SlideShare a Scribd company logo
1 of 10
“Adding Consumer-Generated and Microbiome Data
to the Electronic Medical Record”

Using Big Data to Advance Healthcare Panel
National Health Policy Conference
Washington, DC
February 4, 2014
Dr. Larry Smarr
Director, California Institute for Telecommunications and Information Technology
Harry E. Gruber Professor,
Dept. of Computer Science and Engineering
Jacobs School of Engineering, UCSD
http://lsmarr.calit2.net
Consumer Self Measurement is Exploding
Totally Outside of the Medical Complex
From the First San Francisco QS Meetup in 2008
To 116 Cities in 37 Countries in Four Years
I Arrived in La Jolla in 2000of My Body andin the Midwest
By Measuring the State After 20 Years “Tuning” It
Using Nutrition and Exercise, Ithe Obesity Trend
and Decided to Move Against Became Healthier
Age
41

Age
51

Age
61

1999
2000

1999

1989

I Reversed My Body’s Decline By
Quantifying and Altering Nutrition and Exercise
http://lsmarr.calit2.net/repository/LS_reading_recommendations_FiRe_2011.pdf

2010
I Used a Variety of Emerging Personal Sensors
To Quantify My Body & Drive Behavioral Change
Withings/iPhoneBlood Pressure

FitBit Daily Steps &
Calories Burned
MyFitnessPalCalories Ingested

Azumio-Heart Rate
Withings WiFi Scale Daily Weight

Zeo-Sleep
From One to a Billion Data Points Defining Me:
Big Data Coming to the Electronic Medical Record (EMR)
Billion:Microbial Genome
My Full DNA,
MRI/CT Images

Tomorrow’s EMR

Today’s

SNPs
Million: My DNA SNPs,
EMR
Zeo, FitBit
Blood
Variables

One:
My
Weight Weight

Hundred: My Blood Variables
The Cost of Sequencing a Human Genome
Has Fallen Over 10,000x in the Last Ten Years!

This Has Enabled Sequencing of
Both Human and Microbial Genomes
Healthcare Must Include a Vast Amount
of Microbial Information That is Not in Today’s Medicine
Your Body Has 10 Times
As Many Microbe Cells As Human Cells

99% of Your
DNA Genes
Are in Microbe Cells
Not Human Cells

Inclusion of the Microbiome
Will Radically Change Medicine
2012 Was
the Year of Human Microbiome
Quantifying Our Human Superorganism:
Distribution of Microorganism Ecology on Our Bodies

Nature Reviews
Microbiology
v.9, p. 279 (2011)
Inflammatory Bowel Disease Has a Radically Different
Gut Microbiome Ecology Than Healthy State
Expansion of
Actinobacteria

Collapse of
Bacteroidetes

Explosion of
Proteobacteria

More Related Content

What's hot

Patient Centered Care | Unit 3b Lecture
Patient Centered Care | Unit 3b LecturePatient Centered Care | Unit 3b Lecture
Patient Centered Care | Unit 3b LectureCMDLMS
 
Health Datapalooza 2013: Datalab - Tania Allard
Health Datapalooza 2013: Datalab - Tania AllardHealth Datapalooza 2013: Datalab - Tania Allard
Health Datapalooza 2013: Datalab - Tania AllardHealth Data Consortium
 
Towards precision and accuracy digital public health: informed decision-makin...
Towards precision and accuracy digital public health: informed decision-makin...Towards precision and accuracy digital public health: informed decision-makin...
Towards precision and accuracy digital public health: informed decision-makin...Maged N. Kamel Boulos
 
Micro Interventions for Maximum Effect
Micro Interventions for Maximum EffectMicro Interventions for Maximum Effect
Micro Interventions for Maximum EffectNicoletta Monegain
 
Country eHealth Updates 2016 (Philippines)
Country eHealth Updates 2016 (Philippines)Country eHealth Updates 2016 (Philippines)
Country eHealth Updates 2016 (Philippines)Alvin Marcelo
 
Hipaa training tasha
Hipaa training tashaHipaa training tasha
Hipaa training tashawtasha1991
 
Graded Discussion 1 PPT
Graded Discussion 1 PPTGraded Discussion 1 PPT
Graded Discussion 1 PPTChristy Wade
 
Consumer health trends
Consumer health trendsConsumer health trends
Consumer health trendsPaul Grant
 
Surveillance Data Discovery Exercise_FINAL-2016
Surveillance Data Discovery Exercise_FINAL-2016Surveillance Data Discovery Exercise_FINAL-2016
Surveillance Data Discovery Exercise_FINAL-2016Allison Fast
 

What's hot (10)

Patient Centered Care | Unit 3b Lecture
Patient Centered Care | Unit 3b LecturePatient Centered Care | Unit 3b Lecture
Patient Centered Care | Unit 3b Lecture
 
Health Datapalooza 2013: Datalab - Tania Allard
Health Datapalooza 2013: Datalab - Tania AllardHealth Datapalooza 2013: Datalab - Tania Allard
Health Datapalooza 2013: Datalab - Tania Allard
 
Towards precision and accuracy digital public health: informed decision-makin...
Towards precision and accuracy digital public health: informed decision-makin...Towards precision and accuracy digital public health: informed decision-makin...
Towards precision and accuracy digital public health: informed decision-makin...
 
Project Proposal
Project ProposalProject Proposal
Project Proposal
 
Micro Interventions for Maximum Effect
Micro Interventions for Maximum EffectMicro Interventions for Maximum Effect
Micro Interventions for Maximum Effect
 
Country eHealth Updates 2016 (Philippines)
Country eHealth Updates 2016 (Philippines)Country eHealth Updates 2016 (Philippines)
Country eHealth Updates 2016 (Philippines)
 
Hipaa training tasha
Hipaa training tashaHipaa training tasha
Hipaa training tasha
 
Graded Discussion 1 PPT
Graded Discussion 1 PPTGraded Discussion 1 PPT
Graded Discussion 1 PPT
 
Consumer health trends
Consumer health trendsConsumer health trends
Consumer health trends
 
Surveillance Data Discovery Exercise_FINAL-2016
Surveillance Data Discovery Exercise_FINAL-2016Surveillance Data Discovery Exercise_FINAL-2016
Surveillance Data Discovery Exercise_FINAL-2016
 

Similar to Adding Consumer-Generated and Microbiome Data to the Electronic Medical Record

The Quantified Self Movement: Technologies Revolutionizing Health and Fitness
The Quantified Self Movement: Technologies Revolutionizing Health and FitnessThe Quantified Self Movement: Technologies Revolutionizing Health and Fitness
The Quantified Self Movement: Technologies Revolutionizing Health and FitnessLarry Smarr
 
2019 obesity report final 1
2019 obesity report final 12019 obesity report final 1
2019 obesity report final 1JA Larson
 
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Jim Bloyd
 
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Jim Bloyd
 
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth Industry
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth IndustryThe Quantified Self: From Idiosyncratic Hobby to an Emerging Growth Industry
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth IndustryLarry Smarr
 
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...The Future Digital Health Consumer Here Today –Toward Personalized Preventive...
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...Larry Smarr
 
Healthcare Informatics Impact
Healthcare Informatics ImpactHealthcare Informatics Impact
Healthcare Informatics ImpactCashews
 
Program Description: Smart Women Smart Choices
Program Description: Smart Women Smart Choices Program Description: Smart Women Smart Choices
Program Description: Smart Women Smart Choices Esther Maki
 
PT 2.0: Considerations for an Evolving Marketplace
PT 2.0: Considerations for an Evolving MarketplacePT 2.0: Considerations for an Evolving Marketplace
PT 2.0: Considerations for an Evolving MarketplaceEric Robertson
 
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...Raed Mansour
 
Walking Mississippi-A Suggested Health Campaign Against Obesity
Walking Mississippi-A Suggested Health Campaign Against ObesityWalking Mississippi-A Suggested Health Campaign Against Obesity
Walking Mississippi-A Suggested Health Campaign Against ObesityEydie Pullman
 
Designing <adjective> -Sensitive Health and Wellness Applications
Designing  <adjective> -Sensitive Health and Wellness ApplicationsDesigning  <adjective> -Sensitive Health and Wellness Applications
Designing <adjective> -Sensitive Health and Wellness ApplicationsKatie Siek
 
CLSA & PwC 2017 CA Life Sciences Industry Report Final
CLSA & PwC 2017 CA Life Sciences Industry Report FinalCLSA & PwC 2017 CA Life Sciences Industry Report Final
CLSA & PwC 2017 CA Life Sciences Industry Report FinalWill Zasadny
 
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...Neel Shah
 
University of Victoria ITCH 2009 Feb 22 Plenary Address
University of Victoria ITCH 2009 Feb 22 Plenary AddressUniversity of Victoria ITCH 2009 Feb 22 Plenary Address
University of Victoria ITCH 2009 Feb 22 Plenary AddressAlberta Health Services
 
HHS Priority Areas For Improvement Of Quality In Public Health 2010
HHS Priority Areas For Improvement Of Quality In Public Health 2010HHS Priority Areas For Improvement Of Quality In Public Health 2010
HHS Priority Areas For Improvement Of Quality In Public Health 2010University of New Mexico
 

Similar to Adding Consumer-Generated and Microbiome Data to the Electronic Medical Record (20)

The Quantified Self Movement: Technologies Revolutionizing Health and Fitness
The Quantified Self Movement: Technologies Revolutionizing Health and FitnessThe Quantified Self Movement: Technologies Revolutionizing Health and Fitness
The Quantified Self Movement: Technologies Revolutionizing Health and Fitness
 
2019 obesity report final 1
2019 obesity report final 12019 obesity report final 1
2019 obesity report final 1
 
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
 
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
Health Equity, WePLAN2020, & Community Health Improvement Planning at the Coo...
 
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth Industry
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth IndustryThe Quantified Self: From Idiosyncratic Hobby to an Emerging Growth Industry
The Quantified Self: From Idiosyncratic Hobby to an Emerging Growth Industry
 
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...The Future Digital Health Consumer Here Today –Toward Personalized Preventive...
The Future Digital Health Consumer Here Today –Toward Personalized Preventive...
 
Healthcare Informatics Impact
Healthcare Informatics ImpactHealthcare Informatics Impact
Healthcare Informatics Impact
 
Reforming the health sector in America
Reforming the health sector in AmericaReforming the health sector in America
Reforming the health sector in America
 
Program Description: Smart Women Smart Choices
Program Description: Smart Women Smart Choices Program Description: Smart Women Smart Choices
Program Description: Smart Women Smart Choices
 
Eytan - Aligning Forces for Quality
Eytan  - Aligning Forces for QualityEytan  - Aligning Forces for Quality
Eytan - Aligning Forces for Quality
 
Building a Healthier Chicago
Building a Healthier ChicagoBuilding a Healthier Chicago
Building a Healthier Chicago
 
PT 2.0: Considerations for an Evolving Marketplace
PT 2.0: Considerations for an Evolving MarketplacePT 2.0: Considerations for an Evolving Marketplace
PT 2.0: Considerations for an Evolving Marketplace
 
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...
CDC MMWR Health Department Use of Social Media to Identify Foodborne Illness ...
 
Walking Mississippi-A Suggested Health Campaign Against Obesity
Walking Mississippi-A Suggested Health Campaign Against ObesityWalking Mississippi-A Suggested Health Campaign Against Obesity
Walking Mississippi-A Suggested Health Campaign Against Obesity
 
Designing <adjective> -Sensitive Health and Wellness Applications
Designing  <adjective> -Sensitive Health and Wellness ApplicationsDesigning  <adjective> -Sensitive Health and Wellness Applications
Designing <adjective> -Sensitive Health and Wellness Applications
 
CLSA & PwC 2017 CA Life Sciences Industry Report Final
CLSA & PwC 2017 CA Life Sciences Industry Report FinalCLSA & PwC 2017 CA Life Sciences Industry Report Final
CLSA & PwC 2017 CA Life Sciences Industry Report Final
 
1416 Join the Revolution
1416 Join the Revolution 1416 Join the Revolution
1416 Join the Revolution
 
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...
Obstetrics, Gynecology, and Twitter: A Primer on Strategic Social Media to Im...
 
University of Victoria ITCH 2009 Feb 22 Plenary Address
University of Victoria ITCH 2009 Feb 22 Plenary AddressUniversity of Victoria ITCH 2009 Feb 22 Plenary Address
University of Victoria ITCH 2009 Feb 22 Plenary Address
 
HHS Priority Areas For Improvement Of Quality In Public Health 2010
HHS Priority Areas For Improvement Of Quality In Public Health 2010HHS Priority Areas For Improvement Of Quality In Public Health 2010
HHS Priority Areas For Improvement Of Quality In Public Health 2010
 

More from Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewLarry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownLarry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questionsLarry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardLarry Smarr
 

More from Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Recently uploaded

Hematology and Immunology - Leukocytes Functions
Hematology and Immunology - Leukocytes FunctionsHematology and Immunology - Leukocytes Functions
Hematology and Immunology - Leukocytes FunctionsMedicoseAcademics
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.ANJALI
 
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi NcrDelhi Call Girls
 
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfHemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfMedicoseAcademics
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...Nehru place Escorts
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
call girls in green park DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in green park  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in green park  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in green park DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️saminamagar
 
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...narwatsonia7
 
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingCall Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingNehru place Escorts
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowNehru place Escorts
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...narwatsonia7
 
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Case Report Peripartum Cardiomyopathy.pptx
Case Report Peripartum Cardiomyopathy.pptxCase Report Peripartum Cardiomyopathy.pptx
Case Report Peripartum Cardiomyopathy.pptxNiranjan Chavan
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaPooja Gupta
 
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original PhotosBook Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photosnarwatsonia7
 
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near MeHigh Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Menarwatsonia7
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 

Recently uploaded (20)

Hematology and Immunology - Leukocytes Functions
Hematology and Immunology - Leukocytes FunctionsHematology and Immunology - Leukocytes Functions
Hematology and Immunology - Leukocytes Functions
 
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hsr Layout Just Call 7001305949 Top Class Call Girl Service Available
 
Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.Statistical modeling in pharmaceutical research and development.
Statistical modeling in pharmaceutical research and development.
 
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr
9873777170 Full Enjoy @24/7 Call Girls In North Avenue Delhi Ncr
 
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfHemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
 
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in munirka  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in munirka DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
Call Girls ITPL Just Call 7001305949 Top Class Call Girl Service Available
 
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...
Call Girls Service in Virugambakkam - 7001305949 | 24x7 Service Available Nea...
 
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jayanagar Just Call 7001305949 Top Class Call Girl Service Available
 
call girls in green park DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in green park  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️call girls in green park  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
call girls in green park DELHI 🔝 >༒9540349809 🔝 genuine Escort Service 🔝✔️✔️
 
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...
High Profile Call Girls Kodigehalli - 7001305949 Escorts Service with Real Ph...
 
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment BookingCall Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
Call Girls Service Nandiambakkam | 7001305949 At Low Cost Cash Payment Booking
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
 
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
 
Case Report Peripartum Cardiomyopathy.pptx
Case Report Peripartum Cardiomyopathy.pptxCase Report Peripartum Cardiomyopathy.pptx
Case Report Peripartum Cardiomyopathy.pptx
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
 
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original PhotosBook Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
Book Call Girls in Yelahanka - For 7001305949 Cheap & Best with original Photos
 
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near MeHigh Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
High Profile Call Girls Mavalli - 7001305949 | 24x7 Service Available Near Me
 
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hosur Just Call 7001305949 Top Class Call Girl Service Available
 

Adding Consumer-Generated and Microbiome Data to the Electronic Medical Record

  • 1. “Adding Consumer-Generated and Microbiome Data to the Electronic Medical Record” Using Big Data to Advance Healthcare Panel National Health Policy Conference Washington, DC February 4, 2014 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD http://lsmarr.calit2.net
  • 2. Consumer Self Measurement is Exploding Totally Outside of the Medical Complex From the First San Francisco QS Meetup in 2008 To 116 Cities in 37 Countries in Four Years
  • 3. I Arrived in La Jolla in 2000of My Body andin the Midwest By Measuring the State After 20 Years “Tuning” It Using Nutrition and Exercise, Ithe Obesity Trend and Decided to Move Against Became Healthier Age 41 Age 51 Age 61 1999 2000 1999 1989 I Reversed My Body’s Decline By Quantifying and Altering Nutrition and Exercise http://lsmarr.calit2.net/repository/LS_reading_recommendations_FiRe_2011.pdf 2010
  • 4. I Used a Variety of Emerging Personal Sensors To Quantify My Body & Drive Behavioral Change Withings/iPhoneBlood Pressure FitBit Daily Steps & Calories Burned MyFitnessPalCalories Ingested Azumio-Heart Rate Withings WiFi Scale Daily Weight Zeo-Sleep
  • 5. From One to a Billion Data Points Defining Me: Big Data Coming to the Electronic Medical Record (EMR) Billion:Microbial Genome My Full DNA, MRI/CT Images Tomorrow’s EMR Today’s SNPs Million: My DNA SNPs, EMR Zeo, FitBit Blood Variables One: My Weight Weight Hundred: My Blood Variables
  • 6. The Cost of Sequencing a Human Genome Has Fallen Over 10,000x in the Last Ten Years! This Has Enabled Sequencing of Both Human and Microbial Genomes
  • 7. Healthcare Must Include a Vast Amount of Microbial Information That is Not in Today’s Medicine Your Body Has 10 Times As Many Microbe Cells As Human Cells 99% of Your DNA Genes Are in Microbe Cells Not Human Cells Inclusion of the Microbiome Will Radically Change Medicine
  • 8. 2012 Was the Year of Human Microbiome
  • 9. Quantifying Our Human Superorganism: Distribution of Microorganism Ecology on Our Bodies Nature Reviews Microbiology v.9, p. 279 (2011)
  • 10. Inflammatory Bowel Disease Has a Radically Different Gut Microbiome Ecology Than Healthy State Expansion of Actinobacteria Collapse of Bacteroidetes Explosion of Proteobacteria