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“Integrating Healthcare Informatics, Imaging,
        and Systems Biology-A Personal Example”

                            Plenary Lecture
2nd IEEE Conference on Healthcare Informatics, Imaging, & Systems Biology
                             Calit2@UCSD
                          September 27, 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




• 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!




     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
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
I Lowered My Body’s Inflammation From Food
By Increasing Omega-3s and Reducing Omega-6s


                             “Silent Inflammation”

        Chronically Ill                            I take 6 Fish Oil
         American
                                                     Pills Per Day


                          Average “Healthy”
                              American


     Blood Ratio of
   Omega 6 to Omega 3                         Ideal Range
                                                            My Range



                 Range Source: Barry Sears
            My Tests by www.yourfuturehealth.com
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
But, In Spite of My High Levels of Omega-3s,
My Blood Measurements Revealed Chronic Inflammation

           Episodic Peaks in Inflammation                      27x
           Followed by Spontaneous Drop




                               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)
Confirmation of IBD Using
        Calprotectin Biomarker From Stool Sample
                                           50x Upper Limit



          “It is worth noting that
       calprotectin concentrations
          correlate more closely
          with histological than
  macroscopic (endoscopic) findings,
 suggesting that this biological marker
    is more sensitive than endoscopy
       in evaluating IBD’s activity.”
   --Fecal Calprotectin and Lactoferrin
           for the Prediction of
 Inflammatory Bowel Disease Relapse,               Antibiotics
                Gisbert, et al.,                             Normal Range
Inflamm. Bowel Dis. 15, 1190-1198 (2009)                       <50 µg/g
Colonoscopy Images Show
6 Inches of Sigmoid Colon Inflammation




   Dec 2010                              May 2011


           2010 Image from Scripps Health
        2011 Image from UCSD Health Services
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
Comparison of DeskVOX with
Clinical MRI Slice Program Confirms Inflammation



       Image from Cynthia Santillan,
          UCSD Health Services




                                       Image from Jurgen Schultz,
                                                 Calit2
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) 
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
       Antibiotics
                                                       Antibiotics




                                                           Normal




     Values from www.yourfuturehealth.com stool test




          Lysozyme is an Enzyme of the Innate Immune System
                    that Attacks Bacterial Cell Walls
I Tracked My Adaptive Immune System
By Measuring Secretory IgA From Stool Samples

                                          7x Upper Limit
            Peak CRP 12/28/11
            Peak Lactoferrin 5/2/11


                           Normal Range
                           54-204 mg/dL           Antibiotics




   Antibiotics
                                                                Normal
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

       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

                                      Numbers Over Bars Represent
     214x                            Ratio of LS to Healthy Abundance




            58x



                                                      1/8x


                  254x                    1/3x                    1/3x
                         43x   17x   2x                      2x
                                                 1x
Human Systems Biology
Needs Addition of Microbiome Systems Biology




      Van der Greef, Pharmacogenomics, 7, 1087-94 (2006)
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

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Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal Example

  • 1. “Integrating Healthcare Informatics, Imaging, and Systems Biology-A Personal Example” Plenary Lecture 2nd IEEE Conference on Healthcare Informatics, Imaging, & Systems Biology Calit2@UCSD September 27, 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 • 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! 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. 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
  • 8. I Lowered My Body’s Inflammation From Food By Increasing Omega-3s and Reducing Omega-6s “Silent Inflammation” Chronically Ill I take 6 Fish Oil American Pills Per Day Average “Healthy” American Blood Ratio of Omega 6 to Omega 3 Ideal Range My Range Range Source: Barry Sears My Tests by www.yourfuturehealth.com
  • 9. 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
  • 10. But, In Spite of My High Levels of Omega-3s, My Blood Measurements Revealed Chronic Inflammation Episodic Peaks in Inflammation 27x Followed by Spontaneous Drop 15x Antibiotics 5x Antibiotics Normal Range CRP < 1 Complex Reactive Protein (CRP) is a Blood Biomarker for Detecting Presence of Inflammation
  • 11. 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)
  • 12. Confirmation of IBD Using Calprotectin Biomarker From Stool Sample 50x Upper Limit “It is worth noting that calprotectin concentrations correlate more closely with histological than macroscopic (endoscopic) findings, suggesting that this biological marker is more sensitive than endoscopy in evaluating IBD’s activity.” --Fecal Calprotectin and Lactoferrin for the Prediction of Inflammatory Bowel Disease Relapse, Antibiotics Gisbert, et al., Normal Range Inflamm. Bowel Dis. 15, 1190-1198 (2009) <50 µg/g
  • 13. Colonoscopy Images Show 6 Inches of Sigmoid Colon Inflammation Dec 2010 May 2011 2010 Image from Scripps Health 2011 Image from UCSD Health Services
  • 14. 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
  • 15. Comparison of DeskVOX with Clinical MRI Slice Program Confirms Inflammation Image from Cynthia Santillan, UCSD Health Services Image from Jurgen Schultz, Calit2
  • 16. Scalable Visualization for 3D Interactive Body Imaging DeskVOX Software Courtesy of Jurgen Schulze, Calit2
  • 17. 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
  • 18. 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) 
  • 19. 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
  • 20. 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 Antibiotics Antibiotics Normal Values from www.yourfuturehealth.com stool test Lysozyme is an Enzyme of the Innate Immune System that Attacks Bacterial Cell Walls
  • 21. I Tracked My Adaptive Immune System By Measuring Secretory IgA From Stool Samples 7x Upper Limit Peak CRP 12/28/11 Peak Lactoferrin 5/2/11 Normal Range 54-204 mg/dL Antibiotics Antibiotics Normal
  • 22. 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
  • 23. 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!
  • 24. Almost All Abundant Species (≥1%) in Healthy Subjects Are Severely Depleted in LS Gut 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
  • 25. LS Abundant Microbe Species (≥1%) Are Dominated by Rare Species in Healthy Subjects Numbers Over Bars Represent 214x Ratio of LS to Healthy Abundance 58x 1/8x 254x 1/3x 1/3x 43x 17x 2x 2x 1x
  • 26. Human Systems Biology Needs Addition of Microbiome Systems Biology Van der Greef, Pharmacogenomics, 7, 1087-94 (2006)
  • 27. 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