017
IEHRP will aid in
visualizing an individual’s
unique exposure
susceptibilities
Kirk
NOISE BENZENELEAD RADIATION GLUTEN
SUSCEPTABILITY
HIGH
LOW
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18. Visualizing the IEHRP – Population
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Yr 1 Baseline IEHRP
Intervention/Changes
Y2 IEHRP
See Unique PatternsAnn
Al
Lily
Kirk
Rich
YEAR 1
BENZENE
LEAD
RADIATION
GLUTEN
NOISE
YEAR 2
20. ∎ Retain health and increase human performance for people
∎ Comply with regulatory standards and Congressional
mandates regarding comprehensive health surveillance
∎ Better understand current and emerging exposure trends and
their impacts on health
∎ Advance true primary prevention to address health risk before
the onset of disease
∎ Develop rapid intervention and supportive medical care with
more confidence
∎ Create significant savings in total health care costs and
reduced disability by preventing disease
Collectively we can:
20Cleared for Public Release, SAF/PA Case Number:2016-0444
It is estimated that there are almost one million more veterans with service-connected hearing loss and/or tinnitus who do not meet the criteria for receiving compensation. The cost of compensation for hearing and tinnitus-related disabilities in fiscal year (FY) 2006 was over USD 1.2 billion. The VA has additional expenditures associated with dispensing of hearing aids and other audiological services. In FY 2007, the VA dispensed 348,920 hearing aids at an estimated cost of USD 141.3 million, and provided audiological services at a cost of approximately USD 147.1 million. It is thus clear that hearing loss resulting from military service is a huge financial and clinical burden for the VA.
Policy, Competition, Innovation & Consumer Expectations are Disrupting Healthcare:
As the medical consumer becomes more aware, science and tech improve and as we realize one size medicine does not fit all, the prospect of individualized healthcare will have positive impacts the individual and the military by engaging the Airman to become more active in their healthcare while reducing cost do to the focused interventions that prevent and heal with laser focus.
Regarding change...it's happening look around with the more informed consumer actively participating in their healthcare interventions, our understanding of the human genome, wearable and sensor technology with real-time diagnostics. It's a very exciting time to be in healthcare and Total Exposure Health helps to revolutionize how we provide primary prevention to identify the cause with an emphasis on” Personalized Health” bridging true primary prevention for our military beneficiaries vs. just a treatment or cure.
That is, our medicine is not the only pathway to health. The food we eat, the choices we make, etc. all contribute to our well-being. If we only focus on medicine then we take away the prospects of what “Precision Medicine” can be and that’s “Personalized Health”.
Note: The E -> H in the diagram is Exposure -> Health
Typical “Dose vs. Exposure” curve and verbiage
CLICK 1: With regards to exposures, generally 3 categories of individuals…
CLICK 2: “Average” individuals who fit the curve of a given exposure (based on understood/accepted tox data)
CLICK 3: “Sensitive” individuals to the same exposure (“above the curve”)
CLICK 4: “Resilient” individuals to the same exposure (“below the curve”)
CLICK 5: When applied to a population, we determine which individuals are susceptible to “Chemical X”
CLICK 6: With each person being unique, individuals will “move” demonstrating variable “dose-to-exposure” susceptibility. Now we determine who is susceptible to “Frequency Y” of EMF, noise, etc.
CLICK 7: Finally, we determine individuals susceptible to “Allergen Z”, perhaps from diet or ambient air. In conclusion, everyone’s susceptibility to exposures plus each individual’s unique variability is demonstrated, forming the basis and need for TEH.
BLUF: There are significant opportunities for the military healthcare system to shift from current state to future state with the advances in medicine, science, tech, and IT.
Additional Info:
2013 NDA Section 313
TEH Provides a solution to the 2013 NDAA Section 313 to Collect, Document and Act on Long-Term Environmental Health Risks (Individual Longitudinal Exposure Record (ILER) and expands with a comprehensive vision to include Workplace and Lifestyle Exposures for Military Personnel and Beneficiaries
BLUF: Total Exposure Health when fully developed will:
Improve delivery of care & health outcomes providing beneficiary centric exposure monitoring.
Increase use of genomic knowledge/research in primary prevention
Advance clinical decision support using funded digital biodata bank, Big Data analytics & expert system integration into DHMSM.
Additional Info:
Precision Health
Advances Epidemiology & “Big Data” - Aggregates millions of individual exposure data from wearables/sensors using advanced informatics to improve global operations
Fosters research & technology - Sensor development, rapid ID of unknown threats and low-level exposure biomarkers in human genomics in real-time
It is estimated that there are almost one million more veterans with service-connected hearing loss and/or tinnitus who do not meet the criteria for receiving compensation. The cost of compensation for hearing and tinnitus-related disabilities in fiscal year (FY) 2006 was over USD 1.2 billion. The VA has additional expenditures associated with dispensing of hearing aids and other audiological services. In FY 2007, the VA dispensed 348,920 hearing aids at an estimated cost of USD 141.3 million, and provided audiological services at a cost of approximately USD 147.1 million. It is thus clear that hearing loss resulting from military service is a huge financial and clinical burden for the VA.
Why Noise?
Common exposure
We all experience noise exposure in workplace, lifestyle and environment
Untreatable hearing loss can negatively affect one’s quality of life
Costly Exposure
$1.5-3B DoD/VA annual bill (Benefits and Medical)
Hearing loss and tinnitus are among the top medical complaints, and most widespread injuries,
Linked to chronic disease, dementia, depression, and anxiety.
Affects the mission
Mission effectiveness directly proportional good communication
Good hearing is prerequisite for peak performance
Total Exposure Health “Noise” demonstration project that will be conducted at Moody AFB (projected second quarter of 2017) under the research oversight of researchers at the 711th at WPAFB. The project has been approved by the AF Institutional Review Board (IRB), the technologies are being refined and we expect to recruit participates at Moody AFB in early 2017. The “Noise” Exposure demonstration project will:
Demonstrate the ability to collect, store, and utilize unstructured “noise” exposure data to identify the unique health risk associated noise and manage NIHL
Data to include: sensor, survey, DOEHRS, and genetics
Create intervention strategies to protect beneficiaries (training, medical interventions such as functional hearing tests and customized protection)
10 published studies
Small to modest sample sizes
Multiple genetic variants in multiple genes associated with NIHL or related phenotypes
Grondin et al 2015. “Genetic Polymorphisms Associated with Hearing Threshold Shift in Subjects during First Encounter with Occupational Impulse Noise.” PLoS ONE 10 (6): e0130827.
Effect sizes are surprisingly large
Odds Ratios range from 5.2 to 22.36
Several associated genotypes are already typed in the available genechips
Additional Info:
Genes and NIHL
Multiple genetic variants in multiple genes associated with NIHL or related phenotypes
Effect sizes are surprisingly large
Odds Ratios range from 5.2 to 22.36
Several associated genotypes are already typed in the available genechips
Here we’ve drawn it in terms of hearing loss where bigger values are bad with respect to the degree of protection involved in the intervention. Here, the orange data point in the middle (the “Aa” individuals) look just like baseline with minimal protection but it takes “extra protection” for “AA” individuals (in blue) to get back to being fully protected.
Show sensor tag and discuss how the overall system operates
(wearable sensor->mobile phone w/ survey -> cloud)
Rethinking Exposure we need a way to accesses, manage, mitigate and communicate. This is accomplished through the concept of the Individual Exposure Health Risk Profile.
Expanding on the clinical, exposure monitoring, and genetics, we can add more variables to the index further refining the individual’s risk index.
Typical “Dose vs. Effect” exposure curve and verbiage
CLICK 1: We expect most individuals of a population to fall along this curve…
CLICK 2: Specific Exposure #1: Noise (Lily is susceptible)
CLICK 3: Specific Exposure #2: Benzene (Kirk is susceptible)
CLICK 4: Specific Exposure #3: Lead (Al is susceptible)
CLICK 5: Specific Exposure #4: Radiation (Rich is susceptible)
CLICK 6: Specific Exposure #5: Gluten (Amy is susceptible)
CLICK 7: Finally, we layer these exposures demonstrating that all individuals are unique…
Typical “Dose vs. Effect” exposure curve and verbiage
CLICK 1: We expect most individuals of a population to fall along this curve…
CLICK 2: Specific Exposure #1: Noise (Lily is susceptible)
CLICK 3: Specific Exposure #2: Benzene (Kirk is susceptible)
CLICK 4: Specific Exposure #3: Lead (Al is susceptible)
CLICK 5: Specific Exposure #4: Radiation (Rich is susceptible)
CLICK 6: Specific Exposure #5: Gluten (Amy is susceptible)
CLICK 7: Finally, we layer these exposures demonstrating that all individuals are unique…