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Page 1 © Hortonworks Inc. 2011 – 2015. All Rights Reserved
The Path to Wellness
through Big Data
Personalized Medicine Initiative (PMI), PHEMI Systems, Hortonworks
© Hortonworks Inc. 2011 – 2015. All Rights Reserved
Speakers
Dr. Robert Fraser
COO
Personalized Medicine
Initiative (PMI)
Roy Wilds
Dir. Product Management,
PHEMI Systems
Dr. Fraser has a strong background and
success rate in the development of
targeted therapeutics. Driven by the
need to better target the therapy to the
individual to improve its safety and
efficacy, he joined Dr. Cullis in 2011 to
establish the PMI for British Colombia.
Roy is responsible for PHEMI Central™
product development, and has been
using big data technologies since 2007
to extract insights from data. Roy was
the data mining team lead for multiple
research teams, and has helped build
protection tools for various data mining
operations.
Physiological	
  Diagnosis	
  
Trial	
  and	
  Error	
  Therapy	
  
Systemic	
  Delivery	
  
Late	
  Stage	
  Care	
  
Ineffective	
  Therapy	
  
Unsustainable	
  Healthcare	
  Costs	
  
Patient	
  Lacks	
  Knowledge	
  And	
  Power	
  
Present	
  Practice	
  
Molecular	
  Diagnosis	
  
Therapy	
  Based	
  on	
  Molecular	
  Diagnosis	
  
Targeted	
  Delivery	
  
Preventive	
  Care	
  
Patient	
  Specific,	
  Effective	
  	
  Treatment	
  
Reduced	
  Waste	
  
Patient	
  Empowerment	
  
Personalized	
  Medicine	
  
Personalized	
  Medicine:	
  	
  A	
  Massive	
  Change	
  In	
  Medical	
  Practice	
  Driven	
  By	
  
New	
  Technologies	
  That	
  Characterize	
  Individuals	
  at	
  the	
  Molecular	
  Level	
  
TECHNOLOGY	
  
4	
  
Vancouver-­‐based	
  not-­‐for-­‐profit	
  organization	
  
Vision:	
   Introduce	
  an	
  individualized	
  approach	
  to	
  preventive	
  
and	
  curative	
  healthcare	
  based	
  on	
  the	
  molecular	
  
makeup	
  of	
  the	
  individual	
  and	
  their	
  disease	
  
§  More	
  effective	
  and	
  safer	
  therapeutics	
  
§  Better	
  matching	
  of	
  treatment	
  to	
  disease	
  
§  More	
  effective	
  preventive	
  medicine;	
  patient	
  
empowerment	
  
§  More	
  efficient	
  healthcare	
  
§  Identification	
  of	
  new	
  drug	
  targets	
  and	
  
therapeutics	
  
Benefits	
  
h"p://personalizedmedicineini2a2ve.ca	
  
Molecular	
  “Omic”	
  
Analyses	
  
5	
  
The	
  PMI	
  is	
  Tightly	
  Coupled	
  With	
  Clinical,	
  Life	
  Science	
  and	
  
Natural	
  Science	
  Research	
  Capabilities	
  in	
  BC	
  
PMI	
  Has	
  Four	
  Major	
  Objectives	
  (Roadmap	
  for	
  Bringing	
  
Personalized	
  Medicine	
  to	
  Canadians)	
  	
  
1.  Make a Whole System Change
§  Engage government and other stakeholders to make the system changes necessary for
implementation of personalized medicine
2.  Engage Stakeholders
§  Establish a coalition of stakeholders to drive implementation of personalized medicine and
realize economic benefits
3.  Take Advantage of Near-Term Opportunities
§  Build on the strengths in personalized medicine already present in BC and Canada
4.  Construct a Patient-Centred Clinical Database for BC and Canada
§  Generate a database containing Omic data clouds for 25,000 Canadians over the next 5
years for enhanced preventive medicine and improved treatments for patients with disease
7	
  
Personalized	
  Medicine:	
  The	
  Time	
  is	
  Now	
  
8
8	
  
PHEMI COPYRIGHT 20159	
  
 
MYCO	
  provides:	
  
Ø  	
  a	
  comprehensive,	
  molecular-­‐level	
  health	
  monitoring	
  program	
  for	
  preventive	
  	
  
medicine	
  to	
  detect	
  early	
  disease	
  and	
  monitor	
  response	
  to	
  therapy.	
  
Ø  	
  a	
  molecular	
  analysis	
  program	
  to	
  stratify	
  disease	
  to	
  better	
  match	
  treatment	
  	
  
to	
  the	
  individual	
  patient	
  
Molecular	
  You	
  Corporation	
  
THE	
  MOLECULAR	
  	
  YOU	
  PROGRAM	
  
•  Whole	
  exome	
  sequencing	
  up	
  front	
  
•  Every	
  four	
  months:	
  
•  Proteomic	
  analysis	
  of	
  blood	
  (>200	
  proteins)	
  
•  Metabolomic	
  analysis	
  of	
  blood	
  (>200	
  metabolites)	
  
•  Microbiomic	
  analysis	
  of	
  colon	
  (>1,000	
  bacteria)	
  
•  Download	
  conKnuous	
  monitoring	
  of	
  vital	
  signs	
  (heart	
  rate	
  etc.)	
  
•  BioinformaKc	
  analysis	
  of	
  data	
  (early	
  signs	
  of	
  disease,	
  response	
  to	
  therapy	
  etc.)	
  
•  ConsultaKon	
  with	
  healthcare	
  professional	
  to	
  interpret	
  data	
  
10	
  
PHEMI COPYRIGHT 2015
	
  	
  
Molecular You: Data Cloud for Precision Health
11	
  
11	
  
Molecular	
  You	
  :	
  Competitive	
  Advantages	
  
q  BC	
  and	
  Canada	
  have	
  single	
  payer	
  system	
  
§  Inherent	
  interest	
  in	
  cost	
  containment	
  
§  Potential	
  for	
  reimbursement	
  if	
  value	
  demonstrated	
  
q  MYCO	
  is	
  tightly	
  integrated	
  into	
  the	
  medical	
  system	
  
§  Family	
  practice	
  
§  Hospital-­‐based	
  specialists	
  
q  Population	
  is	
  multi-­‐ethnic	
  
q  Advanced	
  bioinformatic	
  capabilities	
  
q  Partnered	
  with	
  PHEMI	
  with	
  operational,	
  secure	
  “Big	
  Data”	
  database	
  	
  
q  Infrastructure	
  is	
  in	
  place	
  to	
  gather,	
  analyze	
  and	
  share	
  Omic	
  data	
  
with	
  approved	
  stakeholders	
  
12	
  
Molecular	
  You	
  Program	
  
13	
  
Molecular	
  You	
  for	
  Preventive	
  Health	
  Care	
  
q  Identify	
  biomarkers	
  of	
  health	
  and	
  disease	
  
q  Early	
  indication	
  of	
  disease	
  or	
  disease	
  risk	
  	
  
§  Reveal	
  hereditary	
  conditions/risks	
  
§  Mine	
  molecular	
  you	
  data-­‐cloud	
  to	
  detect	
  early	
  signs	
  
(or	
  trends	
  towards)	
  disease	
  	
  
§  Treat	
  disease	
  at	
  its	
  earliest	
  state	
  
q  Monitor	
  effectiveness	
  of	
  interventions	
  
§  Determine	
  most	
  healthful	
  diet	
  for	
  you	
  
§  Effectiveness	
  of	
  physical	
  activity	
  
§  Effectiveness	
  of	
  drug	
  regimens	
  
14	
  
Molecular	
  You:	
  Preventive	
  Healthcare	
  Direct	
  to	
  Consumer	
  
Routine	
  MY	
  profiling	
  
MY	
  Enabled	
  Healthcare	
  
Conventional	
  	
  
Healthcare	
  
Onset	
  of	
  disease	
  
Second	
  “hit”	
  
Early	
  detection	
  
Disease	
  symptoms	
  
prompt	
  conventional	
  	
  
medical	
  diagnosis	
  
15	
  
Molecular	
  You	
  Applications:	
  Improvement	
  of	
  Treatments	
  
for	
  Ill	
  People	
  
q  Construct	
  molecular	
  you	
  data	
  clouds	
  for	
  cohorts	
  of	
  
people	
  suffering	
  from	
  prevalent	
  diseases	
  
§  Determine	
  biomarkers	
  to	
  identify	
  patients	
  who	
  will	
  
respond	
  to	
  standard	
  therapies	
  
§  Identify	
  patient	
  cohorts	
  requiring	
  new	
  therapeutic	
  
interventions	
  
§  Identify	
  alternative	
  treatments	
  for	
  people	
  who	
  will	
  
not	
  respond	
  to	
  standard	
  therapy	
  
§  Eliminate	
  trial	
  and	
  error,	
  one	
  size	
  fits	
  all	
  approach	
  
§  Improve	
  outcomes,	
  reduce	
  costs	
  
§  Data	
  will	
  support	
  reimbursement	
  strategy	
  
16	
  
Diabetes	
  Type	
  2,3	
  and	
  4;	
  Are	
  there	
  more?	
  
q  Analysis	
  Type	
  2	
  Diabetics	
  
in	
  30K	
  Patient	
  Database	
  
q  Clustered	
  into	
  risk	
  of	
  
different	
  comorbidities	
  (no	
  
genetics)	
  
q  Re-­‐analysis	
  with	
  genetics	
  
indicated	
  a	
  correlation	
  of	
  
disease	
  clusters	
  with	
  
patient	
  genetic	
  profile	
  	
  
J.DUDLEY;	
  PM	
  SUMMIT,	
  2015	
  
17	
  
q  Select	
  patients	
  /	
  disease	
  cohort	
  
§  Mental	
  Health	
  (Alzheimer's,	
  Parkinson's,	
  
depression,	
  anxiety	
  etc)	
  
§  	
  Heart	
  (Atrial	
  Fibrillation,	
  heart	
  failure)	
  
§  Cancer	
  
§  Pulmonary	
  (Asthma,	
  COPD)	
  
§  Hypertension/	
  Cardiovascular	
  	
  
§  Osteoarthritis	
  
§  Diabetes	
  
§  Kidney	
  Disease	
  
Molecular	
  You	
  Applications:	
  Improvement	
  of	
  Treatments	
  
for	
  Ill	
  People	
  
18	
  
Molecular	
  You:	
  A	
  Revolution	
  in	
  Health	
  Precision	
  	
  
q  Empowering	
  the	
  individual	
  to	
  take	
  care	
  of	
  their	
  health	
  
Ø  Direct	
  to	
  consumer	
  marketing	
  to	
  enable	
  the	
  individual	
  to	
  practice	
  
preventive	
  healthcare	
  
q  Empowering	
  the	
  medical	
  system	
  to	
  identify	
  the	
  most	
  effective	
  
treatments	
  for	
  the	
  individual	
  
Ø  Stratifying	
  disease	
  into	
  molecularly	
  different	
  subsets,	
  matching	
  
therapy	
  to	
  these	
  subsets	
  of	
  disease	
  
Ø  Improve	
  outcomes,	
  reduce	
  costs	
  
q  Establishing	
  a	
  data	
  base	
  that	
  can	
  be	
  productively	
  mined	
  for	
  
biomarkers	
  associated	
  with	
  disease	
  and	
  new	
  targets	
  for	
  therapeutics	
  
19	
  
The Path to Wellness Through Big Data
Personalized Medicine Initiative Relies on PHEMI Central to Share Data Securely
Big Data. Shared. Simply. Securely.
Roy Wilds, Director of Product Management
PHEMI Systems
rwilds@phemi.com
PHEMI COPYRIGHT 2015
The Data Dilemma
Share and Protect?
Data available
analysis, insights,
and new services
Analytics
Applications
21
Copyright PHEMI Systems22
How do I share data
for secondary use
without compromising privacy,
security, and governance?
PHEMI COPYRIGHT 2015
PHEMI Central Big Data Warehouse
1 rack
35 Nodes
280 cores
175 TB
7 Nodes
48 cores
30 TB
6 racks
210 Nodes
1680 cores
1 PB
Data Management software runs
on commercial servers on
customer premise or in AWS cloud
23
PHEMI COPYRIGHT 2015
The Zero Trust Data Approach:
Don’t Trust Anyone
24
PHEMI COPYRIGHT 2015
Zero Trust Networks
25
Access to subnet
Based on:
•  Information in IP packet
header
Zero Trust Data
Access to data
Based on:
•  People and device attributes
•  Data characteristics
NO
TRUST
NO
TRUST
PHEMI COPYRIGHT 2015
Why Zero Trust Data is Important
for Healthcare
26
PHEMI COPYRIGHT 201527
Omics
Data
Registries
and
Databases
Lab Results
& Pathology
Reports
Enterprise
Data
Warehouse
Clinical
Information
Systems
LibrariesCollaborators
DATASET
PHEMI Central
Big Data Warehouse
Clinician
Full Patient Health Record
Researcher
Report on cholesterol by age and gender, in-
cluding masked patient data and calculated values
Statistician
Histogram summary of patient
cholesterol rates across the US, no PHI
Patient Name: Stan
PHN: 13542
Address: 123 Any Street, Town, NY
Zip Code: 10029
DOB: 15-05-62
Weight: 187
LDL: 2.7
HDL: 1.1
Triglycerides: 2.0
Total Cholesterol: 4.2
:
NY
OK
CA
FL
0 1.5 3 4.5 6
Patient
Lab test results
optimized for patient.
Patient Name: Stan PHN: 13542
Test Date: 2015-10-09
Lab: Metrolab
Your cholesterol level: 2.8 mmol/L
Target cholesterol level: 1.7 mmol/L
✔ You are 8% closer to your goal!
n Your heart health rating is 6.5
PHEMI COPYRIGHT 2015
How We Implement Zero Trust Data in
PHEMI Central
28
PHEMI COPYRIGHT 201529
PHEMI Central Key Innovations
Cataloging
Inventory of Digital Assets
Keyword, Graph, Geospatial
Continuously add
structure to data
Cleanse, Structure, Ontology
Data Processing Functions
Privacy, Security,
and Governance
Zero Trust Data
PHEMI COPYRIGHT 2015
Metadata Billions of Assets
30
PHEMI COPYRIGHT 2015
User Attributes
Access Control Based on User Attributes
31
Dr. Alan P.
Cardiologist
Providence Health Care
Associate Professor
Division of Cardiology
UBC
Telemedicine Team
Vancouver, BC
IP Address
Physical Location
Time of Day
Date
Application
Browser
Read/Write Privileges
Device
Dr. Alan P.
PHEMI COPYRIGHT 2015
Protect
Zero Trust to Read Data
32
RULES
Data Released
such as
• Compliance
• Consent
• Freedom of Information
Dr. Alan P.
Cardiologist
Providence Health Care
Associate Professor
Division of Cardiology
UBC
Telemedicine Team
Vancouver, BC
IP Address
Physical Location
Time of Day
Date
Application
Browser
Read/Write Privileges
Device
Dr. Alan P.
USER RAW DATA METADATA
Timestamp
Source
Retention policy
Classification
Data type
Version control
Data agreements
Backup information
Location
Etc.
PHEMI Central’s Policy Enforcement
Engine reduces the risk of data
breach by enforcing rules universally
and consistently for each user and
data element.
PHEMI COPYRIGHT 2015
Benefits of Zero Trust Data
Allow access based on
extensible metadata and
user attributes
Defend information
assets at the data layer
Dynamically virtualize
data and manage
consent,
data sharing
Automatically maintain
privacy and
confidentiality
Scale economically and
accelerate big data
returns
Simplify and reduce time
and cost for new data,
new applications,
new users
33
•  Early warning system
•  Prevent, delay, mitigate
•  Quarterly molecular
screening
•  Grow to 25,000 patients
•  15+ varied data sources
•  Longitudinal study
•  Rich research
Molecular You:
Using Big Data for Wellness
PHEMI COPYRIGHT 2015
Thank You
Roy Wilds, PhD
Director of Product Management, PHEMI Systems
rwilds@phemi.com
35
Page 36 © Hortonworks Inc. 2011 – 2015. All Rights Reserved
Questions?
Personalized Medicine Initiative / Molecular You
http://personalizedmedicineinitiative.ca
Zero Trust Data: Solving the Data Dilemma
http://phemi.com/learn/resources/whitepapers/zero-trust-data/
Hortonworks and PHEMI Partnership
http://hortonworks.com/partner/phemi
Health Care and Big Data
http://hortonworks.com/industry/healthcare/
Page 36 © Hortonworks Inc. 2011 – 2015. All Rights Reserved
PHEMI COPYRIGHT 2015
PHEMI Big Data Warehouse in the Modern Data Architecture
Integrated data management system based on Hortonworks Data Platform
37
PRECISION MEDICINE
CUSTOMER SERVICE
FRAUD ANALYSIS
Other Applications
DEV & DATA TOOLS
OPERATIONAL TOOLS
INFRASTRUCTURE	
  
APPLICATIONS
ANALYTICS
DATASYSTEM
PHEMI Central Big Data Warehouse
SOURCES
EXISTING
Systems
Clickstream Web &Social Geolocation Sensor &
Machine
Server Logs Unstructured
PHEMI COPYRIGHT 2015
PHEMI Architecture Components
Privacy, Security, and Governance “out of the box”
•  Distributed, scalable base
•  PHEMI Central
• Coordinates and manages all
processes
• Abstracts and simplifies distributed
concepts
• Audits and manages data and
interactions
38
HDP
Ambari
Spark Map-Reduce
Kafka
PHEMI Central
Accumulo
YARN
Page 39 © Hortonworks Inc. 2011 – 2015. All Rights Reserved
Thank You
Page 39 © Hortonworks Inc. 2011 – 2015. All Rights Reserved

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The Path to Wellness through Big Data

  • 1. Page 1 © Hortonworks Inc. 2011 – 2015. All Rights Reserved The Path to Wellness through Big Data Personalized Medicine Initiative (PMI), PHEMI Systems, Hortonworks © Hortonworks Inc. 2011 – 2015. All Rights Reserved
  • 2. Speakers Dr. Robert Fraser COO Personalized Medicine Initiative (PMI) Roy Wilds Dir. Product Management, PHEMI Systems Dr. Fraser has a strong background and success rate in the development of targeted therapeutics. Driven by the need to better target the therapy to the individual to improve its safety and efficacy, he joined Dr. Cullis in 2011 to establish the PMI for British Colombia. Roy is responsible for PHEMI Central™ product development, and has been using big data technologies since 2007 to extract insights from data. Roy was the data mining team lead for multiple research teams, and has helped build protection tools for various data mining operations.
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  • 4. Physiological  Diagnosis   Trial  and  Error  Therapy   Systemic  Delivery   Late  Stage  Care   Ineffective  Therapy   Unsustainable  Healthcare  Costs   Patient  Lacks  Knowledge  And  Power   Present  Practice   Molecular  Diagnosis   Therapy  Based  on  Molecular  Diagnosis   Targeted  Delivery   Preventive  Care   Patient  Specific,  Effective    Treatment   Reduced  Waste   Patient  Empowerment   Personalized  Medicine   Personalized  Medicine:    A  Massive  Change  In  Medical  Practice  Driven  By   New  Technologies  That  Characterize  Individuals  at  the  Molecular  Level   TECHNOLOGY   4  
  • 5. Vancouver-­‐based  not-­‐for-­‐profit  organization   Vision:   Introduce  an  individualized  approach  to  preventive   and  curative  healthcare  based  on  the  molecular   makeup  of  the  individual  and  their  disease   §  More  effective  and  safer  therapeutics   §  Better  matching  of  treatment  to  disease   §  More  effective  preventive  medicine;  patient   empowerment   §  More  efficient  healthcare   §  Identification  of  new  drug  targets  and   therapeutics   Benefits   h"p://personalizedmedicineini2a2ve.ca   Molecular  “Omic”   Analyses   5  
  • 6. The  PMI  is  Tightly  Coupled  With  Clinical,  Life  Science  and   Natural  Science  Research  Capabilities  in  BC  
  • 7. PMI  Has  Four  Major  Objectives  (Roadmap  for  Bringing   Personalized  Medicine  to  Canadians)     1.  Make a Whole System Change §  Engage government and other stakeholders to make the system changes necessary for implementation of personalized medicine 2.  Engage Stakeholders §  Establish a coalition of stakeholders to drive implementation of personalized medicine and realize economic benefits 3.  Take Advantage of Near-Term Opportunities §  Build on the strengths in personalized medicine already present in BC and Canada 4.  Construct a Patient-Centred Clinical Database for BC and Canada §  Generate a database containing Omic data clouds for 25,000 Canadians over the next 5 years for enhanced preventive medicine and improved treatments for patients with disease 7  
  • 8. Personalized  Medicine:  The  Time  is  Now   8 8  
  • 10.   MYCO  provides:   Ø   a  comprehensive,  molecular-­‐level  health  monitoring  program  for  preventive     medicine  to  detect  early  disease  and  monitor  response  to  therapy.   Ø   a  molecular  analysis  program  to  stratify  disease  to  better  match  treatment     to  the  individual  patient   Molecular  You  Corporation   THE  MOLECULAR    YOU  PROGRAM   •  Whole  exome  sequencing  up  front   •  Every  four  months:   •  Proteomic  analysis  of  blood  (>200  proteins)   •  Metabolomic  analysis  of  blood  (>200  metabolites)   •  Microbiomic  analysis  of  colon  (>1,000  bacteria)   •  Download  conKnuous  monitoring  of  vital  signs  (heart  rate  etc.)   •  BioinformaKc  analysis  of  data  (early  signs  of  disease,  response  to  therapy  etc.)   •  ConsultaKon  with  healthcare  professional  to  interpret  data   10  
  • 11. PHEMI COPYRIGHT 2015     Molecular You: Data Cloud for Precision Health 11   11  
  • 12. Molecular  You  :  Competitive  Advantages   q  BC  and  Canada  have  single  payer  system   §  Inherent  interest  in  cost  containment   §  Potential  for  reimbursement  if  value  demonstrated   q  MYCO  is  tightly  integrated  into  the  medical  system   §  Family  practice   §  Hospital-­‐based  specialists   q  Population  is  multi-­‐ethnic   q  Advanced  bioinformatic  capabilities   q  Partnered  with  PHEMI  with  operational,  secure  “Big  Data”  database     q  Infrastructure  is  in  place  to  gather,  analyze  and  share  Omic  data   with  approved  stakeholders   12  
  • 14. Molecular  You  for  Preventive  Health  Care   q  Identify  biomarkers  of  health  and  disease   q  Early  indication  of  disease  or  disease  risk     §  Reveal  hereditary  conditions/risks   §  Mine  molecular  you  data-­‐cloud  to  detect  early  signs   (or  trends  towards)  disease     §  Treat  disease  at  its  earliest  state   q  Monitor  effectiveness  of  interventions   §  Determine  most  healthful  diet  for  you   §  Effectiveness  of  physical  activity   §  Effectiveness  of  drug  regimens   14  
  • 15. Molecular  You:  Preventive  Healthcare  Direct  to  Consumer   Routine  MY  profiling   MY  Enabled  Healthcare   Conventional     Healthcare   Onset  of  disease   Second  “hit”   Early  detection   Disease  symptoms   prompt  conventional     medical  diagnosis   15  
  • 16. Molecular  You  Applications:  Improvement  of  Treatments   for  Ill  People   q  Construct  molecular  you  data  clouds  for  cohorts  of   people  suffering  from  prevalent  diseases   §  Determine  biomarkers  to  identify  patients  who  will   respond  to  standard  therapies   §  Identify  patient  cohorts  requiring  new  therapeutic   interventions   §  Identify  alternative  treatments  for  people  who  will   not  respond  to  standard  therapy   §  Eliminate  trial  and  error,  one  size  fits  all  approach   §  Improve  outcomes,  reduce  costs   §  Data  will  support  reimbursement  strategy   16  
  • 17. Diabetes  Type  2,3  and  4;  Are  there  more?   q  Analysis  Type  2  Diabetics   in  30K  Patient  Database   q  Clustered  into  risk  of   different  comorbidities  (no   genetics)   q  Re-­‐analysis  with  genetics   indicated  a  correlation  of   disease  clusters  with   patient  genetic  profile     J.DUDLEY;  PM  SUMMIT,  2015   17  
  • 18. q  Select  patients  /  disease  cohort   §  Mental  Health  (Alzheimer's,  Parkinson's,   depression,  anxiety  etc)   §   Heart  (Atrial  Fibrillation,  heart  failure)   §  Cancer   §  Pulmonary  (Asthma,  COPD)   §  Hypertension/  Cardiovascular     §  Osteoarthritis   §  Diabetes   §  Kidney  Disease   Molecular  You  Applications:  Improvement  of  Treatments   for  Ill  People   18  
  • 19. Molecular  You:  A  Revolution  in  Health  Precision     q  Empowering  the  individual  to  take  care  of  their  health   Ø  Direct  to  consumer  marketing  to  enable  the  individual  to  practice   preventive  healthcare   q  Empowering  the  medical  system  to  identify  the  most  effective   treatments  for  the  individual   Ø  Stratifying  disease  into  molecularly  different  subsets,  matching   therapy  to  these  subsets  of  disease   Ø  Improve  outcomes,  reduce  costs   q  Establishing  a  data  base  that  can  be  productively  mined  for   biomarkers  associated  with  disease  and  new  targets  for  therapeutics   19  
  • 20. The Path to Wellness Through Big Data Personalized Medicine Initiative Relies on PHEMI Central to Share Data Securely Big Data. Shared. Simply. Securely. Roy Wilds, Director of Product Management PHEMI Systems rwilds@phemi.com
  • 21. PHEMI COPYRIGHT 2015 The Data Dilemma Share and Protect? Data available analysis, insights, and new services Analytics Applications 21
  • 22. Copyright PHEMI Systems22 How do I share data for secondary use without compromising privacy, security, and governance?
  • 23. PHEMI COPYRIGHT 2015 PHEMI Central Big Data Warehouse 1 rack 35 Nodes 280 cores 175 TB 7 Nodes 48 cores 30 TB 6 racks 210 Nodes 1680 cores 1 PB Data Management software runs on commercial servers on customer premise or in AWS cloud 23
  • 24. PHEMI COPYRIGHT 2015 The Zero Trust Data Approach: Don’t Trust Anyone 24
  • 25. PHEMI COPYRIGHT 2015 Zero Trust Networks 25 Access to subnet Based on: •  Information in IP packet header Zero Trust Data Access to data Based on: •  People and device attributes •  Data characteristics NO TRUST NO TRUST
  • 26. PHEMI COPYRIGHT 2015 Why Zero Trust Data is Important for Healthcare 26
  • 27. PHEMI COPYRIGHT 201527 Omics Data Registries and Databases Lab Results & Pathology Reports Enterprise Data Warehouse Clinical Information Systems LibrariesCollaborators DATASET PHEMI Central Big Data Warehouse Clinician Full Patient Health Record Researcher Report on cholesterol by age and gender, in- cluding masked patient data and calculated values Statistician Histogram summary of patient cholesterol rates across the US, no PHI Patient Name: Stan PHN: 13542 Address: 123 Any Street, Town, NY Zip Code: 10029 DOB: 15-05-62 Weight: 187 LDL: 2.7 HDL: 1.1 Triglycerides: 2.0 Total Cholesterol: 4.2 : NY OK CA FL 0 1.5 3 4.5 6 Patient Lab test results optimized for patient. Patient Name: Stan PHN: 13542 Test Date: 2015-10-09 Lab: Metrolab Your cholesterol level: 2.8 mmol/L Target cholesterol level: 1.7 mmol/L ✔ You are 8% closer to your goal! n Your heart health rating is 6.5
  • 28. PHEMI COPYRIGHT 2015 How We Implement Zero Trust Data in PHEMI Central 28
  • 29. PHEMI COPYRIGHT 201529 PHEMI Central Key Innovations Cataloging Inventory of Digital Assets Keyword, Graph, Geospatial Continuously add structure to data Cleanse, Structure, Ontology Data Processing Functions Privacy, Security, and Governance Zero Trust Data
  • 30. PHEMI COPYRIGHT 2015 Metadata Billions of Assets 30
  • 31. PHEMI COPYRIGHT 2015 User Attributes Access Control Based on User Attributes 31 Dr. Alan P. Cardiologist Providence Health Care Associate Professor Division of Cardiology UBC Telemedicine Team Vancouver, BC IP Address Physical Location Time of Day Date Application Browser Read/Write Privileges Device Dr. Alan P.
  • 32. PHEMI COPYRIGHT 2015 Protect Zero Trust to Read Data 32 RULES Data Released such as • Compliance • Consent • Freedom of Information Dr. Alan P. Cardiologist Providence Health Care Associate Professor Division of Cardiology UBC Telemedicine Team Vancouver, BC IP Address Physical Location Time of Day Date Application Browser Read/Write Privileges Device Dr. Alan P. USER RAW DATA METADATA Timestamp Source Retention policy Classification Data type Version control Data agreements Backup information Location Etc. PHEMI Central’s Policy Enforcement Engine reduces the risk of data breach by enforcing rules universally and consistently for each user and data element.
  • 33. PHEMI COPYRIGHT 2015 Benefits of Zero Trust Data Allow access based on extensible metadata and user attributes Defend information assets at the data layer Dynamically virtualize data and manage consent, data sharing Automatically maintain privacy and confidentiality Scale economically and accelerate big data returns Simplify and reduce time and cost for new data, new applications, new users 33
  • 34. •  Early warning system •  Prevent, delay, mitigate •  Quarterly molecular screening •  Grow to 25,000 patients •  15+ varied data sources •  Longitudinal study •  Rich research Molecular You: Using Big Data for Wellness
  • 35. PHEMI COPYRIGHT 2015 Thank You Roy Wilds, PhD Director of Product Management, PHEMI Systems rwilds@phemi.com 35
  • 36. Page 36 © Hortonworks Inc. 2011 – 2015. All Rights Reserved Questions? Personalized Medicine Initiative / Molecular You http://personalizedmedicineinitiative.ca Zero Trust Data: Solving the Data Dilemma http://phemi.com/learn/resources/whitepapers/zero-trust-data/ Hortonworks and PHEMI Partnership http://hortonworks.com/partner/phemi Health Care and Big Data http://hortonworks.com/industry/healthcare/ Page 36 © Hortonworks Inc. 2011 – 2015. All Rights Reserved
  • 37. PHEMI COPYRIGHT 2015 PHEMI Big Data Warehouse in the Modern Data Architecture Integrated data management system based on Hortonworks Data Platform 37 PRECISION MEDICINE CUSTOMER SERVICE FRAUD ANALYSIS Other Applications DEV & DATA TOOLS OPERATIONAL TOOLS INFRASTRUCTURE   APPLICATIONS ANALYTICS DATASYSTEM PHEMI Central Big Data Warehouse SOURCES EXISTING Systems Clickstream Web &Social Geolocation Sensor & Machine Server Logs Unstructured
  • 38. PHEMI COPYRIGHT 2015 PHEMI Architecture Components Privacy, Security, and Governance “out of the box” •  Distributed, scalable base •  PHEMI Central • Coordinates and manages all processes • Abstracts and simplifies distributed concepts • Audits and manages data and interactions 38 HDP Ambari Spark Map-Reduce Kafka PHEMI Central Accumulo YARN
  • 39. Page 39 © Hortonworks Inc. 2011 – 2015. All Rights Reserved Thank You Page 39 © Hortonworks Inc. 2011 – 2015. All Rights Reserved