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From Digitally Enabled Genomic Medicine to Personalized Healthcare Invited Colloquium Philips Eindhoven Eindhoven, Netherlands December 8, 2011 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor,  Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD http://lsmarr.calit2.net
Calit2 Has Been Had a Vision of  “the Digital Transformation of Health” for a Decade ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],www.bodymedia.com The Content of This Slide from 2001 Larry Smarr  Calit2 Talk on Digitally Enabled Genomic Medicine
Personal Time Series Tracking  is an Emerging Trend
San Diego Has Become  the National Center for Wireless Health
Over the Next Decade an Explosion of Health Sensing: Center for Wireless &Population Health Systems Psychological & Social sensors Biological sensors Diet & Physical Activity sensors Air quality (particulate, ozone, etc) Temperature, GPS, Sound, Video, Other devices & embedded sensors BP, Resp, HR, Blood (e.g. glucose, electrolytes, pharmacological, hormone), Transdermal, Implants Mood, Social network (peers/family) Attention, voice analysis Physical activity (PAEE, type), sedentary Posture/orientation, diet intake (photo/bar code) Wearable Environmental sensors Sensor data + Clinical & Personal Health Record Data +  Ecological data on  determinants of health + Analysis & comparison of  parameters in near-real time  (normative and ipsative)  + Sufficient population-level data to comprehend trends,  model them and predict health outcomes + Feedback in near real-time via SMS, audio, haptic or other cues for behavior or  change in Rx device = True Preventive Medicine! Sensors embedded in the environment Geocoded data on safety, location of recreation, food, hazards, etc
Wireless Monitoring Helps Drive Exercise Goals 25 Week Average:  2473 Calories Burned/Day  1:19 hr Physical Activity/Day (>3 METs) 6887 Steps/Day (~3.4 Miles) 25 Week Ave:  6:51 hrs with 81% Efficiency www.bodymedia.com Elliptical Gardening Up and Down House Steps Measure Quantity and Quality of Sleep
Quantifying My Sleep Pattern Using Zeo - Surprisingly About Half My Sleep is REM! REM  is Normally 20% of Sleep Mine is Between 45-65% of Sleep An Infant Typically Has 50% REM
[object Object],[object Object],[object Object],Physical Activity Location Measurement System (PALMS)  Funded through the NIH Gene, Environment and Health Initiative Exposure Biology Program NIH/NCI Grant 1 U01 CA130771
PALMS Overview Measuring Your Personal Exposome
Feb 16, 2011 PALMS was Recently  Featured in Nature on Measuring the  Exposome
CitiSense –New NSF Grant for Fine-Grained Environmental Sensing Using Cell Phones  Seacoast Sci. 4oz 30 compounds CitiSense Team PI: Bill Griswold Ingolf Krueger Tajana Simunic Rosing Sanjoy Dasgupta Hovav Shacham Kevin Patrick C/A L S W F CitiSense contribute distribute sense “ display” discover retrieve EPA Intel MSP
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 LifeChips medical devices 65 UCI Faculty
I am the Future Digital Health Consumer:  Measuring the State of Your Body and “Tuning” It 2000 I Arrived in La Jolla in 2000 After 20 Years in the Midwest and Decided to Move Against the Obesity Trend Age 51 1999 Now the Top Listed Article By Google for “Larry Smarr” www.xconomy.com/san-diego/2010/05/12/how-internet-pioneer-larry-smarr-lost-20-pounds-by-becoming-a-quantified-self/ 2010 Age 61
Goal: Lose Weight by Changing What &How Much I Eat, While Increasing Aerobic Exercise Gradually Moving to Zone Diet and  Regular Exercise Exercise is Elliptical and Walking Blood Pressure 134/73 Pulse 55 Resting Pulse Lowered to 45 182±4 lbs.
Goal: Quantify Your Food Intake So You Can “Tune” Your Glucose/Insulin System and Lower Inflammation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],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  Still Need to Lower Sugar &  Increase Protein and Decrease Fat by 15%
Where I Believe We are Headed: Predictive, Personalized, Preventive, & Participatory Medicine www.newsweek.com/2009/06/26/a-doctor-s-vision-of-the-future-of-medicine.html Quantify ~2500 Blood Proteins,  50 Each from 50 Organs or Cell Types  from a Single Drop of Blood To Create a Time Series I am Leroy Hood’s Lab Rat!
Goal: Change Your Cholesterol Levels to Lower LDL, Raise HDL, While Lowering Total Raising “Good” HDL Seems Most Difficult Began Statin LDL -45% HDL +33% Total -40%
Goal: Lower Triglycerides and Cholesterol Ratios  to Reduce Future Risk of Diabetes and Heart Disease ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],“ The Ratio of Triglycerides to  HDL Cholesterol (TG/HDL-C) is the Single Most Powerful  Lipid Predictor of  Extensive Coronary Disease.” [Clinics 2008; v.64: 427-432]
Goal: Lower Ratio of Arachidonic Acid to EPA  to Reduce Pro-Inflammatory Potential of Your Cells Range Source: Barry Sears My Tests by www.yourfuturehealth.com Chronically Ill American Average “Healthy” American Ideal Range My Range “ Silent Inflammation” I take 6 Fish Oil Pills Per Day
Blood Tests I Do Quarterly to Annually In Addition to Lipids & Omegas  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
But, In Spite of My High Levels of Omega-3s,  Blood Measurements Show Chronic Inflammation “ Come Back When You Have a Symptom” hsCRP from  Blood Tests hsCRP Good Range 15x Normal Antibiotics Symptom:  Acute Diverticulitis Inflammation  5x Normal
Carotid Artery Ultrasound Reveals Plaque Thickness Significantly Increasing In Just Two Years October 14, 2010 Oct 31 2008 Right 0.59 to 0.73mm 24% Thicker Plaque Left 0.75 to 0.84 mm 12% Thicker Plaque
Measuring Stool and Blood Markers Revealed  Episodic Inflammation Peaks of CRP and Lactoferrin Stool Tests by  yourfuturehealth.com Peaks 25-30x Normal “ Significant Inflammation  of Sigmoid Colon”  Lactoferrin Good Range hsCRP Good Range Colonoscopy December 2010 Colonoscopy May 2006 “ Mild Inflammation of Colonic Muscosa”
High Level Crohn’s Flares Are Quite Sudden: Will be Missed Without Frequent Measurements Biopsies and Lactoferrin Values Confirm CD Colonoscopy May 2006 Colonoscopy May 2011 Colonoscopy December 2010
I Wondered if Crohn’s is an Autoimmune Disease,  Did I Have a Personal Genomic Polymorphism? From www.23andme.com SNPs Associated with CD NOD2 ATG16L1 IRGM Polymorphism in  Interleukin-23 Receptor Gene — 80% Higher Risk  of Pro-inflammatory Immune Response 2009
Antibiotics Are Highly Disruptive of Colon Microbiome-- Takes 3-4 Years to Recover Three Years After 10 Days of Antibiotics Levaquin  & Metronidaloze Next Step Get DNA  Microbe Metagenomics, Parasite,  Yeast Test These Tests Culture Bacteria “ Good” Microbes “ Bad” Microbes All 3+ or 4+ Three Weeks  Before Taking Antibiotics
The Human Microbiome is the Next Large NIH Drive  to Understand Human Health and Disease ,[object Object],[object Object],[object Object],“ Diversity of the Human Intestinal Microbial Flora”  Paul B. Eckburg, et al  Science  (10 June 2005) 395 Phylotypes
Crohn’s Disease Patients Have Number of Gut Microbe Species in Firmicutes Phyla Reduced by Over 2/3! Manichanh, et al,  Gut  2006;55:205–211 While Bacteroidetes Species Count is the Same Healthy Gut Microbes IBD Gut Microbes
My Warning Signs From Cultured Microbes of IBD ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Microbial Metagenomics Can Diagnose Disease States From www.23andme.com SNPs Associated with CD IBD Patients Harbored,  on Average,  25% Fewer  Microbial Genes  than the Individuals  Not Suffering from IBD. Mutation in Interleukin-23  Receptor Gene—80% Higher Risk of Pro-inflammatory Immune Response 2009
To Understand Causes of IBD, One Needs  to Look at Interplay of Genes and Colonic Microbes Associations between IBD and genes that regulate microbial recognition and innate immune pathways   indicate the important roles of host-microbe interactions in regulating intestinal immune homeostasis.  There is increasing evidence that intestinal microbes influence host immune development, immune responses, and susceptibility to human diseases such as IBD, diabetes mellitus, and obesity. GASTROENTEROLOGY 2011;140:1729–1737
Understanding Autoimmune Diseases Will Require  Complete Genomes, Microbial Metagenomics Over Populations ~80% of Our Immune System is Based in our Gut Follow Molecular Interactions with Proteomics, Metabolomics, &Transcriptomics  of Joint Genomic Production of Human DNA and Microbiome DNA

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From Digitally Enabled Genomic Medicine to Personalized Healthcare

  • 1. From Digitally Enabled Genomic Medicine to Personalized Healthcare Invited Colloquium Philips Eindhoven Eindhoven, Netherlands December 8, 2011 Dr. Larry Smarr Director, California Institute for Telecommunications and Information Technology Harry E. Gruber Professor, Dept. of Computer Science and Engineering Jacobs School of Engineering, UCSD http://lsmarr.calit2.net
  • 2.
  • 3. Personal Time Series Tracking is an Emerging Trend
  • 4. San Diego Has Become the National Center for Wireless Health
  • 5. Over the Next Decade an Explosion of Health Sensing: Center for Wireless &Population Health Systems Psychological & Social sensors Biological sensors Diet & Physical Activity sensors Air quality (particulate, ozone, etc) Temperature, GPS, Sound, Video, Other devices & embedded sensors BP, Resp, HR, Blood (e.g. glucose, electrolytes, pharmacological, hormone), Transdermal, Implants Mood, Social network (peers/family) Attention, voice analysis Physical activity (PAEE, type), sedentary Posture/orientation, diet intake (photo/bar code) Wearable Environmental sensors Sensor data + Clinical & Personal Health Record Data + Ecological data on determinants of health + Analysis & comparison of parameters in near-real time (normative and ipsative) + Sufficient population-level data to comprehend trends, model them and predict health outcomes + Feedback in near real-time via SMS, audio, haptic or other cues for behavior or change in Rx device = True Preventive Medicine! Sensors embedded in the environment Geocoded data on safety, location of recreation, food, hazards, etc
  • 6. Wireless Monitoring Helps Drive Exercise Goals 25 Week Average: 2473 Calories Burned/Day 1:19 hr Physical Activity/Day (>3 METs) 6887 Steps/Day (~3.4 Miles) 25 Week Ave: 6:51 hrs with 81% Efficiency www.bodymedia.com Elliptical Gardening Up and Down House Steps Measure Quantity and Quality of Sleep
  • 7. Quantifying My Sleep Pattern Using Zeo - Surprisingly About Half My Sleep is REM! REM is Normally 20% of Sleep Mine is Between 45-65% of Sleep An Infant Typically Has 50% REM
  • 8.
  • 9. PALMS Overview Measuring Your Personal Exposome
  • 10. Feb 16, 2011 PALMS was Recently Featured in Nature on Measuring the Exposome
  • 11. CitiSense –New NSF Grant for Fine-Grained Environmental Sensing Using Cell Phones Seacoast Sci. 4oz 30 compounds CitiSense Team PI: Bill Griswold Ingolf Krueger Tajana Simunic Rosing Sanjoy Dasgupta Hovav Shacham Kevin Patrick C/A L S W F CitiSense contribute distribute sense “ display” discover retrieve EPA Intel MSP
  • 12. 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 LifeChips medical devices 65 UCI Faculty
  • 13. I am the Future Digital Health Consumer: Measuring the State of Your Body and “Tuning” It 2000 I Arrived in La Jolla in 2000 After 20 Years in the Midwest and Decided to Move Against the Obesity Trend Age 51 1999 Now the Top Listed Article By Google for “Larry Smarr” www.xconomy.com/san-diego/2010/05/12/how-internet-pioneer-larry-smarr-lost-20-pounds-by-becoming-a-quantified-self/ 2010 Age 61
  • 14. Goal: Lose Weight by Changing What &How Much I Eat, While Increasing Aerobic Exercise Gradually Moving to Zone Diet and Regular Exercise Exercise is Elliptical and Walking Blood Pressure 134/73 Pulse 55 Resting Pulse Lowered to 45 182±4 lbs.
  • 15.
  • 16. Where I Believe We are Headed: Predictive, Personalized, Preventive, & Participatory Medicine www.newsweek.com/2009/06/26/a-doctor-s-vision-of-the-future-of-medicine.html Quantify ~2500 Blood Proteins, 50 Each from 50 Organs or Cell Types from a Single Drop of Blood To Create a Time Series I am Leroy Hood’s Lab Rat!
  • 17. Goal: Change Your Cholesterol Levels to Lower LDL, Raise HDL, While Lowering Total Raising “Good” HDL Seems Most Difficult Began Statin LDL -45% HDL +33% Total -40%
  • 18.
  • 19. Goal: Lower Ratio of Arachidonic Acid to EPA to Reduce Pro-Inflammatory Potential of Your Cells Range Source: Barry Sears My Tests by www.yourfuturehealth.com Chronically Ill American Average “Healthy” American Ideal Range My Range “ Silent Inflammation” I take 6 Fish Oil Pills Per Day
  • 20.
  • 21. But, In Spite of My High Levels of Omega-3s, Blood Measurements Show Chronic Inflammation “ Come Back When You Have a Symptom” hsCRP from Blood Tests hsCRP Good Range 15x Normal Antibiotics Symptom: Acute Diverticulitis Inflammation 5x Normal
  • 22. Carotid Artery Ultrasound Reveals Plaque Thickness Significantly Increasing In Just Two Years October 14, 2010 Oct 31 2008 Right 0.59 to 0.73mm 24% Thicker Plaque Left 0.75 to 0.84 mm 12% Thicker Plaque
  • 23. Measuring Stool and Blood Markers Revealed Episodic Inflammation Peaks of CRP and Lactoferrin Stool Tests by yourfuturehealth.com Peaks 25-30x Normal “ Significant Inflammation of Sigmoid Colon” Lactoferrin Good Range hsCRP Good Range Colonoscopy December 2010 Colonoscopy May 2006 “ Mild Inflammation of Colonic Muscosa”
  • 24. High Level Crohn’s Flares Are Quite Sudden: Will be Missed Without Frequent Measurements Biopsies and Lactoferrin Values Confirm CD Colonoscopy May 2006 Colonoscopy May 2011 Colonoscopy December 2010
  • 25. I Wondered if Crohn’s is an Autoimmune Disease, Did I Have a Personal Genomic Polymorphism? From www.23andme.com SNPs Associated with CD NOD2 ATG16L1 IRGM Polymorphism in Interleukin-23 Receptor Gene — 80% Higher Risk of Pro-inflammatory Immune Response 2009
  • 26. Antibiotics Are Highly Disruptive of Colon Microbiome-- Takes 3-4 Years to Recover Three Years After 10 Days of Antibiotics Levaquin & Metronidaloze Next Step Get DNA Microbe Metagenomics, Parasite, Yeast Test These Tests Culture Bacteria “ Good” Microbes “ Bad” Microbes All 3+ or 4+ Three Weeks Before Taking Antibiotics
  • 27.
  • 28. Crohn’s Disease Patients Have Number of Gut Microbe Species in Firmicutes Phyla Reduced by Over 2/3! Manichanh, et al, Gut 2006;55:205–211 While Bacteroidetes Species Count is the Same Healthy Gut Microbes IBD Gut Microbes
  • 29.
  • 30. Microbial Metagenomics Can Diagnose Disease States From www.23andme.com SNPs Associated with CD IBD Patients Harbored, on Average, 25% Fewer Microbial Genes than the Individuals Not Suffering from IBD. Mutation in Interleukin-23 Receptor Gene—80% Higher Risk of Pro-inflammatory Immune Response 2009
  • 31. To Understand Causes of IBD, One Needs to Look at Interplay of Genes and Colonic Microbes Associations between IBD and genes that regulate microbial recognition and innate immune pathways indicate the important roles of host-microbe interactions in regulating intestinal immune homeostasis. There is increasing evidence that intestinal microbes influence host immune development, immune responses, and susceptibility to human diseases such as IBD, diabetes mellitus, and obesity. GASTROENTEROLOGY 2011;140:1729–1737
  • 32. Understanding Autoimmune Diseases Will Require Complete Genomes, Microbial Metagenomics Over Populations ~80% of Our Immune System is Based in our Gut Follow Molecular Interactions with Proteomics, Metabolomics, &Transcriptomics of Joint Genomic Production of Human DNA and Microbiome DNA