SlideShare a Scribd company logo
1 of 50
Becoming a Quantified Self

                          Invited Speaker
            Technology, Media and Telecom (TMT) Summit
                         Deloitte University
                             Dallas, TX
                           April 26, 2012


                                    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                      1
                                 http://lsmarr.calit2.net
Calit2 Has Been Had a Vision of
  “the Digital Transformation of Health” for a Decade
                                                        www.bodymedia.com
• Next Step—Putting You On-Line!
  – Wireless Internet Transmission
  – Key Metabolic and Physical Variables
  – Model -- Dozens of Processors and 60 Sensors /
    Actuators Inside of our Cars
• Post-Genomic Individualized Medicine
  – Combine
    – Genetic Code
    – Body Data Flow
  – Use Powerful AI Data Mining Techniques
          The Content of This Slide from 2001 Larry Smarr
          Calit2 Talk on Digitally Enabled Genomic Medicine
The Calit2 Vision of Digitally Enabled Genomic Medicine
                 is an Emerging Reality




                                                          3

         July/August 2011           February 2012
Lifechips--Merging Two Major Industries:
        Microelectronic Chips & Life Sciences



 LifeChips: the merging of two major industries, the
 microelectronic chip industry with the life science
                      industry
65 UCI Faculty




                 LifeChips medical devices
From One to a Billion Data Points Defining Me:
The Exponential Rise in Body Data in Just One Decade!

                                                   Billion: MyFull Genome
                                                               Full DNA,
                                                      MRI/CT Images




                                             SNPs
                         Million: My DNA SNPs,
                                Zeo, FitBit

                       Blood
                      Variables

            One:                  Hundred: My Blood Variables
      Weight Weight
          My
During the 2000s, The Fraction of the Population
      That is Obese Has Greatly Increased




2000                                                                  35% of Adults
                                                                     17% of Children

                                                                    No State Reduced
                                                                            its
                                                                        % Obese
                                                                         In 2010
 2009




          Source: Behavioral Risk Factor Surveillance System, CDC
I Arrived in La Jolla in 2000 After 20 Years in the Midwest
     and Decided to Move Against the National Trend


                                    1999                                                2010
                                     2000



 Age                                                                                           Age
 51                                                                                            61




                  I Reversed My Body’s Decline By
                  Altering My Nutrition and Exercise
                                        See the full story at:
           http://lsmarr.calit2.net/repository/092811_Special_Letter,_Smarr.final.pdf
I Lost Weight by Changing What & How Much I Eat,
While Increasing Aerobic and Weight Bearing Exercise

                 Exercise is Elliptical and Walking




  Gradually Moving to
    Zone Diet and
                                    182±4 lbs.
   Regular Exercise




                          Current Weight 180
                  Average Blood Pressure 134/73, Pulse 55
                        Resting Pulse Lowered to 45
I Quantify My Food Intake So I Can “Tune”
    My Glucose/Insulin System and Lower Inflammation
          Computed Average Over 12 Days When at Home for Maximum Accuracy
                      Measure All Food and Drink Components,
                    Then Use USDA Lookup to Compute Each Item




                                                       Measuring Daily Food Intake
•   Quality of Food                                     Needs More “LifeChips”!
    – All Organic and Mostly Locally Grown
    – Carbs are Low Glycemic Index
       – No Added Sugar or Refined Flour – Mostly Fruits and Vegetables
    – Proteins are Lean
       – Meat is Grass Fed – No Corn or Antibiotics
       – Fish is Wild, Often Locally Caught
    – Fats are Omega-3 Rich
       – Supplemented by 7g Daily Pharmaceutically Purified Fish Oil Pills

                  For my recommendations on nutrition, exercise, sleep and stress, see:
             http://lsmarr.calit2.net/repository/LS_reading_recommendations_FiRe_2011.pdf
Wireless Monitoring
Helps Drive Exercise Goals
   My Average is 7,000 Steps/ Day
        Over Last 10 Months
Quantifying My Sleep Pattern Using a Zeo -
Surprisingly About Half My Sleep is REM!




      REM is Normally 20% of Sleep     An Infant Typically
     Mine is Between 45-65% of Sleep    Has 50% REM
On the Road Zeo Solution:
Link Headband to Android Smartphone
CitiSense –New NSF Grant for Fine-Grained
Environmental Sensing Using Cell Phones
                                                             Seacoast Sci.
                                                 4oz
                                        30 compounds
                                                                    Intel MSP

                           contribute
                 e
                                                                                          W




                                          rett
                                          re
              ns
            se




                                              riie
                                               re
                           CitiSense




                                                  ve
                                                   ve
                                                             L

                                                                  C/A                          S
                                                            EPA




                                                 r
                                               ve
            “d
            “d
              iisp




                                             co
                sp




                                         di s
                                                        F
                  lla
                    ayy”




                                                                                      CitiSense Team
                       ”




                           distribute                                                  PI: Bill Griswold
                                                                                        Ingolf Krueger
                                                                                Tajana Simunic Rosing
                                                                                     Sanjoy Dasgupta
                                                                                      Hovav Shacham
                                                                                          Kevin Patrick
                                                                           Integrate
                                                                             Into a
                                                                          “LifeChip”
From Measuring Macro-Variables
to Measuring Your Internal Variables




   www.technologyreview.com/biomedicine/39636
Where I Believe We are Headed: Predictive,
   Personalized, Preventive, & Participatory Medicine

                                            I am Leroy Hood’s Lab Rat!




          Using a “LifeChip”
   Quantify ~2500 Blood Proteins,
50 Each from 50 Organs or Cell Types
     from a Single Drop of Blood
       To Create a Time Series



            www.newsweek.com/2009/06/26/a-doctor-s-vision-of-the-future-of-medicine.html
Tracking and Reducing Inflammation
      is Critical to Your Health




               2004
I Have Greatly Lowered My Body’s Inflammation
      From Food By Increasing Omega-3s
                          Ratio of AA/EPA


                             “Silent Inflammation”

       Chronically Ill                            I take 6 Fish Oil
        American
                                                    Pills Per Day


                         Average “Healthy”
                             American



                                             Ideal Range
                                                           My Range



                  Range Source: Barry Sears
             My Tests by www.yourfuturehealth.com
Most Blood Variables Stay Within Normal Range:
Fraction of Normal Upper Range For Three Variables


   Occasional Brief Excursions Above Normal Upper Range
My Quarterly Blood Tests In Addition to Lipids:
         Only One Was Far Beyond Normal Limits
•   Electrolytes                          •   Liver
     – Sodium, Potassium, Calcium,             – GGTP, SGOT, SGPT, LDH, Total
       Magnesium, Phosphorus, Boron,             Direct Bilirubin,
       Chlorine, CO2                             Alkaline Phosphatase
•   Micronutrients                        •   Thyroid
     – Arsenic, Chromium, Cobalt,              – T3 Uptake, T4, Free Thyroxine
       Copper, Iron, Manganese,                  Index, FT4, 2nd Gen TSH
       Molybdenum, Selenium, Zinc         •   Blood Cells
•   Blood Sugar Cycle                          – Complete Blood Cell Count
     – Glucose, Insulin, A1C Hemoglobin        – Red Blood Cell Subtypes
•   Cardio Risk                                – White Blood Cell Subtypes
     – Complex Reactive Protein (CRP)     •   Cancer Screen
     – Homocysteine                            – CEA, Total PSA, % Free PSA
•   Kidneys                                    – CA-19-9
     – Bun, Creatinine, Uric Acid         •   Vitamins & Antioxidant Screen
•   Protein                                    – Vit D, E; Selenium, ALA, coQ10,
     – Total Protein, Albumin, Globulin          Glutathione, Total Antioxidant Fn.


                  I Track Over 100 Blood Variables Over Time
Blood Measurements Reveal Chronic Inflammation
      Via Complex Reactive Protein Biomarker

                                                      15x Normal
    CRP from                     Symptom:
    Blood Tests               Acute Diverticulitis




                  “Come Back When You
                    Have a Symptom”



                                                                   ?
Inflammation
  5x Normal                                          Antibiotics

                        CRP Good Range
Inflammation is Episodic and Growing:
                What Could be the Cause?

                                                                    27x
                Much of the Inflammation Drop
                      Is Spontaneous


     Previous Graph Size        15x


                                      Antibiotics
5x
                                                      Antibiotics
                           Normal Range CRP < 1




          Demonstrates Value of Fine-Grained Time Series
CRP and LDL Cholesterol
                Co-Create Arterial Plaque




                                     High CRP




              Arterial Plaque Formation


CRP > 4.2, 5x Risk of Future Heart Disease


 http://sjog.org.au/pathology/pathology_wa/doctor_resources/clinical_articles/high_sensitivity_crp.aspx
Frequent Stool Analysis Reveals Lactoferrin Spike
      to Active Crohn’s Disease (CD) Level
                                                           Colonoscopy
                                               Typical      May 2011
  Normal Lactoferrin Level < 7               Lactoferrin
                                              Value for
                                               Active
                                               Crohn’s




       Colonoscopy
        May 2006                                                   Colonoscopy
                                                                    Jan 2012

                                        Colonoscopy
                                       December 2010




                     Colonoscopy and Biopsies
                      Support CD Diagnosis
Confirming the Crohn’s Hypothesis:
  Finding the “Smoking Gun” with MRI Imaging
Liver                                    I Obtained the MRI Slices
           Transverse Colon
                                       From UCSD Medical Services
                                      and Converted to Interactive 3D
                                                Working With
  Small Intestine                     Calit2 Staff & DeskVOX Software
                                                                     Descending Colon




             Diseased Sigmoid Colon




                                                                          Major Kink
                                              Sigmoid Colon
                                          Threading Iliac Arteries
LS Sigmoid Colon Cross Sections
                     Showing Inflamed Wall
  Jan 2012 MRI Enterography report: “long segment wall thickening
       in the proximal and mid portions of the sigmoid colon,
         extending over a segment of approximately 16 cm,
              with suggestion of intramural sinus tracts.

 Ulcerative
  Colitis is
Restricted to
the Mucosa,
    while
  Crohn's
  Disease                                                                   Note
 Affects the                                                             Thickness
   Whole                                                                  of Wall -
Bowel Wall                                                                Normal
                                                                          is 3mm
                                                                           (like a
                                                                          Balloon)


                Source: L Smarr Using Calit2’s Jurgen Schultz Software
Exploring My Internal Organs in the Calit2
Virtual Reality CAVE Using DeskVOX Software




    Photo & DeskVOX Software Courtesy of Jurgen Schulze, Calit2
Autoimmune Diseases
                      Effect 5-8% of Americans
•   Crohn’s Disease                           Despite decades of research, the
                                                  etiology of Crohn's disease
•   Ulcerative Colitis                                 remains unknown.
•   Rheumatoid Arthritis                       Its pathogenesis may involve a
                                                 complex interplay between
•   Multiple Sclerosis                                   host genetics,
•   Psoriasis                                        immune dysfunction,
•   Type 1 Diabetes,                                     and microbial
                                                   or environmental factors.
•   Ankylosing Spondylitis                     --The Role of Microbes in Crohn's Disease
                                                  Paul B. Eckburg & David A. Relman
•   Lupus Erythematosus                            Clin Infect Dis. 44:256-262 (2007)
•   Plus Over 70 Others




         The National Institute of Allergy and Infectious Diseases (NIAID)
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
Single Nucleotide Polymorphisms (SNPs) Make Up
    About 90% of All Human Genetic Variation




Person A

                                       SNPs Occur Every
                                        100 to 300 Bases
                                       Along Human DNA

Person B




      www.23andme.com Tracks One Million SNPs
I Wondered if Crohn’s is an Autoimmune Disease,
  Did I Have a Personal Genomic Polymorphism?
            From www.23andme.com              Polymorphism in
                                       Interleukin-23 Receptor Gene
                                            — 80% Higher Risk
            ATG16L1
                                             of Pro-inflammatory
                                             Immune Response
                  IRGM




     NOD2        SNPs Associated with CD
You are a Superorganism:
Your Body Has Ten Microbes for Every Human Cell!




          Firmicutes Are the Dominant Phyla
               in the Human Microbiome


                Science v.330, p. 1619 (2010)
The Gut Microbiome Has Been Mapped
  in the Last Five Years Using Genome Sequencing
“A majority of the bacterial sequences corresponded to
  uncultivated species and novel microorganisms.”



      395 Phylotypes




                           Firmicutes                              Bacteroidetes


             “Diversity of the Human Intestinal Microbial Flora”
             Paul B. Eckburg, et al Science 308, 1635-8 (2005)
Crohn’s Disease Patients Have Number of Firmicute
      Gut Microbe Species Reduced by Over 2/3!
                       Healthy Gut Microbes



Actinobacteria

    7              Bacteroidetes              Proteobacteria   Firmicutes

                        33                        5                43



                         IBD Gut Microbes


Actinobacteria

    7              Bacteroidetes              Proteobacteria   Firmicutes

                        33                        5                13

          The Missing Firmicutes Inhibit Pro-Inflammation

                    Manichanh, et al, Gut 2006;55:205–211
Next Step: Use Microarray to
     Measure Time Series of Microbial Diversity
                      www.secondgenome.com

                          “Second Genome has developed
                      a sensitive, flexible and robust platform for
                                   the identification of
                            microbiome-based signatures
                               for the rapid identification
                         of microbial gut health biomarkers.”

                          DNA microarray that can identify,
                                   within hours,
                           over 50,000 different microbes

LBL’s Gary Andersen
and his PhyloChip
Microbial Metagenomics
Can Diagnose Disease States
From www.23andme.com
                               Mutation in Interleukin-23
                              Receptor Gene—80% Higher
                                Risk of Pro-inflammatory
                                   Immune Response


                                          IBD Patients Harbored,
                                               on Average,
                                                25% Fewer
    SNPs Associated with CD
                                              Microbial Genes
                                            than the Individuals
                                          Not Suffering from IBD.




                       2009
Finding Out if I Have Missing Microbes:
Metagenomic Sequencing of My Gut Microbiome


                                               I Received
                                        a Disk Drive Last Week
                                        With 35 GB FASTQ Files

                                           Weizhong Li, UCSD
                                             NGS Pipeline:
                                             230M Reads
                                           Only 0.2% Human

                                          Next: 100,000 cpu-hrs


  Gel Image of Extract from Smarr Sample-Next is Library Construction
       Manny Torralba, Project Lead - Human Genomic Medicine
                         J Craig Venter Institute
                            January 25, 2012
100,000 People Like Me
Are Uploading Their Genomes and Medical Records




     I Have Been Accepted by PGP and Spoke at GET 2012:
                "N=1: Pioneers of self-tracking"




               GET Held at the Harvard Medical School
Integrative Personal Omics Profiling:
     1000x the Data I Have Taken
                          Cell 148, 1293–1307, March 16, 2012

                               •   Michael Snyder,
                                   Chair of Genomics
                                   Stanford Univ.
                               •   Genome 140x
                                   Coverage
                               •   Blood Tests 20
                                   Times in 14 Months
                                     – tracked nearly
                                       20,000 distinct
                                       transcripts coding
                                       for 12,000 genes
                                     – measured the
                                       relative levels of
                                       more than 6,000
                                       proteins and 1,000
                                       metabolites in
                                       Snyder's blood
Integrating Systems Biology Data:
            Cytoscape
                              •   OPEN SOURCE Java
                                  Platform for Integration
                                  of Systems Biology Data
                              •   Layout and Query of
                                  Interaction Networks
                                  (Physical And Genetic)
                              •   Visual and Programmatic
                                  Integration of Molecular
                                  State Data (Attributes)




                                                         39



          www.cytoscape.org
With the Explosion in Biomedical Data,
What is the Required Cyberinfrastructure?




               Report 2009
              http://rci.ucsd.edu
Source: Lucila Ohno-Machado, UCSD SOM




    iDASH




      Outcome of NIH Botstein-Smarr Report (1999)
          41
http://acd.od.nih.gov/agendas/060399_Biomed_Computing_WG_RPT.htm
New NCBC: integrating Data for Analysis,
   Anonymization, and SHaring (iDASH)




                                      Private Cloud at SD Supercomputer Center
                                             Medical Center Data Hosting
                                                 HIPAA certified facility




                                                                                 42


        Source: Lucila Ohno-Machado, UCSD SOM
               funded by NIH U54HL108460
UCSD Next Generation Sequencer Example:
              Professor Trey Idekar
Leichtag/Sequencer      Storage                           Skaggs/Users




  Next Gen
 Sequencers
  Generate
  ~1TB/Run


                     Calit2/Storage                       SDSC/Triton
                       Source: Chris Misleh, Calit2/SOM
Calit2 Community Cyberinfrastructure for Advanced
Microbial Ecology Research and Analysis (CAMERA)
                             Source: Phil Papadopoulos, SDSC, Calit2




     512 Processors
                                               ~200TB
       ~5 Teraflops                              Sun
                                                X4500
 ~ 200 Terabytes Storage      1GbE and
                                               Storage
                               10GbE
                              Switched/
                                               10GbE
                               Routed
                                Core




      5000 Users
      90 Countries
Access to Computing Resources Tailored by
   User’s Requirements and Resources




               Advanced HPC Platforms
    CAMERA
    Core HPC
    Resource


                NSF/DOE TeraScale
                Resources




               Source: Jeff Grethe, CAMERA
NSF Funds a Data-Intensive Track 2 Supercomputer:
        SDSC’s Gordon-Coming Summer 2011
• Data-Intensive Supercomputer Based on
  SSD Flash Memory and Virtual Shared Memory SW
  – Emphasizes MEM and IOPS over FLOPS
  – Supernode has Virtual Shared Memory:
     – 2 TB RAM Aggregate
     – 8 TB SSD Aggregate
     – Total Machine = 32 Supernodes
     – 4 PB Disk Parallel File System >100 GB/s I/O
• System Designed to Accelerate Access
  to Massive Data Bases being Generated in
  Many Fields of Science, Engineering, Medicine,
  and Social Science

                Source: Mike Norman, Allan Snavely SDSC
Rapid Evolution of 10GbE Port Prices
   Makes Campus-Scale 10Gbps CI Affordable
    • Port Pricing is Falling
    • Density is Rising – Dramatically
    • Cost of 10GbE Approaching Cluster HPC Interconnects
$80K/port
Chiaro
(60 Max)



                 $ 5K
                 Force 10
                 (40 max)                                      ~$1000
                                                               (300+ Max)

                                       $ 500
                                       Arista                  $ 400
                                       48 ports                Arista
                                                               48 ports
2005              2007                  2009            2010




             Source: Philip Papadopoulos, SDSC/Calit2
10G Switched Data Analysis Resource:
          SDSC’s Data Oasis – Scaled Performance
10Gbps
            OptIPuter                             UCSD
                                                   RCI                Radical Change Enabled by
                                Co-Lo
                                                                       Arista 7508 10G Switch
                            5                                             384 10G Capable
                                  8                          CENIC/
                                              2
                 32                                           NLR
   Triton                                           4

                                                                                 Existing
                                                         8
                                                                                Commodity
  Trestles 32                             2                                      Storage
  100 TF          12                                                              1/3 PB

                                              40128
                  8
   Dash
                                                                              2000 TB
                                              Oasis Procurement (RFP)
                                                                             > 50 GB/s
                      128         • Phase0: > 8GB/s Sustained Today
  Gordon                          • Phase I: > 50 GB/sec for Lustre (May 2011)
                                   :Phase II: >100 GB/s (Feb 2012)

                                      Source: Philip Papadopoulos, SDSC/Calit2
From “How Do You Feel?”,
to “What Are Your Numbers?”




 Where’s There’s Data
    There’s Hope
For Further Information
    Visit My Portal




  http://lsmarr.calit2.net/

More Related Content

Viewers also liked

Report to the NAC
Report to the NACReport to the NAC
Report to the NACLarry Smarr
 
Attacking the Driver of Increased Stroke, Heart Disease, and Diabetes
Attacking the Driver of Increased Stroke, Heart Disease, and DiabetesAttacking the Driver of Increased Stroke, Heart Disease, and Diabetes
Attacking the Driver of Increased Stroke, Heart Disease, and DiabetesLarry Smarr
 
OptIPuter Year Five: From Research to Adoption
OptIPuter Year Five: From Research to AdoptionOptIPuter Year Five: From Research to Adoption
OptIPuter Year Five: From Research to AdoptionLarry Smarr
 
The UC California Institutes for Science and Innovation
The UC California Institutes for Science and InnovationThe UC California Institutes for Science and Innovation
The UC California Institutes for Science and InnovationLarry Smarr
 
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...Larry Smarr
 
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Larry Smarr
 
Metagenomics Over Lambdas: Update on the CAMERA Project
Metagenomics Over Lambdas: Update on the CAMERA ProjectMetagenomics Over Lambdas: Update on the CAMERA Project
Metagenomics Over Lambdas: Update on the CAMERA ProjectLarry Smarr
 
Global Telepresence in Support of Global Public Health
Global Telepresence in Support of Global Public HealthGlobal Telepresence in Support of Global Public Health
Global Telepresence in Support of Global Public HealthLarry Smarr
 
Calit2: Facilitating the Digital Humanities
Calit2:Facilitating the Digital HumanitiesCalit2:Facilitating the Digital Humanities
Calit2: Facilitating the Digital HumanitiesLarry Smarr
 
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...Larry Smarr
 
Calit2: a SoCal UC Infrastructure for Innovation
Calit2: a SoCal UC Infrastructure for InnovationCalit2: a SoCal UC Infrastructure for Innovation
Calit2: a SoCal UC Infrastructure for InnovationLarry Smarr
 
My N=1 Experience
My N=1 ExperienceMy N=1 Experience
My N=1 ExperienceLarry Smarr
 
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...Larry Smarr
 
Experiments in Living in the Virtual/Physical World
Experiments in Living in the Virtual/Physical WorldExperiments in Living in the Virtual/Physical World
Experiments in Living in the Virtual/Physical WorldLarry Smarr
 
Calit2 - The First Five Years
Calit2 - The First Five YearsCalit2 - The First Five Years
Calit2 - The First Five YearsLarry Smarr
 
Calit2 Projects in Cyberinfrastructure
Calit2 Projects in CyberinfrastructureCalit2 Projects in Cyberinfrastructure
Calit2 Projects in CyberinfrastructureLarry Smarr
 
Introduction to Calit2
Introduction to Calit2Introduction to Calit2
Introduction to Calit2Larry Smarr
 
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...Larry Smarr
 
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...Larry Smarr
 

Viewers also liked (20)

Report to the NAC
Report to the NACReport to the NAC
Report to the NAC
 
Attacking the Driver of Increased Stroke, Heart Disease, and Diabetes
Attacking the Driver of Increased Stroke, Heart Disease, and DiabetesAttacking the Driver of Increased Stroke, Heart Disease, and Diabetes
Attacking the Driver of Increased Stroke, Heart Disease, and Diabetes
 
OptIPuter Year Five: From Research to Adoption
OptIPuter Year Five: From Research to AdoptionOptIPuter Year Five: From Research to Adoption
OptIPuter Year Five: From Research to Adoption
 
Emerging Trends
Emerging TrendsEmerging Trends
Emerging Trends
 
The UC California Institutes for Science and Innovation
The UC California Institutes for Science and InnovationThe UC California Institutes for Science and Innovation
The UC California Institutes for Science and Innovation
 
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
Limiting Global Climatic Disruption by Revolutionary Change in the Global Ene...
 
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
 
Metagenomics Over Lambdas: Update on the CAMERA Project
Metagenomics Over Lambdas: Update on the CAMERA ProjectMetagenomics Over Lambdas: Update on the CAMERA Project
Metagenomics Over Lambdas: Update on the CAMERA Project
 
Global Telepresence in Support of Global Public Health
Global Telepresence in Support of Global Public HealthGlobal Telepresence in Support of Global Public Health
Global Telepresence in Support of Global Public Health
 
Calit2: Facilitating the Digital Humanities
Calit2:Facilitating the Digital HumanitiesCalit2:Facilitating the Digital Humanities
Calit2: Facilitating the Digital Humanities
 
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...
High Performance Cyberinfrastructure Enabling Data-Driven Science in the Biom...
 
Calit2: a SoCal UC Infrastructure for Innovation
Calit2: a SoCal UC Infrastructure for InnovationCalit2: a SoCal UC Infrastructure for Innovation
Calit2: a SoCal UC Infrastructure for Innovation
 
My N=1 Experience
My N=1 ExperienceMy N=1 Experience
My N=1 Experience
 
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...
An End-to-End Campus-Scale High Performance Cyberinfrastructure for Data-Inte...
 
Experiments in Living in the Virtual/Physical World
Experiments in Living in the Virtual/Physical WorldExperiments in Living in the Virtual/Physical World
Experiments in Living in the Virtual/Physical World
 
Calit2 - The First Five Years
Calit2 - The First Five YearsCalit2 - The First Five Years
Calit2 - The First Five Years
 
Calit2 Projects in Cyberinfrastructure
Calit2 Projects in CyberinfrastructureCalit2 Projects in Cyberinfrastructure
Calit2 Projects in Cyberinfrastructure
 
Introduction to Calit2
Introduction to Calit2Introduction to Calit2
Introduction to Calit2
 
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...
Creating a Community Cyberinfrastructure for Advanced Marine Microbial Ecolog...
 
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...
High Performance Cyberinfrastructure Enables Data-Driven Science in the Glob...
 

Similar to Becoming a Quantified Self

The Digital Transformation of Healthcare
The Digital Transformation of HealthcareThe Digital Transformation of Healthcare
The Digital Transformation of HealthcareLarry Smarr
 
Towards Digitally Enabled Genomic Medicine
Towards Digitally Enabled Genomic MedicineTowards Digitally Enabled Genomic Medicine
Towards Digitally Enabled Genomic MedicineLarry Smarr
 
Personal Data Tracking and the Digital Transformation of Healthcare
Personal Data Tracking and the Digital Transformation of HealthcarePersonal Data Tracking and the Digital Transformation of Healthcare
Personal Data Tracking and the Digital Transformation of HealthcareLarry Smarr
 
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
 
Deep Self - Quantifying the State of Your Body
Deep Self - Quantifying the State of Your BodyDeep Self - Quantifying the State of Your Body
Deep Self - Quantifying the State of Your BodyLarry Smarr
 
From Digitally Enabled Genomic Medicine to Personalized Healthcare
From Digitally Enabled Genomic Medicineto Personalized HealthcareFrom Digitally Enabled Genomic Medicineto Personalized Healthcare
From Digitally Enabled Genomic Medicine to Personalized HealthcareLarry Smarr
 
Towards Digitally Enabled Genomic Medicine: the Patient of Tomorrow
Towards Digitally Enabled Genomic Medicine: the Patient of TomorrowTowards Digitally Enabled Genomic Medicine: the Patient of Tomorrow
Towards Digitally Enabled Genomic Medicine: the Patient of TomorrowLarry Smarr
 
Quantifying and Visualizing the State of Your Body
Quantifying and Visualizing the State of Your BodyQuantifying and Visualizing the State of Your Body
Quantifying and Visualizing the State of Your BodyLarry Smarr
 
Quantified Health and Disease
Quantified Health and DiseaseQuantified Health and Disease
Quantified Health and DiseaseLarry Smarr
 
Predictive & Preventive Personalized Medicine
Predictive & Preventive Personalized MedicinePredictive & Preventive Personalized Medicine
Predictive & Preventive Personalized MedicineLarry 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
 
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Larry Smarr
 
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...Larry Smarr
 
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...Larry Smarr
 
Empowering Health Care Engagement
Empowering Health Care EngagementEmpowering Health Care Engagement
Empowering Health Care EngagementMark Scrimshire
 
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesKnow Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesLarry Smarr
 
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...Michael Gusko
 
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...Larry Smarr
 
LifeWave Presentation - English
LifeWave Presentation - EnglishLifeWave Presentation - English
LifeWave Presentation - Englishmiketan8800
 
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...Larry Smarr
 

Similar to Becoming a Quantified Self (20)

The Digital Transformation of Healthcare
The Digital Transformation of HealthcareThe Digital Transformation of Healthcare
The Digital Transformation of Healthcare
 
Towards Digitally Enabled Genomic Medicine
Towards Digitally Enabled Genomic MedicineTowards Digitally Enabled Genomic Medicine
Towards Digitally Enabled Genomic Medicine
 
Personal Data Tracking and the Digital Transformation of Healthcare
Personal Data Tracking and the Digital Transformation of HealthcarePersonal Data Tracking and the Digital Transformation of Healthcare
Personal Data Tracking and the Digital Transformation of Healthcare
 
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
 
Deep Self - Quantifying the State of Your Body
Deep Self - Quantifying the State of Your BodyDeep Self - Quantifying the State of Your Body
Deep Self - Quantifying the State of Your Body
 
From Digitally Enabled Genomic Medicine to Personalized Healthcare
From Digitally Enabled Genomic Medicineto Personalized HealthcareFrom Digitally Enabled Genomic Medicineto Personalized Healthcare
From Digitally Enabled Genomic Medicine to Personalized Healthcare
 
Towards Digitally Enabled Genomic Medicine: the Patient of Tomorrow
Towards Digitally Enabled Genomic Medicine: the Patient of TomorrowTowards Digitally Enabled Genomic Medicine: the Patient of Tomorrow
Towards Digitally Enabled Genomic Medicine: the Patient of Tomorrow
 
Quantifying and Visualizing the State of Your Body
Quantifying and Visualizing the State of Your BodyQuantifying and Visualizing the State of Your Body
Quantifying and Visualizing the State of Your Body
 
Quantified Health and Disease
Quantified Health and DiseaseQuantified Health and Disease
Quantified Health and Disease
 
Predictive & Preventive Personalized Medicine
Predictive & Preventive Personalized MedicinePredictive & Preventive Personalized Medicine
Predictive & Preventive Personalized Medicine
 
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...
 
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
Harnessing the Power of Data From Our Bodies – Toward Personalized Preventive...
 
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...
Harnessing the Power of Data From Our Bodies – What I Have Learned by Measuri...
 
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...
Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal E...
 
Empowering Health Care Engagement
Empowering Health Care EngagementEmpowering Health Care Engagement
Empowering Health Care Engagement
 
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesKnow Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
 
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...
Personalized Nutrition, Frozen Foods Conference 2021, Michael Gusko, GoodMill...
 
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...
Using Data Analytics to Discover the 100 Trillion Bacteria Living Within Each...
 
LifeWave Presentation - English
LifeWave Presentation - EnglishLifeWave Presentation - English
LifeWave Presentation - English
 
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...
Towards Digitally Enabled Genomic Medicine: with a Personal Illustration of C...
 

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

Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night EnjoyCall Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoynarwatsonia7
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Serviceparulsinha
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safenarwatsonia7
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call girls in Ahmedabad High profile
 
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...indiancallgirl4rent
 
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...Miss joya
 
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls ServiceCALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls ServiceMiss joya
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatorenarwatsonia7
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Miss joya
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...call girls in ahmedabad high profile
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 

Recently uploaded (20)

Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night EnjoyCall Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
Call Girls Yelahanka Bangalore 📲 9907093804 💞 Full Night Enjoy
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Vashi Mumbai📲 9833363713 💞 Full Night Enjoy
 
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort ServiceCall Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
Call Girls Service In Shyam Nagar Whatsapp 8445551418 Independent Escort Service
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% SafeBangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
Bangalore Call Girls Majestic 📞 9907093804 High Profile Service 100% Safe
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
Call Girls Service Navi Mumbai Samaira 8617697112 Independent Escort Service ...
 
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...
(Rocky) Jaipur Call Girl - 9001626015 Escorts Service 50% Off with Cash ON De...
 
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...
VIP Call Girls Pune Sanjana 9907093804 Short 1500 Night 6000 Best call girls ...
 
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls ServiceCALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune)  Girls Service
CALL ON ➥9907093804 🔝 Call Girls Baramati ( Pune) Girls Service
 
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service CoimbatoreCall Girl Coimbatore Prisha☎️  8250192130 Independent Escort Service Coimbatore
Call Girl Coimbatore Prisha☎️ 8250192130 Independent Escort Service Coimbatore
 
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
Russian Call Girls in Pune Riya 9907093804 Short 1500 Night 6000 Best call gi...
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...
Call Girls Near Hotel Marine Plaza ✔ 9820252231 ✔For 18+ VIP Call Girl At The...
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
 

Becoming a Quantified Self

  • 1. Becoming a Quantified Self Invited Speaker Technology, Media and Telecom (TMT) Summit Deloitte University Dallas, TX April 26, 2012 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 1 http://lsmarr.calit2.net
  • 2. Calit2 Has Been Had a Vision of “the Digital Transformation of Health” for a Decade www.bodymedia.com • Next Step—Putting You On-Line! – Wireless Internet Transmission – Key Metabolic and Physical Variables – Model -- Dozens of Processors and 60 Sensors / Actuators Inside of our Cars • Post-Genomic Individualized Medicine – Combine – Genetic Code – Body Data Flow – Use Powerful AI Data Mining Techniques The Content of This Slide from 2001 Larry Smarr Calit2 Talk on Digitally Enabled Genomic Medicine
  • 3. The Calit2 Vision of Digitally Enabled Genomic Medicine is an Emerging Reality 3 July/August 2011 February 2012
  • 4. Lifechips--Merging Two Major Industries: Microelectronic Chips & Life Sciences LifeChips: the merging of two major industries, the microelectronic chip industry with the life science industry 65 UCI Faculty LifeChips medical devices
  • 5. From One to a Billion Data Points Defining Me: The Exponential Rise in Body Data in Just One Decade! Billion: MyFull Genome Full DNA, MRI/CT Images SNPs Million: My DNA SNPs, Zeo, FitBit Blood Variables One: Hundred: My Blood Variables Weight Weight My
  • 6. During the 2000s, The Fraction of the Population That is Obese Has Greatly Increased 2000 35% of Adults 17% of Children No State Reduced its % Obese In 2010 2009 Source: Behavioral Risk Factor Surveillance System, CDC
  • 7. I Arrived in La Jolla in 2000 After 20 Years in the Midwest and Decided to Move Against the National Trend 1999 2010 2000 Age Age 51 61 I Reversed My Body’s Decline By Altering My Nutrition and Exercise See the full story at: http://lsmarr.calit2.net/repository/092811_Special_Letter,_Smarr.final.pdf
  • 8. I Lost Weight by Changing What & How Much I Eat, While Increasing Aerobic and Weight Bearing Exercise Exercise is Elliptical and Walking Gradually Moving to Zone Diet and 182±4 lbs. Regular Exercise Current Weight 180 Average Blood Pressure 134/73, Pulse 55 Resting Pulse Lowered to 45
  • 9. I Quantify My Food Intake So I Can “Tune” My Glucose/Insulin System and Lower Inflammation Computed Average Over 12 Days When at Home for Maximum Accuracy Measure All Food and Drink Components, Then Use USDA Lookup to Compute Each Item Measuring Daily Food Intake • Quality of Food Needs More “LifeChips”! – All Organic and Mostly Locally Grown – Carbs are Low Glycemic Index – No Added Sugar or Refined Flour – Mostly Fruits and Vegetables – Proteins are Lean – Meat is Grass Fed – No Corn or Antibiotics – Fish is Wild, Often Locally Caught – Fats are Omega-3 Rich – Supplemented by 7g Daily Pharmaceutically Purified Fish Oil Pills For my recommendations on nutrition, exercise, sleep and stress, see: http://lsmarr.calit2.net/repository/LS_reading_recommendations_FiRe_2011.pdf
  • 10. Wireless Monitoring Helps Drive Exercise Goals My Average is 7,000 Steps/ Day Over Last 10 Months
  • 11. Quantifying My Sleep Pattern Using a Zeo - Surprisingly About Half My Sleep is REM! REM is Normally 20% of Sleep An Infant Typically Mine is Between 45-65% of Sleep Has 50% REM
  • 12. On the Road Zeo Solution: Link Headband to Android Smartphone
  • 13. CitiSense –New NSF Grant for Fine-Grained Environmental Sensing Using Cell Phones Seacoast Sci. 4oz 30 compounds Intel MSP contribute e W rett re ns se riie re CitiSense ve ve L C/A S EPA r ve “d “d iisp co sp di s F lla ayy” CitiSense Team ” distribute PI: Bill Griswold Ingolf Krueger Tajana Simunic Rosing Sanjoy Dasgupta Hovav Shacham Kevin Patrick Integrate Into a “LifeChip”
  • 14. From Measuring Macro-Variables to Measuring Your Internal Variables www.technologyreview.com/biomedicine/39636
  • 15. Where I Believe We are Headed: Predictive, Personalized, Preventive, & Participatory Medicine I am Leroy Hood’s Lab Rat! Using a “LifeChip” Quantify ~2500 Blood Proteins, 50 Each from 50 Organs or Cell Types from a Single Drop of Blood To Create a Time Series www.newsweek.com/2009/06/26/a-doctor-s-vision-of-the-future-of-medicine.html
  • 16. Tracking and Reducing Inflammation is Critical to Your Health 2004
  • 17. I Have Greatly Lowered My Body’s Inflammation From Food By Increasing Omega-3s Ratio of AA/EPA “Silent Inflammation” Chronically Ill I take 6 Fish Oil American Pills Per Day Average “Healthy” American Ideal Range My Range Range Source: Barry Sears My Tests by www.yourfuturehealth.com
  • 18. Most Blood Variables Stay Within Normal Range: Fraction of Normal Upper Range For Three Variables Occasional Brief Excursions Above Normal Upper Range
  • 19. My Quarterly Blood Tests In Addition to Lipids: Only One Was Far Beyond Normal Limits • Electrolytes • Liver – Sodium, Potassium, Calcium, – GGTP, SGOT, SGPT, LDH, Total Magnesium, Phosphorus, Boron, Direct Bilirubin, Chlorine, CO2 Alkaline Phosphatase • Micronutrients • Thyroid – Arsenic, Chromium, Cobalt, – T3 Uptake, T4, Free Thyroxine Copper, Iron, Manganese, Index, FT4, 2nd Gen TSH Molybdenum, Selenium, Zinc • Blood Cells • Blood Sugar Cycle – Complete Blood Cell Count – Glucose, Insulin, A1C Hemoglobin – Red Blood Cell Subtypes • Cardio Risk – White Blood Cell Subtypes – Complex Reactive Protein (CRP) • Cancer Screen – Homocysteine – CEA, Total PSA, % Free PSA • Kidneys – CA-19-9 – Bun, Creatinine, Uric Acid • Vitamins & Antioxidant Screen • Protein – Vit D, E; Selenium, ALA, coQ10, – Total Protein, Albumin, Globulin Glutathione, Total Antioxidant Fn. I Track Over 100 Blood Variables Over Time
  • 20. Blood Measurements Reveal Chronic Inflammation Via Complex Reactive Protein Biomarker 15x Normal CRP from Symptom: Blood Tests Acute Diverticulitis “Come Back When You Have a Symptom” ? Inflammation 5x Normal Antibiotics CRP Good Range
  • 21. Inflammation is Episodic and Growing: What Could be the Cause? 27x Much of the Inflammation Drop Is Spontaneous Previous Graph Size 15x Antibiotics 5x Antibiotics Normal Range CRP < 1 Demonstrates Value of Fine-Grained Time Series
  • 22. CRP and LDL Cholesterol Co-Create Arterial Plaque High CRP Arterial Plaque Formation CRP > 4.2, 5x Risk of Future Heart Disease http://sjog.org.au/pathology/pathology_wa/doctor_resources/clinical_articles/high_sensitivity_crp.aspx
  • 23. Frequent Stool Analysis Reveals Lactoferrin Spike to Active Crohn’s Disease (CD) Level Colonoscopy Typical May 2011 Normal Lactoferrin Level < 7 Lactoferrin Value for Active Crohn’s Colonoscopy May 2006 Colonoscopy Jan 2012 Colonoscopy December 2010 Colonoscopy and Biopsies Support CD Diagnosis
  • 24. Confirming the Crohn’s Hypothesis: Finding the “Smoking Gun” with MRI Imaging Liver I Obtained the MRI Slices Transverse Colon From UCSD Medical Services and Converted to Interactive 3D Working With Small Intestine Calit2 Staff & DeskVOX Software Descending Colon Diseased Sigmoid Colon Major Kink Sigmoid Colon Threading Iliac Arteries
  • 25. LS Sigmoid Colon Cross Sections Showing Inflamed Wall Jan 2012 MRI Enterography report: “long segment wall thickening in the proximal and mid portions of the sigmoid colon, extending over a segment of approximately 16 cm, with suggestion of intramural sinus tracts. Ulcerative Colitis is Restricted to the Mucosa, while Crohn's Disease Note Affects the Thickness Whole of Wall - Bowel Wall Normal is 3mm (like a Balloon) Source: L Smarr Using Calit2’s Jurgen Schultz Software
  • 26. Exploring My Internal Organs in the Calit2 Virtual Reality CAVE Using DeskVOX Software Photo & DeskVOX Software Courtesy of Jurgen Schulze, Calit2
  • 27. Autoimmune Diseases Effect 5-8% of Americans • Crohn’s Disease Despite decades of research, the etiology of Crohn's disease • Ulcerative Colitis remains unknown. • Rheumatoid Arthritis Its pathogenesis may involve a complex interplay between • Multiple Sclerosis host genetics, • Psoriasis immune dysfunction, • Type 1 Diabetes, and microbial or environmental factors. • Ankylosing Spondylitis --The Role of Microbes in Crohn's Disease Paul B. Eckburg & David A. Relman • Lupus Erythematosus Clin Infect Dis. 44:256-262 (2007) • Plus Over 70 Others The National Institute of Allergy and Infectious Diseases (NIAID)
  • 28. 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
  • 29. Single Nucleotide Polymorphisms (SNPs) Make Up About 90% of All Human Genetic Variation Person A SNPs Occur Every 100 to 300 Bases Along Human DNA Person B www.23andme.com Tracks One Million SNPs
  • 30. I Wondered if Crohn’s is an Autoimmune Disease, Did I Have a Personal Genomic Polymorphism? From www.23andme.com Polymorphism in Interleukin-23 Receptor Gene — 80% Higher Risk ATG16L1 of Pro-inflammatory Immune Response IRGM NOD2 SNPs Associated with CD
  • 31. You are a Superorganism: Your Body Has Ten Microbes for Every Human Cell! Firmicutes Are the Dominant Phyla in the Human Microbiome Science v.330, p. 1619 (2010)
  • 32. The Gut Microbiome Has Been Mapped in the Last Five Years Using Genome Sequencing “A majority of the bacterial sequences corresponded to uncultivated species and novel microorganisms.” 395 Phylotypes Firmicutes Bacteroidetes “Diversity of the Human Intestinal Microbial Flora” Paul B. Eckburg, et al Science 308, 1635-8 (2005)
  • 33. Crohn’s Disease Patients Have Number of Firmicute Gut Microbe Species Reduced by Over 2/3! Healthy Gut Microbes Actinobacteria 7 Bacteroidetes Proteobacteria Firmicutes 33 5 43 IBD Gut Microbes Actinobacteria 7 Bacteroidetes Proteobacteria Firmicutes 33 5 13 The Missing Firmicutes Inhibit Pro-Inflammation Manichanh, et al, Gut 2006;55:205–211
  • 34. Next Step: Use Microarray to Measure Time Series of Microbial Diversity www.secondgenome.com “Second Genome has developed a sensitive, flexible and robust platform for the identification of microbiome-based signatures for the rapid identification of microbial gut health biomarkers.” DNA microarray that can identify, within hours, over 50,000 different microbes LBL’s Gary Andersen and his PhyloChip
  • 35. Microbial Metagenomics Can Diagnose Disease States From www.23andme.com Mutation in Interleukin-23 Receptor Gene—80% Higher Risk of Pro-inflammatory Immune Response IBD Patients Harbored, on Average, 25% Fewer SNPs Associated with CD Microbial Genes than the Individuals Not Suffering from IBD. 2009
  • 36. Finding Out if I Have Missing Microbes: Metagenomic Sequencing of My Gut Microbiome I Received a Disk Drive Last Week With 35 GB FASTQ Files Weizhong Li, UCSD NGS Pipeline: 230M Reads Only 0.2% Human Next: 100,000 cpu-hrs Gel Image of Extract from Smarr Sample-Next is Library Construction Manny Torralba, Project Lead - Human Genomic Medicine J Craig Venter Institute January 25, 2012
  • 37. 100,000 People Like Me Are Uploading Their Genomes and Medical Records I Have Been Accepted by PGP and Spoke at GET 2012: "N=1: Pioneers of self-tracking" GET Held at the Harvard Medical School
  • 38. Integrative Personal Omics Profiling: 1000x the Data I Have Taken Cell 148, 1293–1307, March 16, 2012 • Michael Snyder, Chair of Genomics Stanford Univ. • Genome 140x Coverage • Blood Tests 20 Times in 14 Months – tracked nearly 20,000 distinct transcripts coding for 12,000 genes – measured the relative levels of more than 6,000 proteins and 1,000 metabolites in Snyder's blood
  • 39. Integrating Systems Biology Data: Cytoscape • OPEN SOURCE Java Platform for Integration of Systems Biology Data • Layout and Query of Interaction Networks (Physical And Genetic) • Visual and Programmatic Integration of Molecular State Data (Attributes) 39 www.cytoscape.org
  • 40. With the Explosion in Biomedical Data, What is the Required Cyberinfrastructure? Report 2009 http://rci.ucsd.edu
  • 41. Source: Lucila Ohno-Machado, UCSD SOM iDASH Outcome of NIH Botstein-Smarr Report (1999) 41 http://acd.od.nih.gov/agendas/060399_Biomed_Computing_WG_RPT.htm
  • 42. New NCBC: integrating Data for Analysis, Anonymization, and SHaring (iDASH) Private Cloud at SD Supercomputer Center Medical Center Data Hosting HIPAA certified facility 42 Source: Lucila Ohno-Machado, UCSD SOM funded by NIH U54HL108460
  • 43. UCSD Next Generation Sequencer Example: Professor Trey Idekar Leichtag/Sequencer Storage Skaggs/Users Next Gen Sequencers Generate ~1TB/Run Calit2/Storage SDSC/Triton Source: Chris Misleh, Calit2/SOM
  • 44. Calit2 Community Cyberinfrastructure for Advanced Microbial Ecology Research and Analysis (CAMERA) Source: Phil Papadopoulos, SDSC, Calit2 512 Processors ~200TB ~5 Teraflops Sun X4500 ~ 200 Terabytes Storage 1GbE and Storage 10GbE Switched/ 10GbE Routed Core 5000 Users 90 Countries
  • 45. Access to Computing Resources Tailored by User’s Requirements and Resources Advanced HPC Platforms CAMERA Core HPC Resource NSF/DOE TeraScale Resources Source: Jeff Grethe, CAMERA
  • 46. NSF Funds a Data-Intensive Track 2 Supercomputer: SDSC’s Gordon-Coming Summer 2011 • Data-Intensive Supercomputer Based on SSD Flash Memory and Virtual Shared Memory SW – Emphasizes MEM and IOPS over FLOPS – Supernode has Virtual Shared Memory: – 2 TB RAM Aggregate – 8 TB SSD Aggregate – Total Machine = 32 Supernodes – 4 PB Disk Parallel File System >100 GB/s I/O • System Designed to Accelerate Access to Massive Data Bases being Generated in Many Fields of Science, Engineering, Medicine, and Social Science Source: Mike Norman, Allan Snavely SDSC
  • 47. Rapid Evolution of 10GbE Port Prices Makes Campus-Scale 10Gbps CI Affordable • Port Pricing is Falling • Density is Rising – Dramatically • Cost of 10GbE Approaching Cluster HPC Interconnects $80K/port Chiaro (60 Max) $ 5K Force 10 (40 max) ~$1000 (300+ Max) $ 500 Arista $ 400 48 ports Arista 48 ports 2005 2007 2009 2010 Source: Philip Papadopoulos, SDSC/Calit2
  • 48. 10G Switched Data Analysis Resource: SDSC’s Data Oasis – Scaled Performance 10Gbps OptIPuter UCSD RCI Radical Change Enabled by Co-Lo Arista 7508 10G Switch 5 384 10G Capable 8 CENIC/ 2 32 NLR Triton 4 Existing 8 Commodity Trestles 32 2 Storage 100 TF 12 1/3 PB 40128 8 Dash 2000 TB Oasis Procurement (RFP) > 50 GB/s 128 • Phase0: > 8GB/s Sustained Today Gordon • Phase I: > 50 GB/sec for Lustre (May 2011) :Phase II: >100 GB/s (Feb 2012) Source: Philip Papadopoulos, SDSC/Calit2
  • 49. From “How Do You Feel?”, to “What Are Your Numbers?” Where’s There’s Data There’s Hope
  • 50. For Further Information Visit My Portal http://lsmarr.calit2.net/

Editor's Notes

  1. This is a production cluster with it’s own Force10 e1200 switch. It is connected to quartzite and is labeled as the “CAMERA Force10 E1200”. We built CAMERA this way because of technology deployed successfully in Quartzite