janssen immune system_&_microbiome_022213 (1)

45
“Dynamics of the Interaction Between the Human Gut Microbiome and Immune System” Discussion Janssen La Jolla Research and Development La Jolla, CA February 22, 2013 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

Upload: calit2ag

Post on 19-Jun-2015

138 views

Category:

Documents


1 download

TRANSCRIPT

Page 1: Janssen immune system_&_microbiome_022213 (1)

“Dynamics of the Interaction Between the Human Gut Microbiome and Immune System”

Discussion

Janssen La Jolla Research and Development

La Jolla, CA

February 22, 2013

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

Page 2: Janssen immune system_&_microbiome_022213 (1)

From Measuring Macro-Variables to Measuring Your Internal Variables

www.technologyreview.com/biomedicine/39636

Page 3: Janssen immune system_&_microbiome_022213 (1)

From One to a Billion Data Points Defining Me:The Exponential Rise in Body Data in Just One Decade!

Billion: My Full DNA,MRI/CT Images

Million: My DNA SNPs,Zeo, FitBit

Hundred: My Blood VariablesOne: My WeightWeight

BloodVariables

SNPs

Microbial Genome

Improving Body

Discovering Disease

Page 4: Janssen immune system_&_microbiome_022213 (1)

Visualizing Time Series of 150 LS Blood and Stool Variables, Each Over 5 Years

Calit2 64 megapixel VROOM

Page 5: Janssen immune system_&_microbiome_022213 (1)

Complex Reactive ProteinFrom Blood Sample

Normal Range<1 mg/L

Normal

27x Upper Limit

Antibiotics

Antibiotics

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Page 6: Janssen immune system_&_microbiome_022213 (1)

Lactoferrin From Stool Sample

Normal Range<7.3 µg/mL

124x Upper Limit

Antibiotics

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Antibiotics

Page 7: Janssen immune system_&_microbiome_022213 (1)

High Lactoferrin Biomarker Led Me to Hypothesis I Had Inflammatory Bowel Disease (IBD)

IBD is an Autoimmune Disease Which Comes in Two Subtypes: Crohn’s and Ulcerative Colitis

High Level of Calprotectin Confirmed Hypothesis

Scand J Gastroenterol. 42, 1440-4 (2007)

My Values 2009-10

My Values May 2011

Page 8: Janssen immune system_&_microbiome_022213 (1)

Colonoscopy Images Show Sigmoid Colon Inflammation

Dec 2010

May 2011

Page 9: Janssen immune system_&_microbiome_022213 (1)

Descending Colon

Sigmoid ColonThreading Iliac Arteries

Major Kink

Confirming the IBD (Crohn’s) Hypothesis: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 & DeskVOX Software

Transverse ColonLiver

Small Intestine

Diseased Sigmoid ColonCross Section

MRI Jan 2012

Page 10: Janssen immune system_&_microbiome_022213 (1)

Comparison of DeskVOX with Clinical MRI Slice Program

Page 11: Janssen immune system_&_microbiome_022213 (1)

Interactively Exploring My BodyWith Calit2 Virtual Reality Facilities

Photo & CalVR software Courtesy of Jurgen Schulze, Calit2

StarCAVE

www.youtube.com/watch?v=9c4DtJ_L_Ps

zSpace

TourCAVE

VROOM

Page 12: Janssen immune system_&_microbiome_022213 (1)

Connecting Colonoscopy “Inside View”With MRI “Outside View”

LS Colon Images and Colonoscopy VideoOn Calit2 Director’s Colony OptIPortable Wall

Page 13: Janssen immune system_&_microbiome_022213 (1)

Why Did I Have an Autoimmune Disease like IBD?

Despite decades of research, the etiology of Crohn's disease

remains unknown. Its pathogenesis may involve a complex interplay between

host genetics, immune dysfunction,

and microbial or environmental factors.--The Role of Microbes in Crohn's Disease

Paul B. Eckburg & David A. RelmanClin Infect Dis. 44:256-262 (2007) 

So I Set Out to Quantify All Three!

Page 14: Janssen immune system_&_microbiome_022213 (1)

I Wondered if Crohn’s is an Autoimmune Disease, Did I Have a Personal Genomic Polymorphism?

From www.23andme.com

SNPs Associated with CD

Polymorphism in Interleukin-23 Receptor Gene

— 80% Higher Risk of Pro-inflammatoryImmune Response

NOD2

ATG16L1

IRGM

Now Comparing 163 Known IBD SNPs

with 23andme SNP Chip

Page 15: Janssen immune system_&_microbiome_022213 (1)

Crohn’s May be a Related Set of Diseases Driven by Different SNPs

Me-MaleCD Onset

At 60-Years Old

Female CD Onset

At 20-Years Old

NOD2 (1)rs2066844

Il-23Rrs1004819

Page 16: Janssen immune system_&_microbiome_022213 (1)

White Blood Cell CountFrom Blood Sample

Normal Range4-10,000 cells/µL

AntibioticsNormal

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Page 17: Janssen immune system_&_microbiome_022213 (1)

Neutrophils as % of WBCsFrom Blood Sample

Normal

Normal Range31-71%

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Page 18: Janssen immune system_&_microbiome_022213 (1)

Lymphocytes as % of WBCsFrom Blood Sample

Normal

Antibiotics

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Lymphocytes Include B Cells, T cells, and Natural Killer Cells

Page 19: Janssen immune system_&_microbiome_022213 (1)

Eosinophils as % of WBCsFrom Blood

Normal

Normal Range1-7%

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Antibiotics

Page 20: Janssen immune system_&_microbiome_022213 (1)

Monocytes as % of WBCsFrom Blood

Normal Range5-12%

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Normal

Page 21: Janssen immune system_&_microbiome_022213 (1)

CalprotectinFrom Stool Sample

Normal Range<50 µg/g

50x Upper Limit

Antibiotics

Peak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Page 22: Janssen immune system_&_microbiome_022213 (1)

Secretory IgAFrom Stool Sample

Normal Range54-204 mg/dL

Normal

7x Upper LimitPeak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Antibiotics

Antibiotics

Page 23: Janssen immune system_&_microbiome_022213 (1)

Lysozyme From Stool Sample

Normal Range<600 ng/mL

Normal

2x Upper Limit

AntibioticsPeak Sec IgA, Lysozyme 1/30/12Peak CRP, Calprotectin 12/28/11Peak Lactoferrin 5/2/11

Antibiotics

Page 24: Janssen immune system_&_microbiome_022213 (1)

Putting Multiple Immunological Biomarker Time Series Together, Reveals Major Immune Dysfunction

Green : Inside RangeOrange: 1-10x OverRed: 10-100x OverPurple: >100x Over

Source: Calit2 Future Health Expedition Team

Page 25: Janssen immune system_&_microbiome_022213 (1)

Four Immune Biomarkers Over TimeCompared with Four Signs/Symptoms

Here Immune biomarkers are normalized 0 to 1, with 1 being the highest value in five years

Source: Photo of Calit2 64-megapixel VROOM

Page 26: Janssen immune system_&_microbiome_022213 (1)

Microbes are 90% of Your Cells-So I Set Out to Determine My Gut Microbes & Their Time Variation

Shipped Stool SampleDecember 28, 2011

I Receiveda Disk Drive April 3, 2012With 35 GB FASTQ Files

Weizhong Li, UCSDNGS Pipeline:230M Reads

Only 0.2% Human

Required 1/2 cpu-yr at SDSCPer Person Analyzed!

Page 27: Janssen immune system_&_microbiome_022213 (1)

First Surprise:Almost All My DNA Abundances are Viral!

Page 28: Janssen immune system_&_microbiome_022213 (1)

LS Viral Species Comprise >97% Relative Abundance of Virus + Bacteria + Archaea

LS Virus Species Which Are >1% of Total Abundance

In an Average Healthy Person,None of LS Viruses Exceed 0.01% of the Total Relative Abundance of Viruses + Bacteria

In Average Healthy Person, Viruses Are <2% of Total Abundance

Page 29: Janssen immune system_&_microbiome_022213 (1)

My Viral Load is Mainly SP-6 Like

Page 30: Janssen immune system_&_microbiome_022213 (1)

What is a “Healthy” Gut Microbiome?Considerable Phyla Variation Found in HMP

Source: “Structure, function and diversity of the healthy human microbiome,” HMP Consortium, Nature, 486, 207-212 (2012)

Note: Euryarchaeota Are So RareThat They Arent Graphed!

Page 31: Janssen immune system_&_microbiome_022213 (1)

Phyla Gut Microbial Abundance Without Viruses: LS, Crohn’s, UC, and Healthy Subjects

Crohn’s UlcerativeColitis

HealthyLS

Toward Noninvasive Microbial Ecology Diagnostics

Source: Weizhong Li, UCSD; Calit2 FuturePatient Expedition

Page 32: Janssen immune system_&_microbiome_022213 (1)

LS Time Series Gut Microbiome Classesvs. Healthy, Crohn’s, Ulcerative Colitis

Page 33: Janssen immune system_&_microbiome_022213 (1)

Microbial Metagenomics Can Diagnose Disease States Using Principal Component Analysis

From www.23andme.com

SNPs Associated with CD

Mutation in Interleukin-23 Receptor Gene—80% Higher

Risk of Pro-inflammatoryImmune Response

2009

IBD Patients Harbored, on Average, 25% Fewer

Microbial Genes than the Individuals

Not Suffering from IBD.

Page 34: Janssen immune system_&_microbiome_022213 (1)

Principal Component AnalysisOn Microbial Species Abundance

Page 35: Janssen immune system_&_microbiome_022213 (1)

Healthy, CD, UC and LSRelative Abundance of Proteobacteria to Actinobacteria

Page 36: Janssen immune system_&_microbiome_022213 (1)

Bacteroides fragilis Levels Different ForHealthy and IBD Human Gut-Differentiates CD and UC

HealthyUlcerative

Colitis

Crohn’sDisease

LS

Source: Analysis by LS working on Weizhong Li Data

Page 37: Janssen immune system_&_microbiome_022213 (1)

Almost All Abundant Species (≥1%) in Healthy SubjectsAre Severely Depleted in LS Gut

Page 38: Janssen immune system_&_microbiome_022213 (1)

Top 20 Most Abundant Microbial SpeciesIn LS vs. Average Healthy Subject

152x

765x

148x

849x483x

220x201x

522x169x

Number Above LS Blue Bar is Multiple

of LS Abundance Compared to Average Healthy Abundance

Per Species

Source: Sequencing JCVI; Analysis Weizhong Li, UCSDLS December 28, 2011 Stool Sample

Page 39: Janssen immune system_&_microbiome_022213 (1)

Comparing 3 LS Time Snapshots (Left) with Healthy, Crohn’s, UC (Right Top to Bottom)

Calit2 VROOM-FuturePatient Expedition

Page 40: Janssen immune system_&_microbiome_022213 (1)

LS Gut Microbe Species 12/28/11 (red)compared to Average of 35 Healthy Subjects (blue)

Derived from metagenomic sequencing of LS stool sample.Each species is a bar,

height is logarithmic abundance, species are divided into microbial phyla

Source: Photo of Calit2 64-megapixel VROOM

Page 41: Janssen immune system_&_microbiome_022213 (1)

200 LS Gut Microbe Species at 3 Times12/28/11, 4/3/12, 8/7/12

Red is at Highest Value of CRPBlue is the Day After End of Antibiotic/Prednisone Therapy

Green is Four Months Later

Source: Photo of Calit2 64-megapixel VROOM

Page 42: Janssen immune system_&_microbiome_022213 (1)

Closeup of Uncommon LS Microbes12/28/11 Stool Sample

45xReduced

By Therapy

90xReduced

By Therapy

8%Increased

By Therapy

Two separate research teams

have found strikingly high concentrations

of Fusobacterium in tumor samples

collected from colorectal cancer

patients.October 18, 2011

Page 43: Janssen immune system_&_microbiome_022213 (1)

From War to Gardening

“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.”

Page 44: Janssen immune system_&_microbiome_022213 (1)

DIY Systems Biology -Toward P4 Healthcare

Download pdfs from Journal:

Over 1000 Downloads So Far

http://onlinelibrary.wiley.com/doi/10.1002/biot.201100495/full

Page 45: Janssen immune system_&_microbiome_022213 (1)

Integrative Personal Omics ProfilingReveals Details of Clinical Onset of Viruses and Diabetes

• Michael Snyder, Chair of Genomics Stanford Univ.

• Genome 140x Coverage

• Blood Tests 20 Times in 14 Months– tracked nearly

20,000 distinct transcripts coding for 12,000 genes

– measured the relative levels of more than 6,000 proteins and 1,000 metabolites in Snyder's blood

Cell 148, 1293–1307, March 16, 2012