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The virtualization of the bricks and mortar
 of the Healthcare delivery setting:

 The impact and direction of Healthcare IT




Mark A Dente, md
CMIO                                                                          1/
GE Healthcare IT                   e-Infrastructure for the Future of Diagnostics
                                                               4 November 2011
The virtualization of the bricks and mortar of the
Healthcare delivery setting:
•   Digitation & Connectivity of Data: Accessing and
    integrating information from multiple sources

•   Advanced Data Processing & Information Fusion:
    Turning “Insight” into Action

•   THE FUTURE is sooner than you think: Empower every
    person to live an independent, confident, healthier life
    through connected technologies
Healthcare Challenges: Improve Outcomes &
Avoid or Reduce Cost
• Meaningful Use & Quality Metrics - Clinical Decision
  Support

• New delivery Models like ACO’s - Patient and Population
  Health Mgmnt

• Shift care to lower cost settings - Chronic Disease
  Mgmnt & Remote Monitoring

• Early identification of at-risk individuals - Genomics
  Personalized therapy selection & Better therapy
  monitoring (Surveillance Monitoring)

                                                                                         3/
                                              e-Infrastructure for the Future of Diagnostics
                                                                          4 November 2011
The Clinical Knowledge-Processing Burden


“Current medical
practice relies
heavily on the                                    Knowledge processing requirement
unaided mind to
recall a great
amount of detailed
knowledge – a
process which, to
                                                                                           This gap
the detriment of all
                                                                                           injures patients
stakeholders, has
repeatedly been                   Knowledge processing capacity
shown unreliable”

Crane and Raymond
The Permanente Journal
Winter 2003 Volume 7 No.1
Kaiser Permanente Institute for
Health Policy
                                      Many years ago                   Today


                                                                                                                      4/
                                                                           e-Infrastructure for the Future of Diagnostics
                                                                                                       4 November 2011
‘The complexity of modern medicine exceeds the
inherent limitations of the unaided human mind.’
David M. Eddy
MD, Ph.D.
                Patient




                                                                                  5/
                                       e-Infrastructure for the Future of Diagnostics
                                                                   4 November 2011
Meaningful use criteria reinforcing the need for
the Patient Centered Care Team

    Care         • Exchange key clinical information electronically
                                                                               Document exchange of meds,
                                                                               problems, allergies, labs, etc.
                 • Perform medication reconciliation for 80% of encounters
 Coordination    • Provide summary care record for 80% of care transitions
                                                                               w/discharge summary
                                                                               Portals for provider access


                                                                               Document exchange of meds,
   Engage        • Provide patients w/electronic copy of health information
                 • Provide timely electronic access w/in 96 hours
                                                                               problems, allergies, labs, etc.
                                                                               w/discharge summary
   Patients      • Provide clinical summaries for each office visit
                                                                               Portals for patient access




   Improve       • Leverage clinical decision support & interaction checking
                 • Send reminders to patients, outreach, reduce disparities
                                                                               Decision support based on HIE
                                                                               Alerting & secure messaging
    Quality      • Report ambulatory measures to CMS or states                 Quality reporting




                 • Protect electronic health information through technology    Highest security standards
   Privacy       • Review security risks and implement security updates        Audit trail of all HIE accesses



                                                                               Document submission to state
                 • Submit electronic data to immunization registries
                                                                               registries
                 • Electronically submit reportable lab results
 Public Health   • Provide syndromic surveillance data to public agencies
                                                                               Quality reporting
                                                                                                                             6/
                                                                                  e-Infrastructure for the Future of Diagnostics
                                                                                                              4 November 2011
The virtualization of the bricks and mortar of the
Healthcare delivery setting:



•   Digitation & Connectivity of Data: Accessing and
    integrating information from multiple sources
Data Interoperability
Why is it important?
• Real-time access to relevant
  clinical intelligence across the
  community
• Improve quality & coordination
  of care with.                                                                    Government


• Prepare organizations for
  advanced stages of Meaningful
  Use and an Accountable
  Care model.


eHealth offers:
•   eHealth Info Exchange
•   eHealth Community Desk
•   Centricity Patient Online
•   eHealth Image Exchange



                                                                                              8/
                                                   e-Infrastructure for the Future of Diagnostics
                                                                               4 November 2011
Population Health Management & Community of
Care Network                               Hospital                                          Community Health
                                                                                                 Center




         Group                                    Care                         Granular                            Care / Case
                                                Network &        Portal      Information                            Managers
        Practices                             Communication                   Exchange

                                                              Applications
                            Surveillance                                                      eReferrals
                                                               Services



                    Population Mgmt /                                                              Information
                        Analytics                             PATIENT                             Reconciliation




                         Decision Support /
                                                              Patient                          Image
                           Event Alerts                                                       Exchange



                                              Care
                                                                                   Registries
                                           Management
                                                                                 (disease, vax)
                                                                Medical
                                                                Home

          Other HIE
                                                                                                           Family



                                                                                                                                                                  9/
                                                                                                                       e-Infrastructure for the Future of Diagnostics
                                                                                                                                                   4 November 2011
eHealth Community Desktop
A web-based clinical portal that enables collaborative care
across a community of clinicians without EMRs
  Widen community access with an easy,
  browser-based user interface
  Enable care teams, including case
  managers, to facilitate care coordination
  Bring various in-house applications
  together in one place
  Extend your HIE investment over time
  with add-on workflow and performance
  apps
  Increase HIE use with flexible screen
  layouts to match your look-and-feel



                                                                                        10 /
                                              e-Infrastructure for the Future of Diagnostics
                                                                          4 November 2011
Patient Engagement – Centricity PT online
 Patient Online is a single channel of communications that
 extends the provider workflow to the patient’s home to
 reduce costs, increase quality, and increase access to care.
   Strengthens the HCO’s
   market/competitive position
   Improves efficiency of the
   patient management process
   Strengthens the patient-
   provider relationship
   Extends the HCO’s reach for
   proactive care management
   Enables HCO’s to meet all
   ARRA criteria for patient &
   family engagement
                                                                                           11 /
                                                 e-Infrastructure for the Future of Diagnostics
                                                                             4 November 2011
Community Desktop
Image Exchange




                                                              12 /
                    e-Infrastructure for the Future of Diagnostics
                                                4 November 2011
The virtualization of the bricks and mortar of the
Healthcare delivery setting:




•   Advanced Data Processing & Information Fusion:
    Turning “Insight” into Action
+              +
                                     Mayo

Key Partners:


Intermountain Healthcare

Mayo - Rochester



Holistic approach


                                                          14 /
                e-Infrastructure for the Future of Diagnostics
                                            4 November 2011
Holistic approach to Data
Knowledge
 Workers
                                                           Knowledge Repository
                                       Maps       Models     Codes       Rules    Constraints      Queries       Forms




            HL7
       XDS
  ATNA                 Interface
                       Manager
   PIX
                         1             Interface (e.g.       Terminology         Unified Data        Applications
       PDQ                             HL7) to Model         Translation,        Repository of      Assembled from
                                        Transforms             Decision            Models &         User Generated
            CDA                                               Support &
                                                            Business Rules
                                                                                 Terminology
                                                                                  Based Data
                                                                                                    Alerts, Queries
                                                                                                      and Forms


                                              2                      3                 4                     5




   Standard Models &           Coded, Computable                Configured by                            Shareable &
                                                                                                                                       15 /
      Terminology                 Clinical Data               Knowledge Workers                  e-Infrastructure for Assets of Diagnostics
                                                                                                     Reusable the Future
                                                                                                                          4 November 2011
Transforming data into insight: Advanced
processing & Information fusion
Clinical Data Fusion: Qualibria Terminology Services
    The Terminology Foundation contains services and rich
    management tools for code mapping, browsing and querying:
    •Loadexternal code systems, including: SNOMED-CT, LOINC, ICD-9, ICD-10, CPT, RxNorm, HL7
    Vocabularies, HCPCS, Genomics Ontologies, NCI Metathesaurus, Open Biomedical Ontologies,
    etc.
Many entry forms for
one concept
•    myocardial infarction
•    MI
•    S/P MI 1987
•    hx of heart attacks
4500 Elemental terms
available today


                                                                                                                  16 /
                                                                        e-Infrastructure for the Future of Diagnostics
                                                                                                    4 November 2011
Value Created by Cardiology Program

          Defining the best practice clinical protocol

                    • Impact of Discharge Med Program on Heart Failure
                      Readmissions/Mortality
                    • ACE inhibitor prescription at hospital discharge increased from 65%
                      to 95% in 5 years
                    •   How did these Intermountain heart failure patients do?
                        • One-year readmissions reduced from 46.5 % to 38.5%
                        • 551 readmissions prevented per year
                        • $2,480,000 saved based on avoided
                          readmissions
                        • One-year mortality rate reduced from
Dr. Don Lappe             22.7% to 17.8%
Chair, Cardiology
                        • 331 lives saved per year
                    • Quality is cheaper, safer, better all around !                                        17 /
                                                                  e-Infrastructure for the Future of Diagnostics
                                                                                              4 November 2011
Acute Care Program demonstrated Proof of
Ventilator Weaning Protocol Effectiveness
                                                   • Acute Respiratory Distress
                   Dr. Alan Morris, LDS Hospital    Syndrome (ARDS) survival rate
                                                    used to be <10%
                                                   • Intermountain physicians
                                                     created a software based
                                                     protocol to help patients wean
                                                     from the ventilators faster
                                                   • Patients weaned a full 24 hours
Outcome                    Physician    Protocol
                                                     earlier than before from
Median Weaning Time           28           8
(hrs)
                                                     ventilator
Time on Ventilator (hrs)      118          94      • Acute Respiratory Distress
Blood Gas Orders              93           45        Syndrome survival rate
Chest X-Ray Orders            12           3         increased from 10% to over
                                                     44%
                                                                                                             18 /
                                                                   e-Infrastructure for the Future of Diagnostics
                                                                                               4 November 2011
Healthcare associated infections: Qualibria
 Annual U.S. cost of healthcare associated
 infections
 1.7 million occurrences
                                              A 250-bed
 $35 billion
                                              hospital…
 99,000 lives
                                              473 occurrences
                                              $11 million
                                              27 lives

                   Annual Cost in Lives by Cause (US)

                                                                     124,583                              $9
                                                                                                          $8                                              US
                                                            99,000                                                  $635.0




                                                                               Per capita HC exp. (000)
                                                                                                          $7                                              Japan
                                              72,449                                                      $6
                                                                                                                                                          Germany
                                56,326                                                                    $5

                  40,598                                                                                  $4                                              UK
    29,093                                                                                                $3
                                                                                                                                                          Spain
                                                                                                          $2
                                                                                                          $1                                              China
   Prostate      Breast       Influenza     Diabetes Healthcare Chronic                                   $-
    cancer       cancer                              associated    lower                                       0%    5%         10%          15%          Brazil
                                                     infections respiratory
                                                                 diseases                                            Healthcare infection rate

      For GE internal use only. Not for external distribution                                                                                                                   19 /
                                                                                                                                      e-Infrastructure for the Future of Diagnostics
                                                                                                                                                                  4 November 2011
• Disseminate best
  practices
• Increase adherence to
  protocols
• Decrease time on
  ventilator
• Improve medication
  utilization
• Reduce length of stay
• Decrease patient costsGE internal use only. Not for external distribution
                      For
                                                                                                                        20 /
                                                                              e-Infrastructure for the Future of Diagnostics
                                                                                                          4 November 2011
21 /
e-Infrastructure for the Future of Diagnostics
                            4 November 2011
22 /
e-Infrastructure for the Future of Diagnostics
                            4 November 2011
Real-time best practice dashboard




                                                                  23 /
                        e-Infrastructure for the Future of Diagnostics
                                                    4 November 2011
The virtualization of the bricks and mortar of the
Healthcare delivery setting:




•   THE FUTURE is sooner than you think: Empower every
    person to live an independent, confident, healthier life
    through connected technologies
Achieving Patient & Population Health
Management
                                                                                   Proactive
Interoperability   Collaboration       Analytics       Accountability              Population
                                                                                  Management

                                                          Cost &
  One Patient,     Communication       Population                                      Care
                                                         Utilization
  One Record       & Transparency     Stratification                                Management
                                                        Management


                                                         Resource                     Health
    Workflow            Care           Predictive
                                                       Management &               Maintenance &
   Integration       Transitions       Modeling
                                                        Productivity                Wellness


                                                        Guideline &
 Actionable &         Patient                                                      Evolving Care
                                      Gaps in Care      Standards
Usable Systems       Activation                                                        Plan
                                                          Driven


                                    Longitudinal

                                                                                                                 25 /
                                                                       e-Infrastructure for the Future of Diagnostics
                                                                                                   4 November 2011
e Health - Beyond HIE Information Exchange
 Care Management targets the sickest-of-the-sick (5% of US pop = 49% of cost)
                                                                   Hospital                                          Community Health
Population Health                                                                                                        Center


Management &
Community of                                                              Care                                                             Care / Case
                                 Group                                                                 Granular

Care Network                    Practices
                                                                        Network &
                                                                      Communication
                                                                                         Portal      Information
                                                                                                      Exchange
                                                                                                                                            Managers
                                                                                      Applications
                                                    Surveillance                                                      eReferrals
                                                                                       Services
Geisinger Health Plan
 Geisinger’s Proven                         Population Mgmt /                                                              Information
                                                                                                                          Reconciliation
 Health & ProvenCare                            Analytics



• Preventative care bundle                                                            Patient
                                                 Decision Support /                                                    Image
  9.2 14.7%                                        Event Alerts                                                       Exchange


• Aligns incentives across                                            Care
                                                                                                           Registries
  provider, patient and payer                                      Management

                                                                                        Medical
                                                                                                         (disease, vax)


• 18 % admission, 36%                                                                   Home

                                  Other HIE
  readmissions
                                                                                                                                   Family

                                                                                                                                                     26 /
                                                                                                           e-Infrastructure for the Future of Diagnostics
                                                                                                                                       4 November 2011
The Medical Quality Improvement Consortium (MQIC)
MQIC is a continuously updated database of 20 million unique, de-identified
patients – aimed at helping identify and inform industry best practices



 • Make data-driven decisions at the point of care
 • Enhance management of specific conditions
   and populations
 • Benchmark against similar practices for quality
   of care information
 • Participate more easily in PQRS, CMS eRx, and
   Bridges to Excellence Diabetes Recognition




                                                                                                     27 /
                                                           e-Infrastructure for the Future of Diagnostics
                                                                                       4 November 2011
Chronic Disease Example
Anomaly detection and guidelines decision support
                                                                                                                                       Personalized weight gain
                                                                                                                                        detection algorithms

                                                                                                                                                      Moving Averages Example
                                                                                                       230                                                                                                                        70
                                                                                                       220                                                                                                                        60
                                                                                                       210                                                                                                                        50                  weight
                                                                                                       200                                                                                                                        40                  short-term ave
                                                                                                                                                                                                                                                      long-term ave
                                                                                                       190                                                                                                                        30
                                                                                                                                                                                                                                                      difference
                                                                                                       180                                                                                                                        20
                                                                                                                                                                                                                                                                                       Search f or best l ong-t erm window and cut off
                                                                                                       170                                                                                                                        10
                                                                                                                             Alert limit                                                                                                                                  9 0.0%

                                                                                                       160                                                                                                                        0                                       8 0.0%
                                                                                                                                                                                                                                                                                        Stable fit
                                                                                                                                                                                                                                                                          7 0.0%

                                                                                                       150                                                                                                                        -10                                     6 0.0%
                                                                                                                                                                                                                                                                                                                                                             sea rch
                                                                                                                                                                                                                                                                          5 0.0%




                                                                                                                                                                                                                                                                 T ru e
                                                                                                                                                                                                                                                                                                                                                             Base lne
                                                                                                                                                                                                                                                                                                                                                                   i
                                                                                                                                                                                                                                                                                                     Only 2 day s war ning                                   Pro spects
                                                                                                       140                                                                                                                        -20                                     4 0.0%
                                                                                                                                                                                                                                                                          3 0.0%
                                                                                                                                                                                                                                                                                                     on e v nt # 2
                                                                                                                                                                                                                                                                                                          e                                                  New winner


                                                                                                                     8/11        9/30          11/19               1/8                        2/27           4/18                                                         2 0.0%

                                                                                                                                                                                                                                                                          1 0.0%
                                                                                                                                                                                                                                                                           0.0%
                                                                                                                                                                                                                                                                               0 .0%     0 .5%       1.0%      1.5%     2.0%   2.5%    3.0%
                                                                                                                                                                                                                                                                                                              F alse




                                                                                                                             Scale Precision                                                                Accuracy                                                                    Compliance e
                                                                                                                                                                                                                                                                                         Effe ct of Patient Complianc
                                                                                                                                  Effect of scale precision                                               E ffect of Measurement Accuracy
                                                                                                                   70%                                                 5%                    70%                                                 5%                       80%                                                     5%

                                                                                                                   60%                                                                       60%                                                                          70%
                                                                                                                                                                       4%                                                                        4%                                                                               4%
                                                                                                                   50%                                                                       50%                                                                          60%




                                                                                                                                                                                                                                                      Fal se Alert %
                                                                                                                                                                            Fal se alert %




                                                                                                                                                                                                                                                                                                                                       Fal se Alert %
                                                                                                   T rue alert %




                                                                                                                                                                                                                                                      True alert %
                                                                                                                                                                             True al ert %
                                                                                                                                                                       3%                                                                        3%                       50%                                                     3%
                                                                                                                   40%                                                                       40% TRUE                                                                              TRUE                                                                        TR UE
                                                                                                                                                                                                                                                                          40%                                                                                  FALSE
                                                                                                                   30%                                                                       30% FA LSE                                          2%                                FALS E
                                                                                                                                                                       2%                                                                                                 30%                                                     2%
                                                                                                                   20%                                                                       20%
                                                                                                                                                                                                                                                 1%                       20%
                                                                                                                                                                       1%                                                                                                                                                         1%
                                                                                                                   10%                                                                       10%
                                                                                                                                                                                                                                                                          10%
                                                                                                                   0%                                                  0%                     0%                                                 0%
                                                                                                                                                                                                                                                                          0%                                                      0%
                                                                                                                         0         1              2                3                               0             1                2          3                             50%         60%       70%         80%       90%     100%
                                                                                                                                  S ca le Preci si on                                              Extra noi se in readi ngs (un it=1lb stdev)                               Comp li can ce: % days wei ght record ed




   Home Health Data                                                                                                                      Detection
                                                                                                                                        Algorithms



                        Chronic Disease Monitoring
                                                     Beta Blockers
                                Application          BB:br adycardia
                                                                                                                                                                                                                 Taking bet a
                                                                                                                                                                                                                  blocker?
                                                                                                                                                                                                                         [21]
                                                                                                                                                                                                                                                                                                                                                                                        no

                                                                                                                                                                                                                                                                                                                                                                                        yes

                                                                                                                                                                                                                                                                                                                                                                                     [38,53]
                                                                                                                                                                                                                                                                                                                                                                                      input
                                                                                                                                                                                                                                                                                                                                                                                      codes

                                                                                             Br adycardia?                                   2 n d o 3 rd
                                                                                                                                                    r                                                                                                                                                                                                                                  BB:titrat ion
                                                                                              (pulse < 60)                                 de g e heart
                                                                                                                                               re
                                                                                                                                          block? (E KG) [82]
                                                                                                   [43]
                                                                                                                                                                                                                                                                                                                                                                              Pulse > 60?
                                                           Br adycar dia?                                                                 Pat i nt n ds
                                                                                                                                              e ee                                                                                                                                                                                                                                  [43]
                                                            (pulse < 50)                                                               imme di te a te ntio
                                                                                                                                              a t          n.
                                                                [43]
                                                                                                                                          Discont i u be ta
                                                                                                                                                  ne
                                                                                                                                        blocke and othe r
                                                                                                                                               r                                                                                                                                                                                                                             Lower than
                                                                            Bradycar dia?
                                                                                                                                       dr u that may cause
                                                                                                                                           gs
                                                                            (pulse < 55)                                                                                                                                                                                                                                                                                     target dose?
                                                                                                                                        he tblock (di oxin,
                                                                                                                                           ar         g
                                                                                 and                                                        CCB, sotal l,
                                                                                                                                                      o                                                                                                                                                                                                                            [21]
                                                                            upt it rat ing                                                  amiodarone )                                                                                                                                                  BB:fatigue
                                                                               on BB?                                                                                                                  BB:HFsymptoms
                                                                               [21,43]                                                  Consi er cardiol gy
                                                                                                                                                d         o
                                                                                                                                       r e fer ral (pac mak r ).
                                                                                                                                                      e    e                                                                                                                                                                                                                  Highe r dose
                                                                                                                                                                                                                                                                                                                                                                             alr e ady tr ie d?
                                                                                                Possibl to
                                                                                                        e                        BB:he artblock                                                                      Wit hin 2 w e eks                                               S e ve re fat igue ?
                                                                                                                                                                                                                                                                                                                                                                                    [21]
                                                                                             de cre as ot h r
                                                                                                      e e                                                                                                               aft er BB                                                    (act ivit y-r e late d
                                                             Or de r E KG                    medst ha may
                                                                                                        t                                                                                                              initiat ion /                                                    que stions)
                                                                                                  cause                                                                                                               upt it rat ion?                                                                                                                    4 we e ks si ce
                                                                                                                                                                                                                                                                                                                                                                       n
                                                         for he ar t rhyt hm.                 bradycar di ?a                                                                                                                                                                                   [64]                                                     last tr y and OK
                                                              Pe r for m                      (digoxi , CCB,
                                                                                                      n                                                                                                                    [21]                                                                                                                           t o re - ry (not
                                                                                                                                                                                                                                                                                                                                                                  t
                                                         TS H/digoxin labs .                     sot al l,
                                                                                                        o                                                                                                                                                                                                                                                   pr e vi usly
                                                                                                                                                                                                                                                                                                                                                                  o
                                                                                               amiod  arone )                               BB:l ungpatient                                                                                                                                                                                              de cre as d or
                                                                                                                                                                                                                                                                                                                                                                     e
                                                                                                    [25]                                                                                                                                                                                                                                                  discon inued
                                                                                                                                                                                                                                                                                                                                                                   t
                                                                                                                                                                                                                                                                                           Fatigue                                                      for dyspne in  a
                                                                                                                                                        Dyspnea in l ng
                                                                                                                                                                      u                                                                                                                                                                                  lung patie )? nt
                                                                                                                                                                                                                                                                                            laste d
                                                                                                                                                        pat i n wi hi 2
                                                                                                                                                             e t t n                                                     F luid                                                                                                                                 [21]
                                                                                                                                                         daysafte r B   B                                              ret o n?
                                                                                                                                                                                                                         enti                                                             for ove r 6
                                                           Consi er
                                                                  d                   S ymptoms of                                                         initiat ion?                                                                                                                     we e ks?
                                                                                      br adycar di ?
                                                                                                  a                                                                                                                                                                                           [64]
                                                        de cre asi g no
                                                                 n     n-                                                                                 [21,66,84]                                                                                                                                                                                                          1-4 we e ks
                                                         HFme dstha    t               (Dizzine ss?
                                                          may cause                   Lighthead d-
                                                                                                 e                                                                                                                                                                                                                                                                           passe d since
                                                         bradycar di  a              ne ss? Fatigu ?)
                                                                                                   e                                                                                                                                                                                                                                                                             last
                                                                                       [60,62,64]                                                                                                                                                                                                                                                                               incre ase ?
                                                                                                                                                          Conside r
                                                                                                                                                      discontinuing BB.                                                                                                                                                                                                            [21]
                                                                                                                                                                                                                        Conside r                                                  Conside r de cr easing
                                                                                                                                                                                                                       incr easing                                                    be ta blocke r.
                                                                Pulse <
                                                                                                                                                   Conside r swit ching                                                 diure t ic(s).
                                                                 45?
                                                                                                                                                  t o cardiac-se lect ive                                                                                                             Conside r ot he r                                                                        Conside r
                                                                 [43]
                                                                                                                                                           BB.                                                        Conside r                                                     sour ces of fat igue                                                                   incr e asing be ta
                                                                                                                                                                                                                 de cr e asing be ta                                               (thyroid, de pre ssion,                                                                      blocke r.
                                                              Conside r de cre asing or discont inuing BB.                                                Conside r                                                   blocke r s.                                                  wor se ning HF, sle e p                                                                 Consi e small r
                                                                                                                                                                                                                                                                                                                                                                                  dr       e
                                                                     Pe rform TS H/ digoxin labs.                                                        spir ome tr y.                                                                                                                apnea, ane mia)                                                                    incre m ents ift his is
                                                                    Conside r car diology re fe rr al                                                                                                                                                                                                                                                                           a re-try.
                                                                             (pace make r).


                                                     GE Confi dential & Proprietary




                                                     Electrolytes
                                                                     Medical Guidelines
      Medical Records       Advanced Data:
                               Activity
                                                                                                                                 28 /
                                                                                       e-Infrastructure for the Future of Diagnostics
                                                                                                                   4 November 2011
Physician to the Patient Chronic Dx Management
Approach
 Tiny Sensors pick up activity data in the residence and   Basic Package
 send to GE Server



                                  The Algorithm
                                  knows if the activity
                                  is “normal” – if not,                              Intelligent software:
                                  an alert is created      Z-wave technology         alerts, algorithms, etc.
                                  and sent to
                                  caregiver
                                                            Benefits
                                                            • Peace of Mind for
                                                              Family
                                                            • Customizable Alerts
                                                            • Delay of Continued
                                                              Care/Skilled Nursing
                                                            • Extended Care
                          The Well Check is                   Coverage without
                          Made and the loop is                additional staff
                          Closed                            • Attraction/Retention
                                                              of residents


                         Patient Level Tools for the Care Team                                                           29 /
                                                                               e-Infrastructure for the Future of Diagnostics
                                                                                                           4 November 2011
Technology Enablers
Healthcare Desires                               Technology Enablers

• Flexibility – systems for full acuity range;   • Miniaturization
  equipment stays with patient                     (Nano, MEMS, EE, RF, CMUT)
• Efficiency – productivity and improved         • Sensors/Parameters
  quality/reduced errors                           (Fusion, Implants, New Types)
• Home/Remote Monitoring – also disruptive       • Wireless Technologies
  to Hospital Monitoring                           (Reliability, Capacity, Power)
• Wearable – “Don’t know it’s there”             • Expert Systems
                                                   (Intelligence, Decisions, CAD)
• Tracking – Patients, Parameters, Assets,
  Employees                                      • Info/Data/Apps Architecture
                                                   (Workflow, Integration, Apps)
• Extremely Wireless – Zero Wires
                                                 • Use/Human Factors
• New Sensors /Parameters /Disease States
                                                   (Goof Proof, Ease of Use)



                                                                                                         30 /
                                                               e-Infrastructure for the Future of Diagnostics
                                                                                           4 November 2011
Home Health Activity
Heart Failure


   • Actigraphy sensors
   • Correlated to HF status         healthy
   • 60 person field trial
   • Columbia University
      Activity as a Vital Sign

Fall Risk Assessment
                                    Sleep disorder
 • Research effort
 • “Automate” PT instruments
 • Daily assessments
 • University of Mo. – Columbia
Prevent Falls Thru Identification     Dementia the Future of Diagnostics/
                                                                    31
                                       e-Infrastructure for
                                                           4 November 2011
GE HCIT: Chronic Dx, Social Networking & Consumerism
                                            Solving disparity of care challenges

Enterprise                                                                                        Direct To Consumer
Corporate Stakeholders: Pharma, Employers                                 Existing NBC health
•   EMR based intervention studies enables outcomes driven                     ecosystem
    brand/marketing strategies
                                                                        enables broad & localized
                                                                            Consumer reach

             Model is proven,
       enables our ability to extend                               SHARED
         to adjacent stakeholders                              INFRASTRUCTURE
                                                          [CDS + Clinical HIE + Consumer
                                                           Decision Support + Motivation]

                                                        HEALTH-WEALTH IMPACT
eHealth                                                                                                      Health@Home
Physicians, Hospitals, IDNs, RHIOs
•   Leverages the richness of the physician to patient interaction;                   Connects HCIT within the home
    enables longitudinal approach to care
                                                                                     to enable care and communicate
                                                                                         w/ patient/family members

                                                                                 Health information              Disease
                                                                                                                 management tools

                               POL          POL is an existing
                                              building block
                                          to access Centricity IB
                                                                                                                                                32 /
                                           Physicians & patients                                      e-Infrastructure for the Future of Diagnostics
                                                                                                                                  4 November 2011
The Dundee Courier, 13th April, 2007

                                                                                 33 /
                                       e-Infrastructure for the Future of Diagnostics
                                                                   4 November 2011
34 /
e-Infrastructure for the Future of Diagnostics
                            4 November 2011
35 /
e-Infrastructure for the Future of Diagnostics
                            4 November 2011
Many diseases have an underlying genetic
connection




                                                                               36 /
  Detail of Gene - Disease Network   e-Infrastructure for the Future of Diagnostics
                                      Goh et al. PNAS4 104 (2007)  November 2011
Alzheimer’s Clinical Data                                                           AD BioSignature
Prognostic Modeling

   Rate of Cognitive       Time To       Survival/Progression
        Decline        Progression/Death     Probability
                                                                                  • Early diagnosis
                                                                                  • Personalized treatment
                                                                                  • Therapy monitoring
                    AD Prognostic Model                   Clinical
In-vivo Imaging
                                                        Informatics
PET, MRi, SPECT
                                                                                                          APOE4 (>0)
                                                          Cognitive
                                                                                                      %Supra. CNS (+)
                                                                                                       Intracranial
                   Genetics             Clinical
                                                                                                    %Supra. CNS(-)
                                                                                                     %Ventricular (-)
                                                                IVD, Genetics,
                                                             circulating markers                       %Ventricular (-)
                                                                                                       %Subar. CSF
       Team of 10+ research scientists                                                             %TemporalCSF (-)
                                                                                                    %Subar. Lobe (+)
              committed in 2011
      Algorithms, statistics, informatics                                                            %Total HSIA (-)
                                                                                                    %Temporal Lobe
                                                                                                    %Hippocampal(-)
                                                                                                     %Total HSIA (+)
                              Adak, Illouz, Gorman, Tandon, Zimmerman, Guariglia,
                              Moore, Kaye, “Predicting the rate of cognitive decline in              %Hippocampal
                              aging and early Alzheimer disease”, Neurology. 2004 Jul                                               37 /
                              13;63(1):108-14.                                            e-Infrastructure for the Future of Diagnostics
                                                                                                                      4 November 2011
July 4th Boston: USS Constitution (Old Iron Sides)




                                                     Thank you
                                                     mark.dente@ge.com




                                                                                                    38 /
                                                          e-Infrastructure for the Future of Diagnostics
                                                                                      4 November 2011

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Mark Dente's Presentation

  • 1. The virtualization of the bricks and mortar of the Healthcare delivery setting: The impact and direction of Healthcare IT Mark A Dente, md CMIO 1/ GE Healthcare IT e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 2. The virtualization of the bricks and mortar of the Healthcare delivery setting: • Digitation & Connectivity of Data: Accessing and integrating information from multiple sources • Advanced Data Processing & Information Fusion: Turning “Insight” into Action • THE FUTURE is sooner than you think: Empower every person to live an independent, confident, healthier life through connected technologies
  • 3. Healthcare Challenges: Improve Outcomes & Avoid or Reduce Cost • Meaningful Use & Quality Metrics - Clinical Decision Support • New delivery Models like ACO’s - Patient and Population Health Mgmnt • Shift care to lower cost settings - Chronic Disease Mgmnt & Remote Monitoring • Early identification of at-risk individuals - Genomics Personalized therapy selection & Better therapy monitoring (Surveillance Monitoring) 3/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 4. The Clinical Knowledge-Processing Burden “Current medical practice relies heavily on the Knowledge processing requirement unaided mind to recall a great amount of detailed knowledge – a process which, to This gap the detriment of all injures patients stakeholders, has repeatedly been Knowledge processing capacity shown unreliable” Crane and Raymond The Permanente Journal Winter 2003 Volume 7 No.1 Kaiser Permanente Institute for Health Policy Many years ago Today 4/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 5. ‘The complexity of modern medicine exceeds the inherent limitations of the unaided human mind.’ David M. Eddy MD, Ph.D. Patient 5/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 6. Meaningful use criteria reinforcing the need for the Patient Centered Care Team Care • Exchange key clinical information electronically Document exchange of meds, problems, allergies, labs, etc. • Perform medication reconciliation for 80% of encounters Coordination • Provide summary care record for 80% of care transitions w/discharge summary Portals for provider access Document exchange of meds, Engage • Provide patients w/electronic copy of health information • Provide timely electronic access w/in 96 hours problems, allergies, labs, etc. w/discharge summary Patients • Provide clinical summaries for each office visit Portals for patient access Improve • Leverage clinical decision support & interaction checking • Send reminders to patients, outreach, reduce disparities Decision support based on HIE Alerting & secure messaging Quality • Report ambulatory measures to CMS or states Quality reporting • Protect electronic health information through technology Highest security standards Privacy • Review security risks and implement security updates Audit trail of all HIE accesses Document submission to state • Submit electronic data to immunization registries registries • Electronically submit reportable lab results Public Health • Provide syndromic surveillance data to public agencies Quality reporting 6/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 7. The virtualization of the bricks and mortar of the Healthcare delivery setting: • Digitation & Connectivity of Data: Accessing and integrating information from multiple sources
  • 8. Data Interoperability Why is it important? • Real-time access to relevant clinical intelligence across the community • Improve quality & coordination of care with. Government • Prepare organizations for advanced stages of Meaningful Use and an Accountable Care model. eHealth offers: • eHealth Info Exchange • eHealth Community Desk • Centricity Patient Online • eHealth Image Exchange 8/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 9. Population Health Management & Community of Care Network Hospital Community Health Center Group Care Granular Care / Case Network & Portal Information Managers Practices Communication Exchange Applications Surveillance eReferrals Services Population Mgmt / Information Analytics PATIENT Reconciliation Decision Support / Patient Image Event Alerts Exchange Care Registries Management (disease, vax) Medical Home Other HIE Family 9/ e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 10. eHealth Community Desktop A web-based clinical portal that enables collaborative care across a community of clinicians without EMRs Widen community access with an easy, browser-based user interface Enable care teams, including case managers, to facilitate care coordination Bring various in-house applications together in one place Extend your HIE investment over time with add-on workflow and performance apps Increase HIE use with flexible screen layouts to match your look-and-feel 10 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 11. Patient Engagement – Centricity PT online Patient Online is a single channel of communications that extends the provider workflow to the patient’s home to reduce costs, increase quality, and increase access to care. Strengthens the HCO’s market/competitive position Improves efficiency of the patient management process Strengthens the patient- provider relationship Extends the HCO’s reach for proactive care management Enables HCO’s to meet all ARRA criteria for patient & family engagement 11 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 12. Community Desktop Image Exchange 12 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 13. The virtualization of the bricks and mortar of the Healthcare delivery setting: • Advanced Data Processing & Information Fusion: Turning “Insight” into Action
  • 14. + + Mayo Key Partners: Intermountain Healthcare Mayo - Rochester Holistic approach 14 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 15. Holistic approach to Data Knowledge Workers Knowledge Repository Maps Models Codes Rules Constraints Queries Forms HL7 XDS ATNA Interface Manager PIX 1 Interface (e.g. Terminology Unified Data Applications PDQ HL7) to Model Translation, Repository of Assembled from Transforms Decision Models & User Generated CDA Support & Business Rules Terminology Based Data Alerts, Queries and Forms 2 3 4 5 Standard Models & Coded, Computable Configured by Shareable & 15 / Terminology Clinical Data Knowledge Workers e-Infrastructure for Assets of Diagnostics Reusable the Future 4 November 2011
  • 16. Transforming data into insight: Advanced processing & Information fusion Clinical Data Fusion: Qualibria Terminology Services The Terminology Foundation contains services and rich management tools for code mapping, browsing and querying: •Loadexternal code systems, including: SNOMED-CT, LOINC, ICD-9, ICD-10, CPT, RxNorm, HL7 Vocabularies, HCPCS, Genomics Ontologies, NCI Metathesaurus, Open Biomedical Ontologies, etc. Many entry forms for one concept • myocardial infarction • MI • S/P MI 1987 • hx of heart attacks 4500 Elemental terms available today 16 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 17. Value Created by Cardiology Program Defining the best practice clinical protocol • Impact of Discharge Med Program on Heart Failure Readmissions/Mortality • ACE inhibitor prescription at hospital discharge increased from 65% to 95% in 5 years • How did these Intermountain heart failure patients do? • One-year readmissions reduced from 46.5 % to 38.5% • 551 readmissions prevented per year • $2,480,000 saved based on avoided readmissions • One-year mortality rate reduced from Dr. Don Lappe 22.7% to 17.8% Chair, Cardiology • 331 lives saved per year • Quality is cheaper, safer, better all around ! 17 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 18. Acute Care Program demonstrated Proof of Ventilator Weaning Protocol Effectiveness • Acute Respiratory Distress Dr. Alan Morris, LDS Hospital Syndrome (ARDS) survival rate used to be <10% • Intermountain physicians created a software based protocol to help patients wean from the ventilators faster • Patients weaned a full 24 hours Outcome Physician Protocol earlier than before from Median Weaning Time 28 8 (hrs) ventilator Time on Ventilator (hrs) 118 94 • Acute Respiratory Distress Blood Gas Orders 93 45 Syndrome survival rate Chest X-Ray Orders 12 3 increased from 10% to over 44% 18 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 19. Healthcare associated infections: Qualibria Annual U.S. cost of healthcare associated infections 1.7 million occurrences A 250-bed $35 billion hospital… 99,000 lives 473 occurrences $11 million 27 lives Annual Cost in Lives by Cause (US) 124,583 $9 $8 US 99,000 $635.0 Per capita HC exp. (000) $7 Japan 72,449 $6 Germany 56,326 $5 40,598 $4 UK 29,093 $3 Spain $2 $1 China Prostate Breast Influenza Diabetes Healthcare Chronic $- cancer cancer associated lower 0% 5% 10% 15% Brazil infections respiratory diseases Healthcare infection rate For GE internal use only. Not for external distribution 19 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 20. • Disseminate best practices • Increase adherence to protocols • Decrease time on ventilator • Improve medication utilization • Reduce length of stay • Decrease patient costsGE internal use only. Not for external distribution For 20 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 21. 21 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 22. 22 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 23. Real-time best practice dashboard 23 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 24. The virtualization of the bricks and mortar of the Healthcare delivery setting: • THE FUTURE is sooner than you think: Empower every person to live an independent, confident, healthier life through connected technologies
  • 25. Achieving Patient & Population Health Management Proactive Interoperability Collaboration Analytics Accountability Population Management Cost & One Patient, Communication Population Care Utilization One Record & Transparency Stratification Management Management Resource Health Workflow Care Predictive Management & Maintenance & Integration Transitions Modeling Productivity Wellness Guideline & Actionable & Patient Evolving Care Gaps in Care Standards Usable Systems Activation Plan Driven Longitudinal 25 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 26. e Health - Beyond HIE Information Exchange Care Management targets the sickest-of-the-sick (5% of US pop = 49% of cost) Hospital Community Health Population Health Center Management & Community of Care Care / Case Group Granular Care Network Practices Network & Communication Portal Information Exchange Managers Applications Surveillance eReferrals Services Geisinger Health Plan Geisinger’s Proven Population Mgmt / Information Reconciliation Health & ProvenCare Analytics • Preventative care bundle Patient Decision Support / Image 9.2 14.7% Event Alerts Exchange • Aligns incentives across Care Registries provider, patient and payer Management Medical (disease, vax) • 18 % admission, 36% Home Other HIE readmissions Family 26 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 27. The Medical Quality Improvement Consortium (MQIC) MQIC is a continuously updated database of 20 million unique, de-identified patients – aimed at helping identify and inform industry best practices • Make data-driven decisions at the point of care • Enhance management of specific conditions and populations • Benchmark against similar practices for quality of care information • Participate more easily in PQRS, CMS eRx, and Bridges to Excellence Diabetes Recognition 27 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 28. Chronic Disease Example Anomaly detection and guidelines decision support Personalized weight gain detection algorithms Moving Averages Example 230 70 220 60 210 50 weight 200 40 short-term ave long-term ave 190 30 difference 180 20 Search f or best l ong-t erm window and cut off 170 10 Alert limit 9 0.0% 160 0 8 0.0% Stable fit 7 0.0% 150 -10 6 0.0% sea rch 5 0.0% T ru e Base lne i Only 2 day s war ning Pro spects 140 -20 4 0.0% 3 0.0% on e v nt # 2 e New winner 8/11 9/30 11/19 1/8 2/27 4/18 2 0.0% 1 0.0% 0.0% 0 .0% 0 .5% 1.0% 1.5% 2.0% 2.5% 3.0% F alse Scale Precision Accuracy Compliance e Effe ct of Patient Complianc Effect of scale precision E ffect of Measurement Accuracy 70% 5% 70% 5% 80% 5% 60% 60% 70% 4% 4% 4% 50% 50% 60% Fal se Alert % Fal se alert % Fal se Alert % T rue alert % True alert % True al ert % 3% 3% 50% 3% 40% 40% TRUE TRUE TR UE 40% FALSE 30% 30% FA LSE 2% FALS E 2% 30% 2% 20% 20% 1% 20% 1% 1% 10% 10% 10% 0% 0% 0% 0% 0% 0% 0 1 2 3 0 1 2 3 50% 60% 70% 80% 90% 100% S ca le Preci si on Extra noi se in readi ngs (un it=1lb stdev) Comp li can ce: % days wei ght record ed Home Health Data Detection Algorithms Chronic Disease Monitoring Beta Blockers Application BB:br adycardia Taking bet a blocker? [21] no yes [38,53] input codes Br adycardia? 2 n d o 3 rd r BB:titrat ion (pulse < 60) de g e heart re block? (E KG) [82] [43] Pulse > 60? Br adycar dia? Pat i nt n ds e ee [43] (pulse < 50) imme di te a te ntio a t n. [43] Discont i u be ta ne blocke and othe r r Lower than Bradycar dia? dr u that may cause gs (pulse < 55) target dose? he tblock (di oxin, ar g and CCB, sotal l, o [21] upt it rat ing amiodarone ) BB:fatigue on BB? BB:HFsymptoms [21,43] Consi er cardiol gy d o r e fer ral (pac mak r ). e e Highe r dose alr e ady tr ie d? Possibl to e BB:he artblock Wit hin 2 w e eks S e ve re fat igue ? [21] de cre as ot h r e e aft er BB (act ivit y-r e late d Or de r E KG medst ha may t initiat ion / que stions) cause upt it rat ion? 4 we e ks si ce n for he ar t rhyt hm. bradycar di ?a [64] last tr y and OK Pe r for m (digoxi , CCB, n [21] t o re - ry (not t TS H/digoxin labs . sot al l, o pr e vi usly o amiod arone ) BB:l ungpatient de cre as d or e [25] discon inued t Fatigue for dyspne in a Dyspnea in l ng u lung patie )? nt laste d pat i n wi hi 2 e t t n F luid [21] daysafte r B B ret o n? enti for ove r 6 Consi er d S ymptoms of initiat ion? we e ks? br adycar di ? a [64] de cre asi g no n n- [21,66,84] 1-4 we e ks HFme dstha t (Dizzine ss? may cause Lighthead d- e passe d since bradycar di a ne ss? Fatigu ?) e last [60,62,64] incre ase ? Conside r discontinuing BB. [21] Conside r Conside r de cr easing incr easing be ta blocke r. Pulse < Conside r swit ching diure t ic(s). 45? t o cardiac-se lect ive Conside r ot he r Conside r [43] BB. Conside r sour ces of fat igue incr e asing be ta de cr e asing be ta (thyroid, de pre ssion, blocke r. Conside r de cre asing or discont inuing BB. Conside r blocke r s. wor se ning HF, sle e p Consi e small r dr e Pe rform TS H/ digoxin labs. spir ome tr y. apnea, ane mia) incre m ents ift his is Conside r car diology re fe rr al a re-try. (pace make r). GE Confi dential & Proprietary Electrolytes Medical Guidelines Medical Records Advanced Data: Activity 28 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 29. Physician to the Patient Chronic Dx Management Approach Tiny Sensors pick up activity data in the residence and Basic Package send to GE Server The Algorithm knows if the activity is “normal” – if not, Intelligent software: an alert is created Z-wave technology alerts, algorithms, etc. and sent to caregiver Benefits • Peace of Mind for Family • Customizable Alerts • Delay of Continued Care/Skilled Nursing • Extended Care The Well Check is Coverage without Made and the loop is additional staff Closed • Attraction/Retention of residents Patient Level Tools for the Care Team 29 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 30. Technology Enablers Healthcare Desires Technology Enablers • Flexibility – systems for full acuity range; • Miniaturization equipment stays with patient (Nano, MEMS, EE, RF, CMUT) • Efficiency – productivity and improved • Sensors/Parameters quality/reduced errors (Fusion, Implants, New Types) • Home/Remote Monitoring – also disruptive • Wireless Technologies to Hospital Monitoring (Reliability, Capacity, Power) • Wearable – “Don’t know it’s there” • Expert Systems (Intelligence, Decisions, CAD) • Tracking – Patients, Parameters, Assets, Employees • Info/Data/Apps Architecture (Workflow, Integration, Apps) • Extremely Wireless – Zero Wires • Use/Human Factors • New Sensors /Parameters /Disease States (Goof Proof, Ease of Use) 30 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 31. Home Health Activity Heart Failure • Actigraphy sensors • Correlated to HF status healthy • 60 person field trial • Columbia University Activity as a Vital Sign Fall Risk Assessment Sleep disorder • Research effort • “Automate” PT instruments • Daily assessments • University of Mo. – Columbia Prevent Falls Thru Identification Dementia the Future of Diagnostics/ 31 e-Infrastructure for 4 November 2011
  • 32. GE HCIT: Chronic Dx, Social Networking & Consumerism Solving disparity of care challenges Enterprise Direct To Consumer Corporate Stakeholders: Pharma, Employers Existing NBC health • EMR based intervention studies enables outcomes driven ecosystem brand/marketing strategies enables broad & localized Consumer reach Model is proven, enables our ability to extend SHARED to adjacent stakeholders INFRASTRUCTURE [CDS + Clinical HIE + Consumer Decision Support + Motivation] HEALTH-WEALTH IMPACT eHealth Health@Home Physicians, Hospitals, IDNs, RHIOs • Leverages the richness of the physician to patient interaction; Connects HCIT within the home enables longitudinal approach to care to enable care and communicate w/ patient/family members Health information Disease management tools POL POL is an existing building block to access Centricity IB 32 / Physicians & patients e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 33. The Dundee Courier, 13th April, 2007 33 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 34. 34 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 35. 35 / e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 36. Many diseases have an underlying genetic connection 36 / Detail of Gene - Disease Network e-Infrastructure for the Future of Diagnostics Goh et al. PNAS4 104 (2007) November 2011
  • 37. Alzheimer’s Clinical Data AD BioSignature Prognostic Modeling Rate of Cognitive Time To Survival/Progression Decline Progression/Death Probability • Early diagnosis • Personalized treatment • Therapy monitoring AD Prognostic Model Clinical In-vivo Imaging Informatics PET, MRi, SPECT APOE4 (>0) Cognitive %Supra. CNS (+) Intracranial Genetics Clinical %Supra. CNS(-) %Ventricular (-) IVD, Genetics, circulating markers %Ventricular (-) %Subar. CSF Team of 10+ research scientists %TemporalCSF (-) %Subar. Lobe (+) committed in 2011 Algorithms, statistics, informatics %Total HSIA (-) %Temporal Lobe %Hippocampal(-) %Total HSIA (+) Adak, Illouz, Gorman, Tandon, Zimmerman, Guariglia, Moore, Kaye, “Predicting the rate of cognitive decline in %Hippocampal aging and early Alzheimer disease”, Neurology. 2004 Jul 37 / 13;63(1):108-14. e-Infrastructure for the Future of Diagnostics 4 November 2011
  • 38. July 4th Boston: USS Constitution (Old Iron Sides) Thank you mark.dente@ge.com 38 / e-Infrastructure for the Future of Diagnostics 4 November 2011