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The Digital Transformation of Healthcare

                    Guest Lecture
          Professor Kevin Zhu’s MBA Class
       “Disruptive Technologies in Healthcare”
                 UCSD’s Rady School
                    May 18, 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
            Follow me at 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
San Diego Has Become
the National Center for Wireless Health
CitiSense –New NSF Grant for Fine-Grained
Environmental Sensing Using Cell Phones
                                                             Seacoast Sci.
                                                 4oz
                                        30 compounds
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                                                                                      CitiSense Team
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                           distribute                                                  PI: Bill Griswold
                                                                                        Ingolf Krueger
                                                                                Tajana Simunic Rosing
                                                                                     Sanjoy Dasgupta
                                                                                      Hovav Shacham
                                                                                          Kevin Patrick
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
I am the Digitally-Enabled “Patient of the Future”:
   Measuring the State of Your Body and “Tuning” It


                            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.

                  I Reversed My Body’s Decline By
                    Altering Nutrition and Exercise
“LifeChip” Wireless Monitoring
                      Helps Drive Exercise Goals
www.bodymedia.com



                        Elliptical   Gardening   Up and Down House Steps




                                                25 Week Average:
                                            2473 Calories Burned/Day
                                      1:19 hr Physical Activity/Day (>3 METs)
                                           6887 Steps/Day (~3.4 Miles)


                    Measure Quantity and Quality of Sleep




                           25 Week Ave: 6:51 hrs with 81% Efficiency
Quantifying My Sleep Pattern Using a Zeo “LifeChip” -
     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
From Measuring Macro-Variables
to Measuring Your Internal Variables




   www.technologyreview.com/biomedicine/39636
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
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           •   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
Natural Anti-Inflammation Can Be Much Larger Effect
  Than Antibiotic-Induced Inflammation Remission

                                                                27x
          Much of the Inflammation Drop
                Is Spontaneous


                           15x


                                 Antibiotics


                                                  Antibiotics
                      Normal Range CRP < 1




      Demonstrates Value of Fine-Grained Time Series
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
I Have Been Accepted by PGP and Spoke at GET 2012:
     My Full Genome Will Be Sequenced This Year




              www.personalgenomes.org
From 10,000 Human Genomes Sequenced in 2011
to 1 Million by 2015 Out of Less Than 5,000 sq. ft.!




            4 Million Newborns / Year in U.S.
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
First Stage of Metagenomic Sequencing of
My Gut Microbiome at J. Craig Venter Institute


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

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

                                       Next: 10-100,000 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
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
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)




                                                         33



          www.cytoscape.org
Integrative Personal Omics Profiling:
What I am Doing, But 1000 Times the Data!
                            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

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The Digital Transformation of Healthcare

  • 1. The Digital Transformation of Healthcare Guest Lecture Professor Kevin Zhu’s MBA Class “Disruptive Technologies in Healthcare” UCSD’s Rady School May 18, 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 Follow me at 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. San Diego Has Become the National Center for Wireless Health
  • 6. 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
  • 7. 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
  • 8. I am the Digitally-Enabled “Patient of the Future”: Measuring the State of Your Body and “Tuning” It 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. I Reversed My Body’s Decline By Altering Nutrition and Exercise
  • 9. “LifeChip” Wireless Monitoring Helps Drive Exercise Goals www.bodymedia.com Elliptical Gardening Up and Down House Steps 25 Week Average: 2473 Calories Burned/Day 1:19 hr Physical Activity/Day (>3 METs) 6887 Steps/Day (~3.4 Miles) Measure Quantity and Quality of Sleep 25 Week Ave: 6:51 hrs with 81% Efficiency
  • 10. Quantifying My Sleep Pattern Using a Zeo “LifeChip” - 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
  • 11. From Measuring Macro-Variables to Measuring Your Internal Variables www.technologyreview.com/biomedicine/39636
  • 12. Tracking and Reducing Inflammation is Critical to Your Health 2004
  • 13. 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
  • 14. 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 • 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
  • 15. Natural Anti-Inflammation Can Be Much Larger Effect Than Antibiotic-Induced Inflammation Remission 27x Much of the Inflammation Drop Is Spontaneous 15x Antibiotics Antibiotics Normal Range CRP < 1 Demonstrates Value of Fine-Grained Time Series
  • 16. 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
  • 17. 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
  • 18. 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
  • 19. Exploring My Internal Organs in the Calit2 Virtual Reality CAVE Using DeskVOX Software Photo & DeskVOX Software Courtesy of Jurgen Schulze, Calit2
  • 20. 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)
  • 21. 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
  • 22. 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
  • 23. 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
  • 24. I Have Been Accepted by PGP and Spoke at GET 2012: My Full Genome Will Be Sequenced This Year www.personalgenomes.org
  • 25. From 10,000 Human Genomes Sequenced in 2011 to 1 Million by 2015 Out of Less Than 5,000 sq. ft.! 4 Million Newborns / Year in U.S.
  • 26. 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)
  • 27. 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)
  • 28. 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
  • 29. 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
  • 30. 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
  • 31. First Stage of Metagenomic Sequencing of My Gut Microbiome at J. Craig Venter Institute I Received a Disk Drive Last Week With 35 GB FASTQ Files Weizhong Li, UCSD NGS Pipeline: 230M Reads Only 0.2% Human Next: 10-100,000 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
  • 32. 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
  • 33. 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) 33 www.cytoscape.org
  • 34. Integrative Personal Omics Profiling: What I am Doing, But 1000 Times the Data! 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