introduction to dna microarrays dtu - january 2007 - hanne jarmer

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Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

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Page 1: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Introduction to

DNA microarrays

DTU - January 2007 - Hanne Jarmer

Page 2: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Microarrays - The Concept

Measure the level of transcript from a

very large number of genes in one go

CELL

RNA

Page 3: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Why?

RNA

Page 4: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

How?

gene specific DNA probeslabeled target

gene

mRNA

Page 5: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Microarrays - The Technologies

Stanford-type Microarrays

High-density

Page 6: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Stanford-type Microarrays

Page 7: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Stanford-type Microarrays

Coating glass slides

Deposition of probes

Post-processing

Hybridization

Page 8: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Spotting - Mechanical deposition of probes

Page 9: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

16-pin microarrayer

Page 10: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer
Page 11: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Microarrayer

Page 12: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

mRNAmRNA

cDNAcDNA

Cy3-cDNACy5-cDNA

SAMPLE CONTROL

Stanford

microarrays

Page 13: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Affymetrix GeneChip® oligonucleotide array

• 11 to 20 oligonucleotide probes for each gene

• On-chip synthesis of 25 mers

• ~20,000 genes per chip

• good quality data

• 280-500 K features to play with

Page 14: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

TTT

T

T

TT

T

T

T

A

A

AA

A

A

A

AAA

Photolithographyin situ synthesis

Spacers bound to surface with photolabile protection groups

Mask #1Mask #2

Page 15: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Sample Preparation- Eberwine

RNA

T7

dsDNA

T7 pol

SAMPLE

ssDNA

+ Reverse Transcriptase

+ RNase H+ Polymerase clean up dsDNA

+ Biotin-labeled nucleotides

aRNA

42 C2 h

16 C2 h

37 C6 h

70 C10 min

Page 16: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Detection of Biotin (Affymetrix)

Streptavidin Phycoerythrim = SAPE ( )

anti-SAPE IgG

biotinylated anti-anti IgG

Page 17: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Affymetrix GeneChip®

A gene is represented like this:

- Perfect Match (PM)- MisMatch (MM)

PMMM

PM: CGATCAATTGCACTATGTCATTTCT MM: CGATCAATTGCAGTATGTCATTTCT

Page 18: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

NimbleGen

• 385,000 to 2.1 mill features

• Long probes (up to 70 nt)

• Service:

-labelling

-scanning

-image analysis

Page 19: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Photolithography - Micromirrors

Page 20: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Analysis of Data

Normalization:Linear or non-linear

Page 21: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Is it worth it?

Nu

mb

er

of

kn

ow

n p

osit

ives

Number of significantly affected genes

Qspline normalization

Linear normalization

Known positives versus the total number of significantly affected genes at 5 different cutoffs in the

TnrA experiment

Page 22: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Analysis of Data

Normalization:Linear or non-linear

Statistical test:student’s t-testANalysis Of VAriance

(ANOVA)Analysis:

Principal Component Analysis (PCA) Clustering and visualization

Page 23: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Tiling arrays

Tiling arrays are used for determation of genes, ncRNAs, TF-binding sites, ...

Page 24: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Regulatory T Cells and Allergy

Hanne Jarmer (CBS)

Page 25: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Type I Hypersensitivity

A normal reaction against parasitesTypical allergens:

- pollen- penicillin- nuts- milk- bee venom- mold spores

Page 26: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Early Last Century

“Hmm..., maybe we can make a vaccine?”

Portuguese Man of War

Poul Portier and Charles Richet observed:

Page 27: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Early last century

Page 28: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Early Last Century

1. time: No reaction

2. time: Got sick died

Immediate Hypersensitivity

anaphylaxis

Richet got the Nobel Prize

Page 29: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Mechanism

Page 30: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Regulation

- presentation (concentration/mode)

- TH1, TH2 and TReg

Several factors are important:

- genetics

Page 31: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Regulation

The Naive T cell will differentiate into different subsets induced by different cytokines

Naive T cell

Cytokines

TH1 TH2 TReg

TC

Page 32: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Regulation

NaiveT cell

TH1 TH2 TReg

IL-12

IL-4IL-10 ?

Page 33: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

CD4+ T cells - The normal state

TH1 TH2

TReg

- Keeping the balance

Page 34: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The allergic state

TH1

TH2

TReg

- Out of balance

Page 35: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Three types of TReg cells

IL-10 TGF-

CD25

CD25 = IL-2 receptor (IL2RA)

TReg1 TReg2 TReg3

Page 36: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

CD25+ TReg cells

- Low proliferative capacity

- Immunoregulatory properties

- T cell homeostasis

- Prevents autoimmunity

- Antigen specific, cell-cell adhesion

- Induction of tolerance ... but how?

Potential use inImmuno Specific Therapy (SIT) - graft tolerance

... or the other way around ... in vaccines or cancer treatment

Page 37: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Microarray Project

The goal: Investigate the mechanism

find cure for allergy or an effective SIT

The plan: Find the responsible genes by the

use of carefully designed microarray experiments

Page 38: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Microarray Experiments

normal allergicnormalCD4+CD25+

normalCD4+

allergic CD4+CD25+

allergicCD4+

Blood from 5 normal and 5 allergic patients

20 microarrays

Page 39: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Microarray Experiments

20 microarrays

Page 40: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

2-way ANOVA

NormalCD4+CD25+

NormalCD4+

Allergic CD4+CD25+

AllergicCD4+

2

2

1 1

Page 41: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

2-way ANOVA

Page 42: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

The Regulatory T cell signal

Nature Immunology  6, 345 - 352 (2005)Naturally arising Foxp3-expressing CD25+CD4+ regulatory T cells in immunological tolerance to self and non-selfby Shimon Sakaguch

Natural Treg cells

Page 43: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Maybe ...

TReg

X

(TCR MHC-II)APC

Allergic TReg: Less XFewer active TReg cellsNo tolerance

CTLA-4 B7

Page 44: Introduction to DNA microarrays DTU - January 2007 - Hanne Jarmer

Kristine Dahlin and Thomas Jensen

Thanks to

ALK-abello

Liu Anting, PhD from ALK