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“N-of-1 Experience in
Personalized Lifestyle Medicine”
Invited Talk
2018 Thought Leaders Consortium
The Science of Precision:
What’s Next for Personalized Lifestyle Health Care
Tucson, Arizona
October 13, 2018
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
1
“Know Thyself”
From the Temple of Apollo to the Quantified Self
From the Reichert-Haus in Ludwigshafen, Germany
“Knowing Me” Led Me to Become a Digitally-Enabled “Patient of the Future”:
Measuring the State of My Body and “Tuning” It
www.xconomy.com/san-diego/2010/05/12/how-internet-pioneer-larry-smarr-
2000
2010
Age
61
I Arrived in La Jolla in 2000 After 20 Years in the Midwest
and Decided to Move Against the Obesity Trend
Age
51
1999
I Started By Reducing My Weight and Body Fat
Through Nutrition and Exercise
I Lost 23 lbs and More Than 1/3 of My Original Body Fat
Measurements by Trainer Terry Martin
Weight
Walking 3 Miles/Day and 2 Elliptical Sessions Per Week
Has Lowered My Resting Heartrate
From Measuring Macro-Variables
to Measuring Your Internal Variables
www.technologyreview.com/biomedicine/39636
I Started Tracking Biomarkers for Health,
But Unexpectedly Discovered Disease
My Quarterly
Blood DrawCalit2 64 Megapixel VROOM
For a Detailed 45-Minute Video of Me Exploring My Biomarkers and Microbiome on the Wall,
See www.youtube.com/watch?v=9FhlA_3pLHY
Only One of My Blood Measurements
Was Far Out of Range--Indicating Chronic Inflammation
Normal Range <1 mg/L
27x Upper Limit
Complex Reactive Protein (CRP) is a Blood Biomarker
for Detecting Presence of Inflammation
Longitudinal Stool Tests Revealed Large Excursions in My Immune System:
Implying I Had Inflammatory Bowel Disease
Normal Range
<7.3 µg/mL
124x Upper Limit for Healthy
Lactoferrin is a Protein Shed from Neutrophils -
An Antibacterial that Sequesters Iron
Typical
Lactoferrin Value for
Active Inflammatory
Bowel Disease
(IBD)
I Found I Had One of the Earliest Known SNPs
Associated with Crohn’s Disease
From www.23andme.com
SNPs Associated with CD
Polymorphism in
Interleukin-23 Receptor Gene
— 80% Higher Risk
of Pro-inflammatory
Immune Response
NOD2
IRGM
ATG16L1
Descending Colon
Sigmoid Colon
Threading Iliac Arteries
Major Kink
Confirming the IBD (Colonic Crohn’s) Hypothesis in 2012:
Finding the “Smoking Gun” with MRI Imaging
I Obtained the MRI Slices
From UCSD Medical Services
and Converted to Interactive 3D
Working With Calit2 Staff
Transverse Colon
Liver
Small Intestine
Diseased Sigmoid Colon
Cross Section
MRI Jan 2012
Severe Colon
Wall Swelling
3D Virtual Colonoscopy
Full Body CAT Scan at mm Resolution, Including Virtual Colonoscopy
in June 2016 Convinced Me Time Had Come for Surgery
Source: Body Scan Intl., Irvine, CA
“I would take it out.
All it can do is cause you trouble.”
-Harvey Eisenberg, MD
June 2016
Lumen
No Air
From Quantified Self to Quantified Surgery:
Converting MRI Slices to 3D Organ Segmentation for Surgical Pre-Planning
MRI Radiology Team to Enable 3D:
Dr. Anders Dale, Dr. Stephen Dorros, Dr. Christine Chung, and Dr. Cynthia Santillan
High Resolution 3 Tesla MRI in
UCSD’s Center for Translational Imaging
and Precision Medicine
Calit2’s Dr. Jurgen Schulze Developed Software to Convert
150 2D MRI Slices to 3D Organs
Pre-Surgical Planning in QI Virtual Reality:
Using Virtual Reality As Input for Positioning The Two Resection Cuts
Colon Visualization by Jurgen Schulze, Calit2;
Photo Credit Tom DeFanti, Calit2
Surgeon Sonia Ramamoorthy, MD
in QI Virtual Reality CAVE
Friday November 25, 2016
Using Calit2 Organ Segmentation
During My Sigmoid Colon Resection Surgery on November 29, 2016
Patient Smarr
With da Vinci Robot
Arms Inside Him
OR Team Using Large Screens
To Watch Dr. Schulze’s da Vinci Images
Dr. Ramamoorthy Operating
Da Vinci Xi Robot During Surgery
Dr. Schulze Rotating 3D Organs To Match Up
With da Vinci Arms and Internal Camera
Dr. Ramamoorthy Using Interactive 3D Anatomy in the Operating Room
During My Surgical Resection
Dr. William Sandborn Using Colonoscope in OR
To Simultaneously Get Inside and Outside View of Reconnected Colon
Dr. William Sandborn Performing Colonoscopy
While da Vinci Observes from Inside Abdomen
Dr. Santi Horgan, Director of Minimal Invasive Surgery,
Pointing to Stapled Anastomosis
Normal Range
<1 mg/L
Using hsCRP to Track Inflammation
Following Surgery to Detect Post-Surgical Complications
Peak 60.6
Morning After
Surgery
Quantified Recovery (Steps Walked Per Day) -
Recovered to Pre-Surgery Level in Two Weeks
10,000
Steps
Surgery
LeftJMC
5 Miles
Per Day
Dec 14
Nov 29
Colonic Inflammation:
Abrupt Shift to Healthy Following Surgical Resection
1800x Lower Than Peak
Normal Range <7.3
Surgery
Peak
From N=1 Experiment to Clinical Tool: 3D Medical Imaging Pilot
to Improve Surgical Outcomes for Patients with Crohn’s Disease (CD)
• $1.2 M Grant From the Helmsley Charitable Trust
• UC San Diego Collaborative Team:
– PI Larry Smarr, PhD, Director Calit2
– Jurgen Schulze, PhD, Virtual Reality Research Scientist, Calit2
– Sonia Ramamoorthy, MD, Chief of Colorectal Surgery
– Bill Sandborn, MD, Chief of Gastroenterology
– Cynthia Santillan, MD, Chief of the Body Imaging
• Pilot Will:
– Integrate 3D Medical Imaging Within Clinical Practice
– Evaluate 10 CD Patients Having Small Bowel or Colonic Strictures Using 3D Imaging
– Assess Software Usability in the UCSD IBD Clinic & Operating Room for Both Physician & Patient
Your Body Has 10 Times
As Many Microbe Cells As DNA-Bearing Human Cells
Your Microbiome is
Your “Near-Body” Environment
and its Cells
Contain ~100x as Many DNA Genes
As Your Human DNA-Bearing Cells
Inclusion of this “Dark Matter” of the Body
Will Radically Alter Medicine
Your Body Hosts 40 Trillion Microbes
I Have Been Collaborating with the UCSD Knight Lab
To Analyze My Gut Microbiome Dynamics
Larry’s 40 Stool Samples Over 3.5 Years
to Rob’s lab on April 30, 2015
Lessons from Ecological Dynamics:
Gut Microbiome Has Multiple Relatively Stable Equilibria
“The Application of Ecological Theory Toward an Understanding of the Human Microbiome,”
Elizabeth Costello, Keaton Stagaman, Les Dethlefsen, Brendan Bohannan, David Relman
Science 336, 1255-62 (2012)
PCoA by Justine Debelius and Jose Navas,
Knight Lab, UCSD
Principal Coordinate Analysis of
Microbiome Ecology
My Gut Microbiome Ecology Shifted After Drug Therapy
Leading to Rapid Weight Gain, But Drop in IBD Symptoms
Lialda &
Uceris
12/1/13
to
1/1/14
12/1/13-
1/1/14
Frequent IBD Symptoms
Weight Loss
7/1/12 to 12/1/14
Blue Balls on
Diagram to the Right
Weight Data from Larry Smarr, Calit2, UCSD
Weekly Weight
Few IBD Symptoms
Weight Gain 1/1/14 to 8/1/15
Red Balls on
Diagram to the Right
My Fasting Glucose Level Began to Rise After the Microbiome Shift
– I Had Developed Metabolic Syndrome
Glucose Best Range
70 to 100
Prediabetes Range
100 to 125
Weight gain startedDiabetes Range
20 Years of My Fasting Glucose Readings
119
Can We “Garden” Our Way Back to Health?
New Tools for Managing the Microbiome
“I would like to lose the language of warfare,”
said Julie Segre, a senior investigator at
the National Human Genome Research Institute.
”It does a disservice to all the bacteria
that have co-evolved with us
and are maintaining the health of our bodies.”
Adding Vegetable Fiber to the Diet
Seems to Counter Obesity By Increasing Microbiome Diversity
mSystems. 2018 May 15;3(3)
Can I Increase My Microbiome Diversity
By Consuming ~60 Plant Species Per Day?
UC San Diego’s Rob Knight Lab is Currently
Sequencing 100 Days of My Stool Samples
I Also Have Time-Stamped Annotated Photos of
Everything I Consumed
Aligning Your Eating Pattern With Your Body’s Circadian Rhythm
Is As Important As What You Eat
I Volunteered to Become a Patient in the UCSD/Salk Pilot Study
of Time-Restricted Eating (TRE) in Metabolic Syndrome
31
– Hypothesis
– In patients with metabolic syndrome who eat for
≥ 14 hours per day, limiting daily oral intake
to 10 hours per day for 3 months while
using a smartphone application will result in:
– Weight loss
– Improved glucose metabolism
– Improved biomarkers associated with
cardiovascular disease risk
– First study of TRE in metabolic syndrome
– First use of continuous glucose monitoring during TRE
Pam Taub, MD
Cardiology
Satchin Panda, PhD
Circadian Biology
Correlating Time Stamped Annotated Food Intake
Against Continuous Blood Glucose Readings
Graph Created by
Emily Manoogian,
Panda Lab,
Salk Institute
All Food/
Drink Photo/
Time-Stamped/
Annotated
For 100-Days
Glucose Every
15 Minutes for
Two Weeks
Before and After
100-Day Trial
Panda/Taub
Clinical Trial
Pre Post
Days
Days
Days123456789
Days
8am 4pm 12am 8am
Time of Day
1234567891011
8am 4pm 12am 8am
Heat Map of Continuous Glucose Monitor Every 15 Minutes
Before and After 3 Months of Time-Restricted Eating
10-Hour
Eating Window
• Other Improvements:
– Waist 108cm to 102 cm
– Weight 197 to 189
– Blood Pressure 140/74 to 130/69 Data from Taub/Panda Clinical Trial
Graphics by Azure Grant, UC Berkeley
Time of Day
My Fasting Glucose Level Dropped Abruptly
Into Normal Level after Green Smoothies and Time-Restricted Diet
Best Range
70 to 100
Prediabetes Range
100 to 120
Weight Gain StartedDiabetes Range
How Can a Shifting Microbiome Ecology
Alter Your Glucose Pathway?
Began Green Smoothies
Time-
Restricted
Diet
119
84
Using My Daily Weight Time Series
To Detect Internal Changes
Abrupt Weight Shift
Signals Microbiome
Ecology Shift
Abrupt Weight Shift
From Diet
Time-Restriction.
Microbiome Ecology
Shift?
Data From Withings
WiFi Bathroom Scale
Previous
Study
Diet Timing and Content
Can Have a Major Impact on Metabolic Syndrome
Surgery
Vegan
GF
Green Smoothies
10-Hour
Eating
18 lbs
8-HourEating
Next Step:
Analyze Microbiome
Dynamics
135 Frozen
Stool Samples
2012-2018
Plus
100 Daily Frozen
Stool Samples
During 10-Hour
Restricted Eating
Trial
UC San Diego Is Carrying Out Detailed Input/Output Research
Connecting Metagenomics and Metabolomics of Food and Gut Microbiome
Projects Leaders: Julia Gauglitz, Rob Knight, Pieter Dorrestein, Rachael Dutton, UC San Diego
From Digitally-Enabled Future Patient
to Digitally-Enabled Future Doctor
www.youtube.com/watch?v=FZK7JllMPLM
Thanks to Our Great Team!
Calit2@UCSD
Future Patient Team
Jerry Sheehan
Tom DeFanti
Joe Keefe
John Graham
Kevin Patrick
Mehrdad Yazdani
Jurgen Schulze
Andrew Prudhomme
Philip Weber
Fred Raab
Ernesto Ramirez
JCVI Team
Karen Nelson
Shibu Yooseph
Manolito Torralba
Ayasdi
Devi Ramanan
Pek Lum
UCSD Metagenomics Team
Weizhong Li
Sitao Wu
SDSC Team
Michael Norman
Mahidhar Tatineni
Robert Sinkovits
UCSD Health Sciences Team
David Brenner, Dean
Rob Knight Lab
William J. Sandborn Lab
Sonia Ramamoorthy
Mike Kurisu/Hollis King DOs
Radiology Department
Dell/R Systems
Brian Kucic
John Thompson
UCSD Bioengineering
Todd Coleman Lab
Bernhard Palsson Lab

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N-of-1 Experience in Personalized Lifestyle Medicine

  • 1. “N-of-1 Experience in Personalized Lifestyle Medicine” Invited Talk 2018 Thought Leaders Consortium The Science of Precision: What’s Next for Personalized Lifestyle Health Care Tucson, Arizona October 13, 2018 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 1
  • 2. “Know Thyself” From the Temple of Apollo to the Quantified Self From the Reichert-Haus in Ludwigshafen, Germany
  • 3. “Knowing Me” Led Me to Become a Digitally-Enabled “Patient of the Future”: Measuring the State of My Body and “Tuning” It www.xconomy.com/san-diego/2010/05/12/how-internet-pioneer-larry-smarr- 2000 2010 Age 61 I Arrived in La Jolla in 2000 After 20 Years in the Midwest and Decided to Move Against the Obesity Trend Age 51 1999
  • 4. I Started By Reducing My Weight and Body Fat Through Nutrition and Exercise I Lost 23 lbs and More Than 1/3 of My Original Body Fat Measurements by Trainer Terry Martin Weight
  • 5. Walking 3 Miles/Day and 2 Elliptical Sessions Per Week Has Lowered My Resting Heartrate
  • 6. From Measuring Macro-Variables to Measuring Your Internal Variables www.technologyreview.com/biomedicine/39636
  • 7. I Started Tracking Biomarkers for Health, But Unexpectedly Discovered Disease My Quarterly Blood DrawCalit2 64 Megapixel VROOM For a Detailed 45-Minute Video of Me Exploring My Biomarkers and Microbiome on the Wall, See www.youtube.com/watch?v=9FhlA_3pLHY
  • 8. Only One of My Blood Measurements Was Far Out of Range--Indicating Chronic Inflammation Normal Range <1 mg/L 27x Upper Limit Complex Reactive Protein (CRP) is a Blood Biomarker for Detecting Presence of Inflammation
  • 9. Longitudinal Stool Tests Revealed Large Excursions in My Immune System: Implying I Had Inflammatory Bowel Disease Normal Range <7.3 µg/mL 124x Upper Limit for Healthy Lactoferrin is a Protein Shed from Neutrophils - An Antibacterial that Sequesters Iron Typical Lactoferrin Value for Active Inflammatory Bowel Disease (IBD)
  • 10. I Found I Had One of the Earliest Known SNPs Associated with Crohn’s Disease From www.23andme.com SNPs Associated with CD Polymorphism in Interleukin-23 Receptor Gene — 80% Higher Risk of Pro-inflammatory Immune Response NOD2 IRGM ATG16L1
  • 11. Descending Colon Sigmoid Colon Threading Iliac Arteries Major Kink Confirming the IBD (Colonic Crohn’s) Hypothesis in 2012: Finding the “Smoking Gun” with MRI Imaging I Obtained the MRI Slices From UCSD Medical Services and Converted to Interactive 3D Working With Calit2 Staff Transverse Colon Liver Small Intestine Diseased Sigmoid Colon Cross Section MRI Jan 2012 Severe Colon Wall Swelling
  • 12. 3D Virtual Colonoscopy Full Body CAT Scan at mm Resolution, Including Virtual Colonoscopy in June 2016 Convinced Me Time Had Come for Surgery Source: Body Scan Intl., Irvine, CA “I would take it out. All it can do is cause you trouble.” -Harvey Eisenberg, MD June 2016 Lumen No Air
  • 13. From Quantified Self to Quantified Surgery: Converting MRI Slices to 3D Organ Segmentation for Surgical Pre-Planning MRI Radiology Team to Enable 3D: Dr. Anders Dale, Dr. Stephen Dorros, Dr. Christine Chung, and Dr. Cynthia Santillan High Resolution 3 Tesla MRI in UCSD’s Center for Translational Imaging and Precision Medicine Calit2’s Dr. Jurgen Schulze Developed Software to Convert 150 2D MRI Slices to 3D Organs
  • 14. Pre-Surgical Planning in QI Virtual Reality: Using Virtual Reality As Input for Positioning The Two Resection Cuts Colon Visualization by Jurgen Schulze, Calit2; Photo Credit Tom DeFanti, Calit2 Surgeon Sonia Ramamoorthy, MD in QI Virtual Reality CAVE Friday November 25, 2016
  • 15. Using Calit2 Organ Segmentation During My Sigmoid Colon Resection Surgery on November 29, 2016 Patient Smarr With da Vinci Robot Arms Inside Him OR Team Using Large Screens To Watch Dr. Schulze’s da Vinci Images Dr. Ramamoorthy Operating Da Vinci Xi Robot During Surgery Dr. Schulze Rotating 3D Organs To Match Up With da Vinci Arms and Internal Camera
  • 16. Dr. Ramamoorthy Using Interactive 3D Anatomy in the Operating Room During My Surgical Resection
  • 17. Dr. William Sandborn Using Colonoscope in OR To Simultaneously Get Inside and Outside View of Reconnected Colon Dr. William Sandborn Performing Colonoscopy While da Vinci Observes from Inside Abdomen Dr. Santi Horgan, Director of Minimal Invasive Surgery, Pointing to Stapled Anastomosis
  • 18. Normal Range <1 mg/L Using hsCRP to Track Inflammation Following Surgery to Detect Post-Surgical Complications Peak 60.6 Morning After Surgery
  • 19. Quantified Recovery (Steps Walked Per Day) - Recovered to Pre-Surgery Level in Two Weeks 10,000 Steps Surgery LeftJMC 5 Miles Per Day Dec 14 Nov 29
  • 20. Colonic Inflammation: Abrupt Shift to Healthy Following Surgical Resection 1800x Lower Than Peak Normal Range <7.3 Surgery Peak
  • 21. From N=1 Experiment to Clinical Tool: 3D Medical Imaging Pilot to Improve Surgical Outcomes for Patients with Crohn’s Disease (CD) • $1.2 M Grant From the Helmsley Charitable Trust • UC San Diego Collaborative Team: – PI Larry Smarr, PhD, Director Calit2 – Jurgen Schulze, PhD, Virtual Reality Research Scientist, Calit2 – Sonia Ramamoorthy, MD, Chief of Colorectal Surgery – Bill Sandborn, MD, Chief of Gastroenterology – Cynthia Santillan, MD, Chief of the Body Imaging • Pilot Will: – Integrate 3D Medical Imaging Within Clinical Practice – Evaluate 10 CD Patients Having Small Bowel or Colonic Strictures Using 3D Imaging – Assess Software Usability in the UCSD IBD Clinic & Operating Room for Both Physician & Patient
  • 22. Your Body Has 10 Times As Many Microbe Cells As DNA-Bearing Human Cells Your Microbiome is Your “Near-Body” Environment and its Cells Contain ~100x as Many DNA Genes As Your Human DNA-Bearing Cells Inclusion of this “Dark Matter” of the Body Will Radically Alter Medicine Your Body Hosts 40 Trillion Microbes
  • 23. I Have Been Collaborating with the UCSD Knight Lab To Analyze My Gut Microbiome Dynamics Larry’s 40 Stool Samples Over 3.5 Years to Rob’s lab on April 30, 2015
  • 24. Lessons from Ecological Dynamics: Gut Microbiome Has Multiple Relatively Stable Equilibria “The Application of Ecological Theory Toward an Understanding of the Human Microbiome,” Elizabeth Costello, Keaton Stagaman, Les Dethlefsen, Brendan Bohannan, David Relman Science 336, 1255-62 (2012)
  • 25. PCoA by Justine Debelius and Jose Navas, Knight Lab, UCSD Principal Coordinate Analysis of Microbiome Ecology My Gut Microbiome Ecology Shifted After Drug Therapy Leading to Rapid Weight Gain, But Drop in IBD Symptoms Lialda & Uceris 12/1/13 to 1/1/14 12/1/13- 1/1/14 Frequent IBD Symptoms Weight Loss 7/1/12 to 12/1/14 Blue Balls on Diagram to the Right Weight Data from Larry Smarr, Calit2, UCSD Weekly Weight Few IBD Symptoms Weight Gain 1/1/14 to 8/1/15 Red Balls on Diagram to the Right
  • 26. My Fasting Glucose Level Began to Rise After the Microbiome Shift – I Had Developed Metabolic Syndrome Glucose Best Range 70 to 100 Prediabetes Range 100 to 125 Weight gain startedDiabetes Range 20 Years of My Fasting Glucose Readings 119
  • 27. Can We “Garden” Our Way Back to Health? New Tools for Managing the Microbiome “I would like to lose the language of warfare,” said Julie Segre, a senior investigator at the National Human Genome Research Institute. ”It does a disservice to all the bacteria that have co-evolved with us and are maintaining the health of our bodies.”
  • 28. Adding Vegetable Fiber to the Diet Seems to Counter Obesity By Increasing Microbiome Diversity mSystems. 2018 May 15;3(3)
  • 29. Can I Increase My Microbiome Diversity By Consuming ~60 Plant Species Per Day? UC San Diego’s Rob Knight Lab is Currently Sequencing 100 Days of My Stool Samples I Also Have Time-Stamped Annotated Photos of Everything I Consumed
  • 30. Aligning Your Eating Pattern With Your Body’s Circadian Rhythm Is As Important As What You Eat
  • 31. I Volunteered to Become a Patient in the UCSD/Salk Pilot Study of Time-Restricted Eating (TRE) in Metabolic Syndrome 31 – Hypothesis – In patients with metabolic syndrome who eat for ≥ 14 hours per day, limiting daily oral intake to 10 hours per day for 3 months while using a smartphone application will result in: – Weight loss – Improved glucose metabolism – Improved biomarkers associated with cardiovascular disease risk – First study of TRE in metabolic syndrome – First use of continuous glucose monitoring during TRE Pam Taub, MD Cardiology Satchin Panda, PhD Circadian Biology
  • 32. Correlating Time Stamped Annotated Food Intake Against Continuous Blood Glucose Readings Graph Created by Emily Manoogian, Panda Lab, Salk Institute All Food/ Drink Photo/ Time-Stamped/ Annotated For 100-Days Glucose Every 15 Minutes for Two Weeks Before and After 100-Day Trial Panda/Taub Clinical Trial
  • 33. Pre Post Days Days Days123456789 Days 8am 4pm 12am 8am Time of Day 1234567891011 8am 4pm 12am 8am Heat Map of Continuous Glucose Monitor Every 15 Minutes Before and After 3 Months of Time-Restricted Eating 10-Hour Eating Window • Other Improvements: – Waist 108cm to 102 cm – Weight 197 to 189 – Blood Pressure 140/74 to 130/69 Data from Taub/Panda Clinical Trial Graphics by Azure Grant, UC Berkeley Time of Day
  • 34. My Fasting Glucose Level Dropped Abruptly Into Normal Level after Green Smoothies and Time-Restricted Diet Best Range 70 to 100 Prediabetes Range 100 to 120 Weight Gain StartedDiabetes Range How Can a Shifting Microbiome Ecology Alter Your Glucose Pathway? Began Green Smoothies Time- Restricted Diet 119 84
  • 35. Using My Daily Weight Time Series To Detect Internal Changes Abrupt Weight Shift Signals Microbiome Ecology Shift Abrupt Weight Shift From Diet Time-Restriction. Microbiome Ecology Shift? Data From Withings WiFi Bathroom Scale Previous Study
  • 36. Diet Timing and Content Can Have a Major Impact on Metabolic Syndrome Surgery Vegan GF Green Smoothies 10-Hour Eating 18 lbs 8-HourEating Next Step: Analyze Microbiome Dynamics 135 Frozen Stool Samples 2012-2018 Plus 100 Daily Frozen Stool Samples During 10-Hour Restricted Eating Trial
  • 37. UC San Diego Is Carrying Out Detailed Input/Output Research Connecting Metagenomics and Metabolomics of Food and Gut Microbiome Projects Leaders: Julia Gauglitz, Rob Knight, Pieter Dorrestein, Rachael Dutton, UC San Diego
  • 38. From Digitally-Enabled Future Patient to Digitally-Enabled Future Doctor www.youtube.com/watch?v=FZK7JllMPLM
  • 39. Thanks to Our Great Team! Calit2@UCSD Future Patient Team Jerry Sheehan Tom DeFanti Joe Keefe John Graham Kevin Patrick Mehrdad Yazdani Jurgen Schulze Andrew Prudhomme Philip Weber Fred Raab Ernesto Ramirez JCVI Team Karen Nelson Shibu Yooseph Manolito Torralba Ayasdi Devi Ramanan Pek Lum UCSD Metagenomics Team Weizhong Li Sitao Wu SDSC Team Michael Norman Mahidhar Tatineni Robert Sinkovits UCSD Health Sciences Team David Brenner, Dean Rob Knight Lab William J. Sandborn Lab Sonia Ramamoorthy Mike Kurisu/Hollis King DOs Radiology Department Dell/R Systems Brian Kucic John Thompson UCSD Bioengineering Todd Coleman Lab Bernhard Palsson Lab

Notas do Editor

  1. Remake these heatmaps to start at 8am… Replot to start at 6am. 4 days into post there is a shift looks like you didn’t eat until noon--- flew on day 4 the 29th (the day when his glucose starts and ends later)