SlideShare a Scribd company logo
1 of 22
Data Agility in Precision Medicine
Niall O’Connor
CTO
© 2016 Genospace, LLC2
DNA
RNA
Protein
SNV/Indel
Copy Number
Expression
Translocation
Regulation
Small Panel
Big Panel
Exome
Genome
Germline
Tumor
Cell-free
Exosome
Specific tissue /
cell type
Single cell
x x x
More
Tests
© 2016 Genospace, LLC3
Oncology
Rare Disease
Carrier Screening
Pharmacogenomics
Newborn screening
Cardiology
IVF
Neuro/Psychiatric
More PeopleMore
Tests
© 2016 Genospace, LLC4
More TimepointsMore People
Diagnosis Relapse / Refractory Diagnosis Monitoring Screening Disease Free
More
Tests
© 2016 Genospace, LLC5
More UsersMore Timepoints
Bioinformaticians Researchers Pathologists Medical
Directors
Point-of-Care MDs Nurses Clinical Trial
Coordinators
Patients
More PeopleMore
Tests
© 2016 Genospace, LLC6
What “Big Data” in precision medicine looks like
90T
Data points
15M
Encounters
7 © 2016 Genospace, LLC
To accomplish this we need data agility
Challenges:
• Expensive and slow
• Not Portable
• Not Interoperable
• Doesn’t scale for genomics (at
least not easily)
• Not designed for the domain
Old Way
Clinical Users
Non-domain
System
Operators
IBM
Oracle
8 © 2016 Genospace, LLC
Clinical Users
Non-domain
System
Operators
Old Way
Lacks
Data AgilityIBM
Oracle
© 2016 Genospace, LLC9
The Messy Data Problem of Precision Medicine - A Disease Example
How many patients were treated for
breast cancer, in the past year?
© 2016 Genospace, LLC10
The Messy Data Problem of Precision Medicine - A Disease Example
How many patients were treated for
breast cancer, in the past year?
MeSH - D001943
Biomedical
Researcher
© 2016 Genospace, LLC11
How many patients were treated for
breast cancer, in the past year?
Biomedical
Researcher
© 2016 Genospace, LLC12
How many patients were treated for Malignant tumor of
breast (disorder), in the past year?
SNOWMED - 254837009
Biomedical
Researcher
© 2016 Genospace, LLC13
How many patients were treated for
breast cancer, in the past year?
Biomedical
Researcher
© 2016 Genospace, LLC14
How many patients were treated for
BREAST CANCER, in the past year?
OMIM - 114480
OMIM - 605365
OMIM - 600048
Biomedical
Researcher
© 2016 Genospace, LLC15
How many patients were treated for
Malignant neoplasm of breast, in the
past year?
ICD-10 - C50
ICD-9 - 147
ICD-9 - 149
Biomedical
Researcher
© 2016 Genospace, LLC16
How many patients were treated for
Malignant neoplasm of breast, in the
past year?
ICD-10 - C50
ICD-9 - 147
ICD-9 - 149
Biomedical
Researcher
© 2016 Genospace, LLC17
A web of knowledge connects healthcare users
Biomedical
Researcher
© 2016 Genospace, LLC18
A web of knowledge connects healthcare participants
Biomedical
Researcher
© 2016 Genospace, LLC19
Genospace
Model
© 2016 Genospace, LLC20
Gene
Targeted
Drugs
Clinical
Trials
Prognosis
and Risk
© 2016 Genospace, LLC21
Datastore agnostic encrypted object
Clinical
Fact
Clinical
Context
Informed
Decisions
Data Agility
© 2016 Genospace, LLC22
Datastore agnostic encrypted object
Clinical
Fact
Clinical
Context
Better
Outcomes
Data Agility

More Related Content

What's hot

The Uneven Future of Evidence-Based Medicine
The Uneven Future of Evidence-Based MedicineThe Uneven Future of Evidence-Based Medicine
The Uneven Future of Evidence-Based MedicineIda Sim
 
Atul Butte's presentation for the FDA 5th Annual Scientific Computing Days
Atul Butte's presentation for the FDA 5th Annual Scientific Computing DaysAtul Butte's presentation for the FDA 5th Annual Scientific Computing Days
Atul Butte's presentation for the FDA 5th Annual Scientific Computing DaysUniversity of California, San Francisco
 
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...Russ Cucina
 
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...University of California, San Francisco
 
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...University of California, San Francisco
 
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...University of California, San Francisco
 
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit 2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit University of California, San Francisco
 
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Oksana Gologorskaya
 
Bryan Soper - resume
Bryan Soper - resumeBryan Soper - resume
Bryan Soper - resumeBryan Soper
 
Presentation on Research Reproducibility at Friends of the National Library o...
Presentation on Research Reproducibility at Friends of the National Library o...Presentation on Research Reproducibility at Friends of the National Library o...
Presentation on Research Reproducibility at Friends of the National Library o...University of California, San Francisco
 
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...Covance
 
CURE OM Patient Registry Update - Jacqueline Kraska
CURE OM Patient Registry Update - Jacqueline KraskaCURE OM Patient Registry Update - Jacqueline Kraska
CURE OM Patient Registry Update - Jacqueline KraskaMelanoma Research Foundation
 
Best Practices for a Data-driven Approach to Test Utilization
Best Practices for a Data-driven Approach to Test UtilizationBest Practices for a Data-driven Approach to Test Utilization
Best Practices for a Data-driven Approach to Test UtilizationViewics
 

What's hot (20)

Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference Robin Hayeems: Rare Disease Day 2016 Conference
Robin Hayeems: Rare Disease Day 2016 Conference
 
The Uneven Future of Evidence-Based Medicine
The Uneven Future of Evidence-Based MedicineThe Uneven Future of Evidence-Based Medicine
The Uneven Future of Evidence-Based Medicine
 
Atul Butte's presentation for the FDA 5th Annual Scientific Computing Days
Atul Butte's presentation for the FDA 5th Annual Scientific Computing DaysAtul Butte's presentation for the FDA 5th Annual Scientific Computing Days
Atul Butte's presentation for the FDA 5th Annual Scientific Computing Days
 
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...
Beyond BPAs - Dynamic Clinical Decision Support with an awareness of human fa...
 
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
Atul Butte's presentation at #AMIA2021 for the Knowledge Discovery and Data M...
 
Atul Butte's presentation at the 2015 AMIA Fall Symposium
Atul Butte's presentation at the 2015 AMIA Fall SymposiumAtul Butte's presentation at the 2015 AMIA Fall Symposium
Atul Butte's presentation at the 2015 AMIA Fall Symposium
 
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...
Presentation by Atul Butte at the NSTC Interagency Working Group on Biologica...
 
Precision Medicine World Conference 2017
Precision Medicine World Conference 2017Precision Medicine World Conference 2017
Precision Medicine World Conference 2017
 
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...
2015-04-28 Atul Butte's presentation to the NIH Precision Medicine Initiative...
 
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit 2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
2020-03-08 Atul Butte's keynote for the AMIA Virtual Informatics Summit
 
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
Epic EMR to OMOP CDM to Clinical Research Data Mart: an Unmaintained Road or ...
 
Telemedicine at ucsf
Telemedicine at ucsfTelemedicine at ucsf
Telemedicine at ucsf
 
Bryan Soper - resume
Bryan Soper - resumeBryan Soper - resume
Bryan Soper - resume
 
Atul Butte's presentation at ASHG 2014
Atul Butte's presentation at ASHG 2014Atul Butte's presentation at ASHG 2014
Atul Butte's presentation at ASHG 2014
 
Presentation given at UCSF Precision Medicine meeting 4/11/2015
Presentation given at UCSF Precision Medicine meeting 4/11/2015 Presentation given at UCSF Precision Medicine meeting 4/11/2015
Presentation given at UCSF Precision Medicine meeting 4/11/2015
 
Atul Butte presentation at the Morris Collen 100 birthday celebration
Atul Butte presentation at the Morris Collen 100 birthday celebrationAtul Butte presentation at the Morris Collen 100 birthday celebration
Atul Butte presentation at the Morris Collen 100 birthday celebration
 
Presentation on Research Reproducibility at Friends of the National Library o...
Presentation on Research Reproducibility at Friends of the National Library o...Presentation on Research Reproducibility at Friends of the National Library o...
Presentation on Research Reproducibility at Friends of the National Library o...
 
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...
Incorporating the Patient Voice to Improve Ulcerative Colitis Recruitment Cas...
 
CURE OM Patient Registry Update - Jacqueline Kraska
CURE OM Patient Registry Update - Jacqueline KraskaCURE OM Patient Registry Update - Jacqueline Kraska
CURE OM Patient Registry Update - Jacqueline Kraska
 
Best Practices for a Data-driven Approach to Test Utilization
Best Practices for a Data-driven Approach to Test UtilizationBest Practices for a Data-driven Approach to Test Utilization
Best Practices for a Data-driven Approach to Test Utilization
 

Viewers also liked

HxRefactored - Walgreens - John Yesko
HxRefactored - Walgreens - John Yesko HxRefactored - Walgreens - John Yesko
HxRefactored - Walgreens - John Yesko HxRefactored
 
HxRefactored - Mad*Pow - Amy Cueva
HxRefactored - Mad*Pow - Amy CuevaHxRefactored - Mad*Pow - Amy Cueva
HxRefactored - Mad*Pow - Amy CuevaHxRefactored
 
Presentazione del progetto ODINet
Presentazione del progetto ODINetPresentazione del progetto ODINet
Presentazione del progetto ODINetAlessandro Greco
 
HXR 2016: Addressing the Opioid Crisis
HXR 2016: Addressing the Opioid CrisisHXR 2016: Addressing the Opioid Crisis
HXR 2016: Addressing the Opioid CrisisHxRefactored
 
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...HxRefactored
 
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHxRefactored
 
Good Health: The Impact of Space Science on Precision Medicine
Good Health: The Impact of Space Science on Precision MedicineGood Health: The Impact of Space Science on Precision Medicine
Good Health: The Impact of Space Science on Precision Medicinemtnadmin
 
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...Laureen Jandroep
 
MiraMed - Risk Adjustment HCC Coding Primer 2016
MiraMed - Risk Adjustment HCC Coding Primer 2016MiraMed - Risk Adjustment HCC Coding Primer 2016
MiraMed - Risk Adjustment HCC Coding Primer 2016Phil C. Solomon
 

Viewers also liked (9)

HxRefactored - Walgreens - John Yesko
HxRefactored - Walgreens - John Yesko HxRefactored - Walgreens - John Yesko
HxRefactored - Walgreens - John Yesko
 
HxRefactored - Mad*Pow - Amy Cueva
HxRefactored - Mad*Pow - Amy CuevaHxRefactored - Mad*Pow - Amy Cueva
HxRefactored - Mad*Pow - Amy Cueva
 
Presentazione del progetto ODINet
Presentazione del progetto ODINetPresentazione del progetto ODINet
Presentazione del progetto ODINet
 
HXR 2016: Addressing the Opioid Crisis
HXR 2016: Addressing the Opioid CrisisHXR 2016: Addressing the Opioid Crisis
HXR 2016: Addressing the Opioid Crisis
 
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...
HXR 2016: Designing for Addiction and Recovery -Mary Beth Schoening, Behavior...
 
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj KatwalaHXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
HXR 2016: Data Insights: Mining, Modeling, and Visualizations- Niraj Katwala
 
Good Health: The Impact of Space Science on Precision Medicine
Good Health: The Impact of Space Science on Precision MedicineGood Health: The Impact of Space Science on Precision Medicine
Good Health: The Impact of Space Science on Precision Medicine
 
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...
The Top 9 Questions Every Medical Coder Asks about Risk Adjustment and the CR...
 
MiraMed - Risk Adjustment HCC Coding Primer 2016
MiraMed - Risk Adjustment HCC Coding Primer 2016MiraMed - Risk Adjustment HCC Coding Primer 2016
MiraMed - Risk Adjustment HCC Coding Primer 2016
 

Similar to HXR 2016: Tracking the Body: Devices, Consumer Genomics, and Sensors- Niall O'Connor

COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCER
COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCERCOMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCER
COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCERGil Lederman
 
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...Ovarian Cancer Research Fund Alliance
 
br ca product monogram 042015
br ca product monogram 042015br ca product monogram 042015
br ca product monogram 042015Dr Dinesh Gupta
 
NVTA Overview for Investors April 2016
NVTA Overview for Investors April 2016NVTA Overview for Investors April 2016
NVTA Overview for Investors April 2016invitaeir
 
20160126 smb m dx health jan groen
20160126 smb m dx health jan groen20160126 smb m dx health jan groen
20160126 smb m dx health jan groenSMBBV
 
Cancer slideshare
Cancer   slideshareCancer   slideshare
Cancer slideshareRuth Smith
 
Prenatal Genetic Screening with VarSeq
Prenatal Genetic Screening with VarSeqPrenatal Genetic Screening with VarSeq
Prenatal Genetic Screening with VarSeqGolden Helix
 
My Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichMy Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichCityAge
 
Clinical Decision Making with Machine Learning
Clinical Decision Making with Machine LearningClinical Decision Making with Machine Learning
Clinical Decision Making with Machine LearningSri Ambati
 
Dr Charusheila Ramkumar, OncoStem Diagnostics Ltd
Dr Charusheila Ramkumar, OncoStem Diagnostics LtdDr Charusheila Ramkumar, OncoStem Diagnostics Ltd
Dr Charusheila Ramkumar, OncoStem Diagnostics LtdeHEALTH Magazine
 
HPV SCREENING & CO TESTING
HPV SCREENING & CO TESTINGHPV SCREENING & CO TESTING
HPV SCREENING & CO TESTINGNiranjan Chavan
 
Introduction to prostate cancer
Introduction to prostate cancerIntroduction to prostate cancer
Introduction to prostate cancerGil Lederman
 
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSS
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSSWhy genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSS
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSSVSee
 

Similar to HXR 2016: Tracking the Body: Devices, Consumer Genomics, and Sensors- Niall O'Connor (20)

COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCER
COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCERCOMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCER
COMPARISON OF TREATMENT FOR HIGH RISK PROSTATE CANCER
 
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...
Mello Abrams Lecture: Research in Ovarian Cancer, Where Are We Now?, Michael ...
 
br ca product monogram 042015
br ca product monogram 042015br ca product monogram 042015
br ca product monogram 042015
 
NVTA Overview for Investors April 2016
NVTA Overview for Investors April 2016NVTA Overview for Investors April 2016
NVTA Overview for Investors April 2016
 
5.15.11.renal masses
5.15.11.renal masses5.15.11.renal masses
5.15.11.renal masses
 
5.15.11.renal masses
5.15.11.renal masses5.15.11.renal masses
5.15.11.renal masses
 
5.15.11.renal masses
5.15.11.renal masses5.15.11.renal masses
5.15.11.renal masses
 
5.15.11.renal masses
5.15.11.renal masses5.15.11.renal masses
5.15.11.renal masses
 
5.15.11.renal masses
5.15.11.renal masses5.15.11.renal masses
5.15.11.renal masses
 
20160126 smb m dx health jan groen
20160126 smb m dx health jan groen20160126 smb m dx health jan groen
20160126 smb m dx health jan groen
 
Cancer slideshare
Cancer   slideshareCancer   slideshare
Cancer slideshare
 
Prenatal Genetic Screening with VarSeq
Prenatal Genetic Screening with VarSeqPrenatal Genetic Screening with VarSeq
Prenatal Genetic Screening with VarSeq
 
My Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad PopovichMy Personal Odyssey with Big Data - Brad Popovich
My Personal Odyssey with Big Data - Brad Popovich
 
Clinical Decision Making with Machine Learning
Clinical Decision Making with Machine LearningClinical Decision Making with Machine Learning
Clinical Decision Making with Machine Learning
 
WM Breast Screening Report
WM Breast Screening ReportWM Breast Screening Report
WM Breast Screening Report
 
Dr Charusheila Ramkumar, OncoStem Diagnostics Ltd
Dr Charusheila Ramkumar, OncoStem Diagnostics LtdDr Charusheila Ramkumar, OncoStem Diagnostics Ltd
Dr Charusheila Ramkumar, OncoStem Diagnostics Ltd
 
HPV SCREENING & CO TESTING
HPV SCREENING & CO TESTINGHPV SCREENING & CO TESTING
HPV SCREENING & CO TESTING
 
Introduction to prostate cancer
Introduction to prostate cancerIntroduction to prostate cancer
Introduction to prostate cancer
 
Perosnalized
PerosnalizedPerosnalized
Perosnalized
 
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSS
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSSWhy genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSS
Why genomics needs telehealth to succeed - Lisa Alderson, Genome Medical - TFSS
 

More from HxRefactored

HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future:
HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future: HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future:
HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future: HxRefactored
 
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic Wellbeing
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic WellbeingHXR 2017: Susan Hunt Stevens, WeSpire: Holistic Wellbeing
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic WellbeingHxRefactored
 
HXR 2017: John Weiss, Human Design: Building a Culture of Health
HXR 2017: John Weiss, Human Design: Building a Culture of HealthHXR 2017: John Weiss, Human Design: Building a Culture of Health
HXR 2017: John Weiss, Human Design: Building a Culture of HealthHxRefactored
 
HXR 2017: Juhan Sonin, GoInvo
HXR 2017: Juhan Sonin, GoInvoHXR 2017: Juhan Sonin, GoInvo
HXR 2017: Juhan Sonin, GoInvoHxRefactored
 
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior Change
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior ChangeHXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior Change
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior ChangeHxRefactored
 
HXR 2017: Casey Quinlan: the Price is Right
HXR 2017: Casey Quinlan: the Price is RightHXR 2017: Casey Quinlan: the Price is Right
HXR 2017: Casey Quinlan: the Price is RightHxRefactored
 
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...HxRefactored
 
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy Trends
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy TrendsHXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy Trends
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy TrendsHxRefactored
 
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...HxRefactored
 
HXR 2017: Center for Health Experience Design Announcement
HXR 2017: Center for Health Experience Design Announcement HXR 2017: Center for Health Experience Design Announcement
HXR 2017: Center for Health Experience Design Announcement HxRefactored
 
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understand
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understandHXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understand
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understandHxRefactored
 
HXR 2017: Design Challenge Announcement!
HXR 2017: Design Challenge Announcement!HXR 2017: Design Challenge Announcement!
HXR 2017: Design Challenge Announcement!HxRefactored
 
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...HxRefactored
 
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven Design
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven DesignHXR 2017: Amy Cueva, Mad*Pow: Purpose Driven Design
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven DesignHxRefactored
 
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*Pow
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*PowHXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*Pow
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*PowHxRefactored
 
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora Health
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora HealthHXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora Health
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora HealthHxRefactored
 
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-Hitchcock
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-HitchcockHXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-Hitchcock
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-HitchcockHxRefactored
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...HxRefactored
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...HxRefactored
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...HxRefactored
 

More from HxRefactored (20)

HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future:
HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future: HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future:
HXR 2017: Denise Gosnell, Pokitdok: Blockchain: The Now and The Future:
 
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic Wellbeing
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic WellbeingHXR 2017: Susan Hunt Stevens, WeSpire: Holistic Wellbeing
HXR 2017: Susan Hunt Stevens, WeSpire: Holistic Wellbeing
 
HXR 2017: John Weiss, Human Design: Building a Culture of Health
HXR 2017: John Weiss, Human Design: Building a Culture of HealthHXR 2017: John Weiss, Human Design: Building a Culture of Health
HXR 2017: John Weiss, Human Design: Building a Culture of Health
 
HXR 2017: Juhan Sonin, GoInvo
HXR 2017: Juhan Sonin, GoInvoHXR 2017: Juhan Sonin, GoInvo
HXR 2017: Juhan Sonin, GoInvo
 
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior Change
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior ChangeHXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior Change
HXR 2017: Heather Patrick, Carrot Sense: Motivation and Health Behavior Change
 
HXR 2017: Casey Quinlan: the Price is Right
HXR 2017: Casey Quinlan: the Price is RightHXR 2017: Casey Quinlan: the Price is Right
HXR 2017: Casey Quinlan: the Price is Right
 
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...
HXR 2017: Bakul Patel: How the FDA Is Promoting Innovation and Protecting the...
 
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy Trends
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy TrendsHXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy Trends
HXR 2017: Jay Gupta, RxRelax: RxRelax to Reverse Polypharmacy Trends
 
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...
HXR 2017: Kathleen Howland, Berklee College of Music: Music Therapy in Health...
 
HXR 2017: Center for Health Experience Design Announcement
HXR 2017: Center for Health Experience Design Announcement HXR 2017: Center for Health Experience Design Announcement
HXR 2017: Center for Health Experience Design Announcement
 
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understand
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understandHXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understand
HXR 2017: Paul Kahn, Mad*Pow: Lessons Learned from a Bill you can understand
 
HXR 2017: Design Challenge Announcement!
HXR 2017: Design Challenge Announcement!HXR 2017: Design Challenge Announcement!
HXR 2017: Design Challenge Announcement!
 
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...
HXR 2017: Aneesh Chopra, NavHealth: Call to Action: All Hands on Deck to Brin...
 
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven Design
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven DesignHXR 2017: Amy Cueva, Mad*Pow: Purpose Driven Design
HXR 2017: Amy Cueva, Mad*Pow: Purpose Driven Design
 
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*Pow
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*PowHXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*Pow
HXR 2016: Sustainable Design -Jen Briselli, James Christie, Mad*Pow
 
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora Health
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora HealthHXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora Health
HXR 2016: New Models for Care Delivery -Andrew Schutzbank, Iora Health
 
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-Hitchcock
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-HitchcockHXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-Hitchcock
HXR 2016: New Models for Care Delivery -Ethan Berke, Dartmouth-Hitchcock
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...
HXR 2016: Human Focused Innovation in a Clinical Setting -Lesley Solomon, Bri...
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...
HXR 2016: Human Focused Innovation in a Clinical Setting -Jennie Kung, UCLA H...
 
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...
HXR 2016: Human Focused Innovation in a Clinical Setting -Dr. Nancy Hanrahan,...
 

Recently uploaded

Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949ps5894268
 
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...High Profile Call Girls Chandigarh Aarushi
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbaisonalikaur4
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...Call Girls Noida
 
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabad
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service HyderabadVIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabad
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal Number
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal NumberEscorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal Number
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal NumberCall Girls Service Gurgaon
 
Call Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any TimeCall Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any Timedelhimodelshub1
 
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call Now
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call NowKukatpally Call Girls Services 9907093804 High Class Babes Here Call Now
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call NowHyderabad Call Girls Services
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591adityaroy0215
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Call Girls Noida
 
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...delhimodelshub1
 
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Service Gurgaon
 
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...ggsonu500
 

Recently uploaded (20)

Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949Low Rate Call Girls In Bommanahalli Just Call 7001305949
Low Rate Call Girls In Bommanahalli Just Call 7001305949
 
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...
Call Girl Chandigarh Mallika ❤️🍑 9907093804 👄🫦 Independent Escort Service Cha...
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
 
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service DehradunCall Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
 
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
Russian Call Girls in Dehradun Komal 🔝 7001305949 🔝 📍 Independent Escort Serv...
 
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
pOOJA sexy Call Girls In Sector 49,9999965857 Young Female Escorts Service In...
 
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service LucknowVIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
 
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabad
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service HyderabadVIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabad
VIP Call Girls Hyderabad Megha 9907093804 Independent Escort Service Hyderabad
 
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal Number
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal NumberEscorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal Number
Escorts in Gurgaon Aarohi 9711199171 VIP Call Girl in Gurgaon Personal Number
 
Call Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any TimeCall Girls Kukatpally 7001305949 all area service COD available Any Time
Call Girls Kukatpally 7001305949 all area service COD available Any Time
 
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call Now
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call NowKukatpally Call Girls Services 9907093804 High Class Babes Here Call Now
Kukatpally Call Girls Services 9907093804 High Class Babes Here Call Now
 
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
 
Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service LucknowCall Girls in Lucknow Esha 🔝 8923113531  🔝 🎶 Independent Escort Service Lucknow
Call Girls in Lucknow Esha 🔝 8923113531 🔝 🎶 Independent Escort Service Lucknow
 
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591
VIP Call Girl Sector 25 Gurgaon Just Call Me 9899900591
 
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
Vip sexy Call Girls Service In Sector 137,9999965857 Young Female Escorts Ser...
 
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
 
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service GurgaonCall Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
Call Girls Gurgaon Parul 9711199012 Independent Escort Service Gurgaon
 
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
 
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
 

HXR 2016: Tracking the Body: Devices, Consumer Genomics, and Sensors- Niall O'Connor

  • 1. Data Agility in Precision Medicine Niall O’Connor CTO
  • 2. © 2016 Genospace, LLC2 DNA RNA Protein SNV/Indel Copy Number Expression Translocation Regulation Small Panel Big Panel Exome Genome Germline Tumor Cell-free Exosome Specific tissue / cell type Single cell x x x More Tests
  • 3. © 2016 Genospace, LLC3 Oncology Rare Disease Carrier Screening Pharmacogenomics Newborn screening Cardiology IVF Neuro/Psychiatric More PeopleMore Tests
  • 4. © 2016 Genospace, LLC4 More TimepointsMore People Diagnosis Relapse / Refractory Diagnosis Monitoring Screening Disease Free More Tests
  • 5. © 2016 Genospace, LLC5 More UsersMore Timepoints Bioinformaticians Researchers Pathologists Medical Directors Point-of-Care MDs Nurses Clinical Trial Coordinators Patients More PeopleMore Tests
  • 6. © 2016 Genospace, LLC6 What “Big Data” in precision medicine looks like 90T Data points 15M Encounters
  • 7. 7 © 2016 Genospace, LLC To accomplish this we need data agility Challenges: • Expensive and slow • Not Portable • Not Interoperable • Doesn’t scale for genomics (at least not easily) • Not designed for the domain Old Way Clinical Users Non-domain System Operators IBM Oracle
  • 8. 8 © 2016 Genospace, LLC Clinical Users Non-domain System Operators Old Way Lacks Data AgilityIBM Oracle
  • 9. © 2016 Genospace, LLC9 The Messy Data Problem of Precision Medicine - A Disease Example How many patients were treated for breast cancer, in the past year?
  • 10. © 2016 Genospace, LLC10 The Messy Data Problem of Precision Medicine - A Disease Example How many patients were treated for breast cancer, in the past year? MeSH - D001943 Biomedical Researcher
  • 11. © 2016 Genospace, LLC11 How many patients were treated for breast cancer, in the past year? Biomedical Researcher
  • 12. © 2016 Genospace, LLC12 How many patients were treated for Malignant tumor of breast (disorder), in the past year? SNOWMED - 254837009 Biomedical Researcher
  • 13. © 2016 Genospace, LLC13 How many patients were treated for breast cancer, in the past year? Biomedical Researcher
  • 14. © 2016 Genospace, LLC14 How many patients were treated for BREAST CANCER, in the past year? OMIM - 114480 OMIM - 605365 OMIM - 600048 Biomedical Researcher
  • 15. © 2016 Genospace, LLC15 How many patients were treated for Malignant neoplasm of breast, in the past year? ICD-10 - C50 ICD-9 - 147 ICD-9 - 149 Biomedical Researcher
  • 16. © 2016 Genospace, LLC16 How many patients were treated for Malignant neoplasm of breast, in the past year? ICD-10 - C50 ICD-9 - 147 ICD-9 - 149 Biomedical Researcher
  • 17. © 2016 Genospace, LLC17 A web of knowledge connects healthcare users Biomedical Researcher
  • 18. © 2016 Genospace, LLC18 A web of knowledge connects healthcare participants Biomedical Researcher
  • 19. © 2016 Genospace, LLC19 Genospace Model
  • 20. © 2016 Genospace, LLC20 Gene Targeted Drugs Clinical Trials Prognosis and Risk
  • 21. © 2016 Genospace, LLC21 Datastore agnostic encrypted object Clinical Fact Clinical Context Informed Decisions Data Agility
  • 22. © 2016 Genospace, LLC22 Datastore agnostic encrypted object Clinical Fact Clinical Context Better Outcomes Data Agility