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“The Digital Transformation to
             Predictive & Preventive
             Personalized Medicine”

                          Invited Talk
  Center for Digital Transformation Advisory Board Meeting
                           UC Irvine
                      September 28, 2012


                             Dr. Larry Smarr
Director, California Institute for Telecommunications and Information
                                Technology
                       Harry E. Gruber Professor,
             Dept. of Computer Science and Engineering
                                                                        1
                 Jacobs School of Engineering, UCSD
The Ten Year
     Calit2 Path Forward




• A Ten-Year Vision of Digital Transformation
   – Affiliated Academic Units
   – Calit2 News and Videos


• This Talk Focuses in on:
   – The Digital Transformation of Health




  www.calit2.net/research/index.php
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
Invited Paper for Focus Issue of Biotechnology Journal,
    Edited by Profs. Leroy Hood and Charles Auffray.




       Download Pdfs from my Portal:
http://lsmarr.calit2.net/repository/Biotech_J.
_LS_published_article.pdf
http://lsmarr.calit2.net/repository/Biotech_J.
_Supporting_Info_published.pdf
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




                                                          6

         July/August 2011           February 2012
Combining the Wireless Internet, Body Sensors, Smart Phones,
      and Social Networks to Drive Healthier Lifestyles
Example project:
           Personal Health Monitoring
                                                          “Stability sole”
                                                          integrates
                                                          miniaturized
                                                          flexible sensors and
                                                          electronics into
                                                          standard athletic
                                                          insoles.
                                                          Devices are easy to
                                                          use, invisible, and
                                                          socially acceptable.
                               Dr. Hamid Djalilian
                                                          Body worn sensors
                                                          and electronics are
                                                          an important
                                                          technology area for
                                                          TLC technology.

                                                           Collaborators:
                                                           Hamid Djalilian and
                                                           Mark Bachman



Source: Mark Bachman and G.-P. Li, eHealth and LifeChips at UC Irvine
Example project:
                      Media feedback for pain

Biofeedback with media
Use of physiological monitoring
combined with computer generated
imagery to produce relaxation states for
improved pain and stress management.

                                                                        Dr. Zev Kain




                                Collaborators: Zev
                                Kain, Michelle Fortier,
                                and Mark Bachman



        Source: Mark Bachman and G.-P. Li, eHealth and LifeChips at UC Irvine
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
SMART:
        Social Mobile Approach to Reduce Weight
• Leveraging social networks, social media, mobile phones, and
  the web for weight loss among 18-35 year old young adults
   – Funded with a 5-year grant from NHLBI/NIH




                 Source: Kevin Patrick, UCSD SOM & Calit2
CitiSense –UCSD NSF Grant for Fine-Grained
Environmental Sensing Using Cell Phones
                                                                        Seacoast Sci.
                                                     4oz
                                            30 compounds
                                                                               Intel MSP

                               sense




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                                                                                                  CitiSense Team
                             discover                                                             PI: Bill Griswold
                                                                                                    Ingolf Krueger
                                                                                           Tajana Simunic Rosing
                                                                                                 Sanjoy Dasgupta
                                                                                                  Hovav Shacham
                                                                                                     Kevin Patrick
                                                                                     Integrate
                                                                                       Into a
                                                                                    “LifeChip”
By Measuring the State of My Body and “Tuning” It
  Using Nutrition and Exercise, I Became Healthier


                         1999                         2010
                          2000



Age                                                          Age
 51                                                           61




  I Arrived in La Jolla in 2000 After 20 Years in the Midwest
               and Discovered I was Pre-Diabetic
Wireless Monitoring
Helps Drive Exercise Goals
Quantifying My Sleep Pattern Using a Zeo -
 Increased My Average to 8 Hours/Night




          Stroke risk increased by sleeping less than six hours a night
                              -M. Ruiter, Sleep 2012




      REM is Normally 20% of Sleep        An Infant Typically
     Mine is Between 45-65% of Sleep        Has 50% REM
From One to a Billion Data Points Defining Me:
The Exponential Rise in Body Data in Just One Decade!

                                                   Billion:Microbial Genome
                                                           My Full DNA,
                                                      MRI/CT Images




              Improving Body
                                              SNPs
                          Million: My DNA SNPs,
                                 Zeo, FitBit
                                               Discovering Disease
                        Blood
                       Variables

             One:                  Hundred: My Blood Variables
       Weight Weight
          My
From Measuring Macro-Variables
to Measuring Your Internal Variables




  www.technologyreview.com/biomedicine/39636
Putting Your Heart On-line -
I Will Be Wearing One Starting Tomorrow
I Track 100 Variables in Blood Tests
                     Done Quarterly to Annually
•   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           •   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.

                           Only One of These Was
                           Far Out of Normal Range
My Blood Measurements
          Revealed Chronic Inflammation

     CRP >3 Indicates Increased Risk of CHD                 27x




                            15x



                                Antibiotics

5x

                                                    Antibiotics
                     Normal Range CRP < 1




      Complex Reactive Protein (CRP) is a Blood Biomarker
            for Detecting Presence of Inflammation
By Quantifying Stool Measurements Over Time
I Discovered Source of Inflammation Was Likely in Colon
                                          124x Upper Limit     Typical
                                                             Lactoferrin
                                                              Value for
           Stool Samples Analyzed                              Active
        by www.yourfuturehealth.com                              IBD




                     Normal Range
                      <7.3 µg/mL
       Antibiotics                                    Antibiotics




          Lactoferrin is a Sensitive and Specific Biomarker for
        Detecting Presence of Inflammatory Bowel Disease (IBD)
Confirming the IBD (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




 MRI Jan 2012
Cross Section
                  Diseased Sigmoid Colon




                                                                       Major Kink
                                               Sigmoid Colon
                                           Threading Iliac Arteries
Scalable Visualization
  for 3D Interactive Body Imaging




DeskVOX Software Courtesy of Jurgen Schulze, Calit2
3D Imaging of MR Enterography Data:
                 Virtual Reality and Hard Copy
•   Videos of Me Giving Tours of My Organs:
    – http://www.youtube.com/watch?v=9c4DtJ_L_Ps
    – www.theatlantic.com/magazine/archive/2012/07/the-measured-man/309018/




            Photo & DeskVOX Software Courtesy of Jurgen Schulze, Calit2
Why Did I Have an Autoimmune Disease like IBD?


      Despite decades of research,
     the etiology of Crohn's disease
            remains unknown.
      Its pathogenesis may involve
      a complex interplay between
              host genetics,
           immune dysfunction,
  and microbial or environmental factors.
      --The Role of Microbes in Crohn's Disease

     So I Set Out to Quantify All Three!
             Paul B. Eckburg & David A. Relman
              Clin Infect Dis. 44:256-262 (2007) 
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
I Tracked My Innate Immune System
By Measuring Lysozyme From Stool Samples Over Time
My Immune System Seems to Be Fighting Bacteria Episodically
                                                        2x Upper Limit




                                                       Normal




     Values from www.yourfuturehealth.com stool test




          Lysozyme is an Enzyme of the Innate Immune System
                    that Attacks Bacterial Cell Walls
Your Human Cells are Only 10% of Your Superorganism:
   How Can We Track the 90% which are Microbes?
                      16 = All 4 at Full Strength

        Antibiotics                                                Antibiotics

                                                           Stool




       But Cultured Bacteria Are a Small Fraction of Total




               Values From www.yourfuturehealth.com stool test
Determining My Gut Microbes
  and Their Time Variation
                  Shipped Stool Sample
                   December 28, 2011

                        I Received
                 a Disk Drive April 3, 2012
                 With 35 GB FASTQ Files

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

                   Required 1/2 cpu-yr
                  Per Person Analyzed!
Almost All Abundant Species (≥1%) in Healthy Subjects
           Are Severely Depleted in LS Gut
                       Preliminary Analysis
       1/35                                                       Numbers Over Bars Represent
                                                                 Ratio of LS to Healthy Abundance




              1/15
                     1/8
                                 1/18         1/3          1/3          1/7          1/25      1.1          1/12
                           1/9          1/6         1/62         1/15         1/22          1/65     1/39
LS Abundant Microbe Species (≥1%) Are
Dominated by Rare Species in Healthy Subjects
             Preliminary Analysis
                                      Numbers Over Bars Represent
     214x                            Ratio of LS to Healthy Abundance




            58x



                                                      1/8x


                  254x                    1/3x                    1/3x
                         43x   17x   2x                      2x
                                                 1x
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
From Vials of Blood for a Few Variables
to Thousands of Proteins from a Single Drop




              www.somalogic.com/
Integrative Personal Omics Profiling
Reveals Details of Clinical Onset of Viruses and Diabetes
                                    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
Publically Sharing Your Genome and Medical Records:
               Is it Crazy or the Future?




   I Have Been Accepted by PGP and Spoke at GET 2012
Crowd-Sourcing Health Studies
Is Rapidly Growing With More Open Health Data

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The Digital Transformation to Predictive & Preventive Personalized Medicine

  • 1. “The Digital Transformation to Predictive & Preventive Personalized Medicine” Invited Talk Center for Digital Transformation Advisory Board Meeting UC Irvine September 28, 2012 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering 1 Jacobs School of Engineering, UCSD
  • 2. The Ten Year Calit2 Path Forward • A Ten-Year Vision of Digital Transformation – Affiliated Academic Units – Calit2 News and Videos • This Talk Focuses in on: – The Digital Transformation of Health www.calit2.net/research/index.php
  • 3. 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
  • 4. Invited Paper for Focus Issue of Biotechnology Journal, Edited by Profs. Leroy Hood and Charles Auffray. Download Pdfs from my Portal: http://lsmarr.calit2.net/repository/Biotech_J. _LS_published_article.pdf http://lsmarr.calit2.net/repository/Biotech_J. _Supporting_Info_published.pdf
  • 5. 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
  • 6. The Calit2 Vision of Digitally Enabled Genomic Medicine is an Emerging Reality 6 July/August 2011 February 2012
  • 7. Combining the Wireless Internet, Body Sensors, Smart Phones, and Social Networks to Drive Healthier Lifestyles
  • 8. Example project: Personal Health Monitoring “Stability sole” integrates miniaturized flexible sensors and electronics into standard athletic insoles. Devices are easy to use, invisible, and socially acceptable. Dr. Hamid Djalilian Body worn sensors and electronics are an important technology area for TLC technology. Collaborators: Hamid Djalilian and Mark Bachman Source: Mark Bachman and G.-P. Li, eHealth and LifeChips at UC Irvine
  • 9. Example project: Media feedback for pain Biofeedback with media Use of physiological monitoring combined with computer generated imagery to produce relaxation states for improved pain and stress management. Dr. Zev Kain Collaborators: Zev Kain, Michelle Fortier, and Mark Bachman Source: Mark Bachman and G.-P. Li, eHealth and LifeChips at UC Irvine
  • 10. 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
  • 11. SMART: Social Mobile Approach to Reduce Weight • Leveraging social networks, social media, mobile phones, and the web for weight loss among 18-35 year old young adults – Funded with a 5-year grant from NHLBI/NIH Source: Kevin Patrick, UCSD SOM & Calit2
  • 12. CitiSense –UCSD NSF Grant for Fine-Grained Environmental Sensing Using Cell Phones Seacoast Sci. 4oz 30 compounds Intel MSP sense co co W ntr ntr “d i “dis iibu Cii Ct s bu play play tiiS L te te Seens nse ”” e C/A S EPA ret ret diis ds r r trii tr b iiev ev bu ee ute F te CitiSense Team discover PI: Bill Griswold Ingolf Krueger Tajana Simunic Rosing Sanjoy Dasgupta Hovav Shacham Kevin Patrick Integrate Into a “LifeChip”
  • 13. By Measuring the State of My Body and “Tuning” It Using Nutrition and Exercise, I Became Healthier 1999 2010 2000 Age Age 51 61 I Arrived in La Jolla in 2000 After 20 Years in the Midwest and Discovered I was Pre-Diabetic
  • 15. Quantifying My Sleep Pattern Using a Zeo - Increased My Average to 8 Hours/Night Stroke risk increased by sleeping less than six hours a night -M. Ruiter, Sleep 2012 REM is Normally 20% of Sleep An Infant Typically Mine is Between 45-65% of Sleep Has 50% REM
  • 16. From One to a Billion Data Points Defining Me: The Exponential Rise in Body Data in Just One Decade! Billion:Microbial Genome My Full DNA, MRI/CT Images Improving Body SNPs Million: My DNA SNPs, Zeo, FitBit Discovering Disease Blood Variables One: Hundred: My Blood Variables Weight Weight My
  • 17. From Measuring Macro-Variables to Measuring Your Internal Variables www.technologyreview.com/biomedicine/39636
  • 18. Putting Your Heart On-line - I Will Be Wearing One Starting Tomorrow
  • 19. I Track 100 Variables in Blood Tests Done Quarterly to Annually • 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 • 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. Only One of These Was Far Out of Normal Range
  • 20. My Blood Measurements Revealed Chronic Inflammation CRP >3 Indicates Increased Risk of CHD 27x 15x Antibiotics 5x Antibiotics Normal Range CRP < 1 Complex Reactive Protein (CRP) is a Blood Biomarker for Detecting Presence of Inflammation
  • 21. By Quantifying Stool Measurements Over Time I Discovered Source of Inflammation Was Likely in Colon 124x Upper Limit Typical Lactoferrin Value for Stool Samples Analyzed Active by www.yourfuturehealth.com IBD Normal Range <7.3 µg/mL Antibiotics Antibiotics Lactoferrin is a Sensitive and Specific Biomarker for Detecting Presence of Inflammatory Bowel Disease (IBD)
  • 22. Confirming the IBD (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 MRI Jan 2012 Cross Section Diseased Sigmoid Colon Major Kink Sigmoid Colon Threading Iliac Arteries
  • 23. Scalable Visualization for 3D Interactive Body Imaging DeskVOX Software Courtesy of Jurgen Schulze, Calit2
  • 24. 3D Imaging of MR Enterography Data: Virtual Reality and Hard Copy • Videos of Me Giving Tours of My Organs: – http://www.youtube.com/watch?v=9c4DtJ_L_Ps – www.theatlantic.com/magazine/archive/2012/07/the-measured-man/309018/ Photo & DeskVOX Software Courtesy of Jurgen Schulze, Calit2
  • 25. Why Did I Have an Autoimmune Disease like IBD? Despite decades of research, the etiology of Crohn's disease remains unknown. Its pathogenesis may involve a complex interplay between host genetics, immune dysfunction, and microbial or environmental factors. --The Role of Microbes in Crohn's Disease So I Set Out to Quantify All Three! Paul B. Eckburg & David A. Relman Clin Infect Dis. 44:256-262 (2007) 
  • 26. 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
  • 27. 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
  • 28. 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
  • 29. I Tracked My Innate Immune System By Measuring Lysozyme From Stool Samples Over Time My Immune System Seems to Be Fighting Bacteria Episodically 2x Upper Limit Normal Values from www.yourfuturehealth.com stool test Lysozyme is an Enzyme of the Innate Immune System that Attacks Bacterial Cell Walls
  • 30. Your Human Cells are Only 10% of Your Superorganism: How Can We Track the 90% which are Microbes? 16 = All 4 at Full Strength Antibiotics Antibiotics Stool But Cultured Bacteria Are a Small Fraction of Total Values From www.yourfuturehealth.com stool test
  • 31. Determining My Gut Microbes and Their Time Variation Shipped Stool Sample December 28, 2011 I Received a Disk Drive April 3, 2012 With 35 GB FASTQ Files Weizhong Li, UCSD NGS Pipeline: 230M Reads Only 0.2% Human Required 1/2 cpu-yr Per Person Analyzed!
  • 32. Almost All Abundant Species (≥1%) in Healthy Subjects Are Severely Depleted in LS Gut Preliminary Analysis 1/35 Numbers Over Bars Represent Ratio of LS to Healthy Abundance 1/15 1/8 1/18 1/3 1/3 1/7 1/25 1.1 1/12 1/9 1/6 1/62 1/15 1/22 1/65 1/39
  • 33. LS Abundant Microbe Species (≥1%) Are Dominated by Rare Species in Healthy Subjects Preliminary Analysis Numbers Over Bars Represent 214x Ratio of LS to Healthy Abundance 58x 1/8x 254x 1/3x 1/3x 43x 17x 2x 2x 1x
  • 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. From Vials of Blood for a Few Variables to Thousands of Proteins from a Single Drop www.somalogic.com/
  • 36. Integrative Personal Omics Profiling Reveals Details of Clinical Onset of Viruses and Diabetes 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
  • 37. Publically Sharing Your Genome and Medical Records: Is it Crazy or the Future? I Have Been Accepted by PGP and Spoke at GET 2012
  • 38. Crowd-Sourcing Health Studies Is Rapidly Growing With More Open Health Data