SlideShare a Scribd company logo
1 of 23
“Dynamics of Your Gut Microbiome
in Health and Disease”
Presentation
Exponential Medicine
San Diego, CA
October 9, 2016
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
There are 100 billion stars in the
Andromeda galaxy…
…and 100 billion galaxies in the
known universe.
It’s a microbial world…
…there are 100 million times as many bacteria on Earth
as stars in the universe.
Microbiology is the ultimate Big Data science!
Most of Life’s Evolutionary Time
Was in the Microbial World
You
Are
Here
Source: Carl Woese, et al
Tree of Life Derived from 16S rRNA Sequences
President Obama Announces National Microbiome Initiative
May 13, 2016
Your Microbiome is Your
“Near-Body” Environment
The Microbiome
Contains 300x as Many DNA Genes
As Your Human DNA
Inclusion of the “Dark Matter” of the Body
Will Radically Alter Medicine
Your Gut Microbiome Contains
Hundreds of Microbial Species
Average Over 250 Healthy People
From NIH Human Microbiome Project
Note Log Scale
Clostridium difficile
Source: Weizhong Li, Andrew Prudomme, Larry Smarr, UCSD
Exploring the Gut Microbiome Time Series by
Collaborating with the UCSD Knight Lab
My Welcome Present to Rob
Mouth
Stool
Vagina
Skin
Source: Knight Lab, UCSD
Source: Knight Lab, UCSD
But Microbiome Time Series
Are Very Different in Disease States
Fecal Transplants
From Healthy Donor
To C. Diff Patients
Source: Knight Lab, UCSD
As a Model for the Precision Medicine Initiative,
I Have Tracked My Internal Biomarkers To Understand My Body’s Dynamics
My Quarterly
Blood Draw
Calit2 64 Megapixel VROOM
By Creating a Time Series of an Immune System Biomarker
I Discovered I Had an Autoimmune 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)
From a Time Series of My Gut Microbiome
I Can Explain Changes in My Body
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
Principal Coordinate Analysis of
Microbiome Ecology
PCoA by Justine Debelius and Jose Navas,
Knight Lab, UCSD
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
From N=1
to a Population of People with Disease
Inflammatory Bowel Disease Biobank
For Healthy and Disease Patients
Drs. William J. Sandborn, John Chang, & Brigid Boland
UCSD School of Medicine, Division of Gastroenterology
Over 300 Enrolled
Announced November 7, 2014
Combining Deep Metagenomics and Supercomputing Time
to Map the Differences Between Health and Disease
• Controls: 100s of Healthy Subjects
• Smarr Gut Microbiome Time Series
– ~80 Samples Over 5 Years
• Hundreds of IBD Patients
– Phenotyped Patients Drawn from Sandborn BioBank
Knight/Smarr Labs Using
100 CPU-Years of Supercomputer Time
Forty Years of Computing Gravitational Waves
From Colliding Black Holes
1977
L. Smarr and K. Eppley
Gravitational Radiation Computed
from an Axisymmetric
Black Hole Collision
2016
LIGO Consortium
Spiral Black Hole Collision
40 Years
Complexity of Computing First Gut Microbiome Dynamics
Versus First Dynamics of Colliding Black Holes
• My 1975 PhD Dissertation
– Solving Einstein’s Equations of General Relativity for Colliding Black Holes and Grav Waves
– CDC 6600 Megaflop/s
– Hundreds of Hours
• Rob Knight and Smarr Gut Microbiome Map
– Mapping From Illumina Sequencing to Taxonomy and Gene Abundance Dynamics
– Comet Petaflop/s
– Comet Core is 40,000x CDC6600 Speed
– Million Core-Hours
– 10,000x Supercomputer Time
Gut Microbiome Takes ~ ½ Billion Times the Compute Power
of Early Solutions of Dynamic General Relativity
The Future Foundation of Medicine
is an Exponential Scaling-Up of the Number of Deeply Quantified Humans
Source: @EricTopol
Twitter 9/27/2014
Next Generation Telescopes
Will Track Time Series of the Entire Universe
On-Line in Five Years,
Tracks Time Series of ~40B Objects,
Creates 10M Alerts/Night
Within 1 Minute of Observing
2x40Gbps
NCSA Supercomputer

More Related Content

What's hot

Using Supercomputers and Data Analytics to Discover the Differences in Health...
Using Supercomputers and Data Analytics to Discover the Differences in Health...Using Supercomputers and Data Analytics to Discover the Differences in Health...
Using Supercomputers and Data Analytics to Discover the Differences in Health...Larry Smarr
 
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...Larry Smarr
 
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Larry Smarr
 
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...Larry Smarr
 
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...Larry Smarr
 
Decoding the Software Inside of You
Decoding the Software Inside of YouDecoding the Software Inside of You
Decoding the Software Inside of YouLarry Smarr
 
Personalized Medicine, Colorectal Cancer and Gut Bacteria
Personalized Medicine, Colorectal Cancer and Gut BacteriaPersonalized Medicine, Colorectal Cancer and Gut Bacteria
Personalized Medicine, Colorectal Cancer and Gut BacteriaLarry Smarr
 
Large Memory High Performance Computing Enables Comparison Across Human Gut M...
Large Memory High Performance ComputingEnables Comparison Across Human Gut M...Large Memory High Performance ComputingEnables Comparison Across Human Gut M...
Large Memory High Performance Computing Enables Comparison Across Human Gut M...Larry Smarr
 
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...Larry Smarr
 
Quantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesQuantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesLarry Smarr
 
The Human Gut Microbiome: A New Diagnostic for Disease?
The Human Gut Microbiome: A New Diagnostic for Disease?The Human Gut Microbiome: A New Diagnostic for Disease?
The Human Gut Microbiome: A New Diagnostic for Disease?Larry Smarr
 
Inspired by Carl: Exploring the Microbial Dynamics Within
Inspired by Carl: Exploring the Microbial Dynamics WithinInspired by Carl: Exploring the Microbial Dynamics Within
Inspired by Carl: Exploring the Microbial Dynamics WithinLarry Smarr
 
Discovering the Other 90% of our Human Superorganism
Discovering the Other 90% of our Human SuperorganismDiscovering the Other 90% of our Human Superorganism
Discovering the Other 90% of our Human SuperorganismLarry Smarr
 
The Human Microbiome and the Revolution in Digital Health
The Human Microbiome and the Revolution in Digital HealthThe Human Microbiome and the Revolution in Digital Health
The Human Microbiome and the Revolution in Digital HealthLarry Smarr
 
Assay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesAssay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesLarry Smarr
 
Exploring Your Inner Microbiome
Exploring Your Inner MicrobiomeExploring Your Inner Microbiome
Exploring Your Inner MicrobiomeLarry Smarr
 
Your microbiome may be key factor determining your health and longevity
Your microbiome may be key factor determining your health and longevityYour microbiome may be key factor determining your health and longevity
Your microbiome may be key factor determining your health and longevitykirti betai
 
Discovering the 100 Trillion Bacteria Living Within Each of Us
Discovering the 100 Trillion Bacteria Living Within Each of UsDiscovering the 100 Trillion Bacteria Living Within Each of Us
Discovering the 100 Trillion Bacteria Living Within Each of UsLarry Smarr
 
The Microbiome: Sorting the Hype from the Hope
The Microbiome: Sorting the Hype from the Hope The Microbiome: Sorting the Hype from the Hope
The Microbiome: Sorting the Hype from the Hope DrBonnie360
 

What's hot (20)

Using Supercomputers and Data Analytics to Discover the Differences in Health...
Using Supercomputers and Data Analytics to Discover the Differences in Health...Using Supercomputers and Data Analytics to Discover the Differences in Health...
Using Supercomputers and Data Analytics to Discover the Differences in Health...
 
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...
Tracking Immune Biomarkers and the Human Gut Microbiome: Inflammation, Croh...
 
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...Machine Learning Opportunities in the Explosion of Personalized Precision Med...
Machine Learning Opportunities in the Explosion of Personalized Precision Med...
 
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...
Linking Phenotype Changes to Internal/External Longitudinal Time Series in a ...
 
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...
Quantifying Your Dynamic Human Body (Including Its Microbiome), Will Move Us ...
 
Decoding the Software Inside of You
Decoding the Software Inside of YouDecoding the Software Inside of You
Decoding the Software Inside of You
 
Personalized Medicine, Colorectal Cancer and Gut Bacteria
Personalized Medicine, Colorectal Cancer and Gut BacteriaPersonalized Medicine, Colorectal Cancer and Gut Bacteria
Personalized Medicine, Colorectal Cancer and Gut Bacteria
 
Large Memory High Performance Computing Enables Comparison Across Human Gut M...
Large Memory High Performance ComputingEnables Comparison Across Human Gut M...Large Memory High Performance ComputingEnables Comparison Across Human Gut M...
Large Memory High Performance Computing Enables Comparison Across Human Gut M...
 
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...
Tracking Large Variations in My Immune Biomarkers and My Gut Microbiome: Infl...
 
Quantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of MicrobesQuantifying your Human Body & Its Trillions of Microbes
Quantifying your Human Body & Its Trillions of Microbes
 
The Human Gut Microbiome: A New Diagnostic for Disease?
The Human Gut Microbiome: A New Diagnostic for Disease?The Human Gut Microbiome: A New Diagnostic for Disease?
The Human Gut Microbiome: A New Diagnostic for Disease?
 
Inspired by Carl: Exploring the Microbial Dynamics Within
Inspired by Carl: Exploring the Microbial Dynamics WithinInspired by Carl: Exploring the Microbial Dynamics Within
Inspired by Carl: Exploring the Microbial Dynamics Within
 
Discovering the Other 90% of our Human Superorganism
Discovering the Other 90% of our Human SuperorganismDiscovering the Other 90% of our Human Superorganism
Discovering the Other 90% of our Human Superorganism
 
The Human Microbiome and the Revolution in Digital Health
The Human Microbiome and the Revolution in Digital HealthThe Human Microbiome and the Revolution in Digital Health
The Human Microbiome and the Revolution in Digital Health
 
Assay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesAssay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and Biomes
 
Exploring Your Inner Microbiome
Exploring Your Inner MicrobiomeExploring Your Inner Microbiome
Exploring Your Inner Microbiome
 
Your microbiome may be key factor determining your health and longevity
Your microbiome may be key factor determining your health and longevityYour microbiome may be key factor determining your health and longevity
Your microbiome may be key factor determining your health and longevity
 
Discovering the 100 Trillion Bacteria Living Within Each of Us
Discovering the 100 Trillion Bacteria Living Within Each of UsDiscovering the 100 Trillion Bacteria Living Within Each of Us
Discovering the 100 Trillion Bacteria Living Within Each of Us
 
The Microbiome: Sorting the Hype from the Hope
The Microbiome: Sorting the Hype from the Hope The Microbiome: Sorting the Hype from the Hope
The Microbiome: Sorting the Hype from the Hope
 
Charles poster_TK-1
Charles poster_TK-1Charles poster_TK-1
Charles poster_TK-1
 

Viewers also liked

Molecular analysis of microbiota associated with peri-implant diseases
Molecular analysis of microbiota associated with peri-implant diseasesMolecular analysis of microbiota associated with peri-implant diseases
Molecular analysis of microbiota associated with peri-implant diseasesLaura M.
 
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemLarry Smarr
 
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Larry Smarr
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayLarry Smarr
 
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.jennomics
 
Conway yakultfoundation2015
Conway yakultfoundation2015Conway yakultfoundation2015
Conway yakultfoundation2015neerjayakult
 
How Backpacking Changed My Gut Microbiome
How Backpacking Changed My Gut MicrobiomeHow Backpacking Changed My Gut Microbiome
How Backpacking Changed My Gut MicrobiomeRichard Sprague
 
Esa 2014 qiime
Esa 2014 qiimeEsa 2014 qiime
Esa 2014 qiimeZech Xu
 
"In Gut We Trust" The Microbiome & Wellbeing
"In Gut We Trust" The Microbiome & Wellbeing"In Gut We Trust" The Microbiome & Wellbeing
"In Gut We Trust" The Microbiome & WellbeingJoeFitAsia
 
Cholesterol and My Gut Microbiome
Cholesterol and My Gut MicrobiomeCholesterol and My Gut Microbiome
Cholesterol and My Gut MicrobiomeRichard Sprague
 
Personalised nutrition for the gut microbiome
Personalised nutrition for the gut microbiomePersonalised nutrition for the gut microbiome
Personalised nutrition for the gut microbiomeEFSA EU
 
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...Larry Smarr
 
Ecological Disturbance of the Human Gut Microbiome
Ecological Disturbance of the Human Gut MicrobiomeEcological Disturbance of the Human Gut Microbiome
Ecological Disturbance of the Human Gut MicrobiomeAnne M. Estes
 
Supercomputing Your Inner Microbiome
Supercomputing Your Inner MicrobiomeSupercomputing Your Inner Microbiome
Supercomputing Your Inner MicrobiomeLarry Smarr
 
Gut microbiome obesity nafld
Gut microbiome obesity nafldGut microbiome obesity nafld
Gut microbiome obesity nafldjoannayeh
 
Gut microbiota in health and disease
Gut microbiota in health and disease Gut microbiota in health and disease
Gut microbiota in health and disease Asma AlQahtani
 
FIU Presentation
FIU PresentationFIU Presentation
FIU PresentationIrene Polo
 
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeSystems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeNorwich Research Park
 

Viewers also liked (20)

Molecular analysis of microbiota associated with peri-implant diseases
Molecular analysis of microbiota associated with peri-implant diseasesMolecular analysis of microbiota associated with peri-implant diseases
Molecular analysis of microbiota associated with peri-implant diseases
 
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway SystemThe Pacific Research Platform:a Science-Driven Big-Data Freeway System
The Pacific Research Platform:a Science-Driven Big-Data Freeway System
 
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
Fifty Years of Supercomputing: From Colliding Black Holes to Dynamic Microbio...
 
Creating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data SuperhighwayCreating a Science-Driven Big Data Superhighway
Creating a Science-Driven Big Data Superhighway
 
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.
Microbiome studies using 16S ribosomal DNA PCR: some cautionary tales.
 
Conway yakultfoundation2015
Conway yakultfoundation2015Conway yakultfoundation2015
Conway yakultfoundation2015
 
How Backpacking Changed My Gut Microbiome
How Backpacking Changed My Gut MicrobiomeHow Backpacking Changed My Gut Microbiome
How Backpacking Changed My Gut Microbiome
 
Esa 2014 qiime
Esa 2014 qiimeEsa 2014 qiime
Esa 2014 qiime
 
"In Gut We Trust" The Microbiome & Wellbeing
"In Gut We Trust" The Microbiome & Wellbeing"In Gut We Trust" The Microbiome & Wellbeing
"In Gut We Trust" The Microbiome & Wellbeing
 
Cholesterol and My Gut Microbiome
Cholesterol and My Gut MicrobiomeCholesterol and My Gut Microbiome
Cholesterol and My Gut Microbiome
 
Personalised nutrition for the gut microbiome
Personalised nutrition for the gut microbiomePersonalised nutrition for the gut microbiome
Personalised nutrition for the gut microbiome
 
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...
Measuring the Human Brain-Gut Microbiome-Immune System Dynamics: a Big Data C...
 
Ecological Disturbance of the Human Gut Microbiome
Ecological Disturbance of the Human Gut MicrobiomeEcological Disturbance of the Human Gut Microbiome
Ecological Disturbance of the Human Gut Microbiome
 
Supercomputing Your Inner Microbiome
Supercomputing Your Inner MicrobiomeSupercomputing Your Inner Microbiome
Supercomputing Your Inner Microbiome
 
Gut microbiome obesity nafld
Gut microbiome obesity nafldGut microbiome obesity nafld
Gut microbiome obesity nafld
 
Probiotics
ProbioticsProbiotics
Probiotics
 
Gut microbiota in health and disease
Gut microbiota in health and disease Gut microbiota in health and disease
Gut microbiota in health and disease
 
FIU Presentation
FIU PresentationFIU Presentation
FIU Presentation
 
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the MicrobiomeSystems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
Systems Nutrition of the Gut-Liver Axis and the Role of the Microbiome
 
Human microbiome
Human microbiomeHuman microbiome
Human microbiome
 

Similar to Dynamics of Your Gut Microbiome in Health and Disease

From Me To We: Discovering the Trillions of Microorganisms That are a Part of Us
From Me To We: Discovering the Trillions of Microorganisms That are a Part of UsFrom Me To We: Discovering the Trillions of Microorganisms That are a Part of Us
From Me To We: Discovering the Trillions of Microorganisms That are a Part of UsLarry Smarr
 
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersExploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersLarry Smarr
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingLarry Smarr
 
Exploring your Inner Microbiome
Exploring your Inner MicrobiomeExploring your Inner Microbiome
Exploring your Inner MicrobiomeLarry Smarr
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Larry Smarr
 
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...Larry Smarr
 
Connecting Body Time Series to Macro Body Changes
Connecting Body Time Series to Macro Body ChangesConnecting Body Time Series to Macro Body Changes
Connecting Body Time Series to Macro Body ChangesLarry Smarr
 
Capturing the Interactive Dynamics of the Human Host/Microbiome System
Capturing the Interactive Dynamics of the Human Host/Microbiome SystemCapturing the Interactive Dynamics of the Human Host/Microbiome System
Capturing the Interactive Dynamics of the Human Host/Microbiome SystemLarry Smarr
 
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...Larry Smarr
 
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesKnow Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesLarry Smarr
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingLarry Smarr
 
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public Health
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public HealthToward Novel Human Microbiome Surveillance Diagnostics to Support Public Health
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public HealthLarry Smarr
 
Quantified Health and Disease
Quantified Health and DiseaseQuantified Health and Disease
Quantified Health and DiseaseLarry Smarr
 
Living in a Microbial World
Living in a Microbial WorldLiving in a Microbial World
Living in a Microbial WorldLarry Smarr
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeLarry Smarr
 
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human Genomics
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human GenomicsBig Data and Superorganism Genomics: Microbial Metagenomics Meets Human Genomics
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human GenomicsLarry Smarr
 
Assay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesAssay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesLarry Smarr
 
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism Body
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism BodyUsing Genetic Sequencing to Unravel the Dynamics of Your Superorganism Body
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism BodyLarry Smarr
 
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...Larry Smarr
 
Exploring the Dynamics of The Microbiome in Health and Disease
Exploring the Dynamics of The Microbiome in Health and DiseaseExploring the Dynamics of The Microbiome in Health and Disease
Exploring the Dynamics of The Microbiome in Health and DiseaseLarry Smarr
 

Similar to Dynamics of Your Gut Microbiome in Health and Disease (20)

From Me To We: Discovering the Trillions of Microorganisms That are a Part of Us
From Me To We: Discovering the Trillions of Microorganisms That are a Part of UsFrom Me To We: Discovering the Trillions of Microorganisms That are a Part of Us
From Me To We: Discovering the Trillions of Microorganisms That are a Part of Us
 
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene SequencersExploring Our Inner Universe Using Supercomputers and Gene Sequencers
Exploring Our Inner Universe Using Supercomputers and Gene Sequencers
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data Supercomputing
 
Exploring your Inner Microbiome
Exploring your Inner MicrobiomeExploring your Inner Microbiome
Exploring your Inner Microbiome
 
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
Analyzing the Human Gut Microbiome Dynamics in Health and Disease Using Super...
 
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...
How Studying Astrophysics and Coral Reefs Enabled Me to Become an Empowered,...
 
Connecting Body Time Series to Macro Body Changes
Connecting Body Time Series to Macro Body ChangesConnecting Body Time Series to Macro Body Changes
Connecting Body Time Series to Macro Body Changes
 
Capturing the Interactive Dynamics of the Human Host/Microbiome System
Capturing the Interactive Dynamics of the Human Host/Microbiome SystemCapturing the Interactive Dynamics of the Human Host/Microbiome System
Capturing the Interactive Dynamics of the Human Host/Microbiome System
 
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...
The Emerging Personalized Medicine Paradigm of Time-Series Tracking of Mind, ...
 
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion MicrobesKnow Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
Know Thyself: Quantifying Your Human Body and Its One Hundred Trillion Microbes
 
Quantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data SupercomputingQuantifying Your Superorganism Body Using Big Data Supercomputing
Quantifying Your Superorganism Body Using Big Data Supercomputing
 
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public Health
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public HealthToward Novel Human Microbiome Surveillance Diagnostics to Support Public Health
Toward Novel Human Microbiome Surveillance Diagnostics to Support Public Health
 
Quantified Health and Disease
Quantified Health and DiseaseQuantified Health and Disease
Quantified Health and Disease
 
Living in a Microbial World
Living in a Microbial WorldLiving in a Microbial World
Living in a Microbial World
 
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner MicrobiomeUsing Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
Using Supercomputers and Gene Sequencers to Discover Your Inner Microbiome
 
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human Genomics
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human GenomicsBig Data and Superorganism Genomics: Microbial Metagenomics Meets Human Genomics
Big Data and Superorganism Genomics: Microbial Metagenomics Meets Human Genomics
 
Assay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and BiomesAssay Lab Within Your Body: Biometrics and Biomes
Assay Lab Within Your Body: Biometrics and Biomes
 
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism Body
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism BodyUsing Genetic Sequencing to Unravel the Dynamics of Your Superorganism Body
Using Genetic Sequencing to Unravel the Dynamics of Your Superorganism Body
 
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...
Quantifying the Time Progression of a Human Autoimmune Disease using Genome S...
 
Exploring the Dynamics of The Microbiome in Health and Disease
Exploring the Dynamics of The Microbiome in Health and DiseaseExploring the Dynamics of The Microbiome in Health and Disease
Exploring the Dynamics of The Microbiome in Health and Disease
 

More from Larry Smarr

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsLarry Smarr
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Larry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsLarry Smarr
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...Larry Smarr
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Larry Smarr
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonLarry Smarr
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsLarry Smarr
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewLarry Smarr
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksLarry Smarr
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownLarry Smarr
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questionsLarry Smarr
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Larry Smarr
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharLarry Smarr
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Larry Smarr
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Larry Smarr
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardLarry Smarr
 

More from Larry Smarr (20)

My Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 YearsMy Remembrances of Mike Norman Over The Last 45 Years
My Remembrances of Mike Norman Over The Last 45 Years
 
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
Metagenics How Do I Quantify My Body and Try to Improve its Health? June 18 2019
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Global Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated SystemsGlobal Network Advancement Group - Next Generation Network-Integrated Systems
Global Network Advancement Group - Next Generation Network-Integrated Systems
 
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 Wireless FasterData and Distributed Open Compute Opportunities and (some) Us... Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
Wireless FasterData and Distributed Open Compute Opportunities and (some) Us...
 
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...Panel Discussion: Engaging underrepresented technologists, researchers, and e...
Panel Discussion: Engaging underrepresented technologists, researchers, and e...
 
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon MoonThe Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
The Asia Pacific and Korea Research Platforms: An Overview Jeonghoon Moon
 
Panel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving InstitutionsPanel: Reaching More Minority Serving Institutions
Panel: Reaching More Minority Serving Institutions
 
Panel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An OverviewPanel: The Global Research Platform: An Overview
Panel: The Global Research Platform: An Overview
 
Panel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical NetworksPanel: Future Wireless Extensions of Regional Optical Networks
Panel: Future Wireless Extensions of Regional Optical Networks
 
Global Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine BrownGlobal Research Platform Workshops - Maxine Brown
Global Research Platform Workshops - Maxine Brown
 
Built around answering questions
Built around answering questionsBuilt around answering questions
Built around answering questions
 
Panel: NRP Science Impacts​
Panel: NRP Science Impacts​Panel: NRP Science Impacts​
Panel: NRP Science Impacts​
 
Democratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish ParasharDemocratizing Science through Cyberinfrastructure - Manish Parashar
Democratizing Science through Cyberinfrastructure - Manish Parashar
 
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
Panel: Building the NRP Ecosystem with the Regional Networks on their Campuses;
 
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
Open Force Field: Scavenging pre-emptible CPU hours* in the age of COVID - Je...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
Panel: Open Infrastructure for an Open Society: OSG, Commercial Clouds, and B...
 
Frank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forwardFrank Würthwein - NRP and the Path forward
Frank Würthwein - NRP and the Path forward
 

Recently uploaded

Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceSapana Sha
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理e4aez8ss
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingNeil Barnes
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAbdelrhman abooda
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Sapana Sha
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPramod Kumar Srivastava
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Cantervoginip
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]📊 Markus Baersch
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfgstagge
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degreeyuu sss
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubaihf8803863
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改yuu sss
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一fhwihughh
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一F La
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdfHuman37
 
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Book
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Bookvip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Book
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Bookmanojkuma9823
 

Recently uploaded (20)

Call Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts ServiceCall Girls In Dwarka 9654467111 Escorts Service
Call Girls In Dwarka 9654467111 Escorts Service
 
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
科罗拉多大学波尔得分校毕业证学位证成绩单-可办理
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
Brighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data StorytellingBrighton SEO | April 2024 | Data Storytelling
Brighton SEO | April 2024 | Data Storytelling
 
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptxAmazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
Amazon TQM (2) Amazon TQM (2)Amazon TQM (2).pptx
 
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
Saket, (-DELHI )+91-9654467111-(=)CHEAP Call Girls in Escorts Service Saket C...
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Canter
 
GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]GA4 Without Cookies [Measure Camp AMS]
GA4 Without Cookies [Measure Camp AMS]
 
RadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdfRadioAdProWritingCinderellabyButleri.pdf
RadioAdProWritingCinderellabyButleri.pdf
 
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
毕业文凭制作#回国入职#diploma#degree澳洲中央昆士兰大学毕业证成绩单pdf电子版制作修改#毕业文凭制作#回国入职#diploma#degree
 
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls DubaiDubai Call Girls Wifey O52&786472 Call Girls Dubai
Dubai Call Girls Wifey O52&786472 Call Girls Dubai
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
专业一比一美国俄亥俄大学毕业证成绩单pdf电子版制作修改
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
 
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
办理(Vancouver毕业证书)加拿大温哥华岛大学毕业证成绩单原版一比一
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf
 
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Book
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Bookvip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Book
vip Sarai Rohilla Call Girls 9999965857 Call or WhatsApp Now Book
 

Dynamics of Your Gut Microbiome in Health and Disease

  • 1. “Dynamics of Your Gut Microbiome in Health and Disease” Presentation Exponential Medicine San Diego, CA October 9, 2016 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. There are 100 billion stars in the Andromeda galaxy… …and 100 billion galaxies in the known universe.
  • 3. It’s a microbial world… …there are 100 million times as many bacteria on Earth as stars in the universe. Microbiology is the ultimate Big Data science!
  • 4.
  • 5. Most of Life’s Evolutionary Time Was in the Microbial World You Are Here Source: Carl Woese, et al Tree of Life Derived from 16S rRNA Sequences
  • 6. President Obama Announces National Microbiome Initiative May 13, 2016
  • 7. Your Microbiome is Your “Near-Body” Environment The Microbiome Contains 300x as Many DNA Genes As Your Human DNA Inclusion of the “Dark Matter” of the Body Will Radically Alter Medicine
  • 8. Your Gut Microbiome Contains Hundreds of Microbial Species Average Over 250 Healthy People From NIH Human Microbiome Project Note Log Scale Clostridium difficile Source: Weizhong Li, Andrew Prudomme, Larry Smarr, UCSD
  • 9. Exploring the Gut Microbiome Time Series by Collaborating with the UCSD Knight Lab My Welcome Present to Rob
  • 12. But Microbiome Time Series Are Very Different in Disease States
  • 13.
  • 14. Fecal Transplants From Healthy Donor To C. Diff Patients Source: Knight Lab, UCSD
  • 15. As a Model for the Precision Medicine Initiative, I Have Tracked My Internal Biomarkers To Understand My Body’s Dynamics My Quarterly Blood Draw Calit2 64 Megapixel VROOM
  • 16. By Creating a Time Series of an Immune System Biomarker I Discovered I Had an Autoimmune 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)
  • 17. From a Time Series of My Gut Microbiome I Can Explain Changes in My Body 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 Principal Coordinate Analysis of Microbiome Ecology PCoA by Justine Debelius and Jose Navas, Knight Lab, UCSD 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
  • 18. From N=1 to a Population of People with Disease Inflammatory Bowel Disease Biobank For Healthy and Disease Patients Drs. William J. Sandborn, John Chang, & Brigid Boland UCSD School of Medicine, Division of Gastroenterology Over 300 Enrolled Announced November 7, 2014
  • 19. Combining Deep Metagenomics and Supercomputing Time to Map the Differences Between Health and Disease • Controls: 100s of Healthy Subjects • Smarr Gut Microbiome Time Series – ~80 Samples Over 5 Years • Hundreds of IBD Patients – Phenotyped Patients Drawn from Sandborn BioBank Knight/Smarr Labs Using 100 CPU-Years of Supercomputer Time
  • 20. Forty Years of Computing Gravitational Waves From Colliding Black Holes 1977 L. Smarr and K. Eppley Gravitational Radiation Computed from an Axisymmetric Black Hole Collision 2016 LIGO Consortium Spiral Black Hole Collision 40 Years
  • 21. Complexity of Computing First Gut Microbiome Dynamics Versus First Dynamics of Colliding Black Holes • My 1975 PhD Dissertation – Solving Einstein’s Equations of General Relativity for Colliding Black Holes and Grav Waves – CDC 6600 Megaflop/s – Hundreds of Hours • Rob Knight and Smarr Gut Microbiome Map – Mapping From Illumina Sequencing to Taxonomy and Gene Abundance Dynamics – Comet Petaflop/s – Comet Core is 40,000x CDC6600 Speed – Million Core-Hours – 10,000x Supercomputer Time Gut Microbiome Takes ~ ½ Billion Times the Compute Power of Early Solutions of Dynamic General Relativity
  • 22. The Future Foundation of Medicine is an Exponential Scaling-Up of the Number of Deeply Quantified Humans Source: @EricTopol Twitter 9/27/2014
  • 23. Next Generation Telescopes Will Track Time Series of the Entire Universe On-Line in Five Years, Tracks Time Series of ~40B Objects, Creates 10M Alerts/Night Within 1 Minute of Observing 2x40Gbps NCSA Supercomputer