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DNA Microarray
Mehran Haidari, PhD
Hospital for Sick Children
University of Toronto
Approaches for Characterizing Differential Gene Expression
Low-throughput or Single Gene Methods
High-throughput or Large-Scale Methods
The Hybridization of Complementary
Strands of DNA/RNA
Is the Underlying Principle of All
Methods of Differential Gene Expression.
Single Gene Methods
Northern Blotting, cumbersome,time-consuming
Nuclease protection, at least 10 fold more sensitive
Quantitative RT-PCR, state of art
High-throughput Methods
Serial Analysis of Gene Expression (SAGE)
Rapid Analysis of Gene Expression (RAGE)
Representational Difference Analysis (RDA)
Suppression Subtractive Hybridization (SSH)
Differential screening (plus/minus screening)
Differential Display (DD)
DNA Microarray
What is DNA Microaray?
Microarray pioneers:
Pat Brown and Schena
A large number of genes deposited onto a glass slide (large scale dot blot)
The RNA sample is RT with simultaneous incorporation of label, resulting in
labeled cDNA.
Microarray slides serve as hybridization targets for labeled cDNA
Analysis of Gene Expression
Monitoring Changes in Genomic DNA
Gene Discovery, Sequencing and Pathway Analysis
When to use Microarray
Analysis of Gene Expression
1- Different tissues or at different developmental states
2- Normal or diseased
states
3- Exposure to drugs or different physiological conditions
Monitoring Changes in Genomic DNA
Hybridization to oligonucleotid is sensitive to
detect single-nucleotide mismatches
Single Nucleotide Polymorphisms (SNPs)
High Density Oligonucleotide Array
Cancer cells typically exhibit genomic instability
Basic Steps in Performing a DNA Microarray Experiments
1- Processing cDNA clones to generate print-ready material
2-Printing cDNA clones (or oligonucleotide) onto a substrate
3-Sample RNA isolation
4-Preparation of the probe (e.g. cDNA synthesis and labeling, RT reaction)
5- Hybridization of labeled probe DNA to the DNA arrayed on the substrate
6-Image acquisition, image analysis and data analysis
What to spot
As many known genes as possible
Genes that are most relevant
A combination of both approaches
Publicity available clones(IMAGE)
In_house derived (SSH)
Custom made/purchased libraries
Detailed Protocols
Stanford University
Albert Einstein College of Medicine
NHGRI
Cold Spring Harbor Laboratory
Collection of Protocols
TIGR Protocols
www.cmgm.stanford.edu/pbrown/
www.sequence.aecom.yu.edu/bioinf/microarray/protocol.html
www.nhgri.gov/DIR/LCG/15K/HTML/protocol.html
www.nucleus.cshl.org/wigler
www.protocol-online.net/molbio/DNA/dna_microarray.html
www.tigr.org/tdb/microarray
Microarray Fabrication Technologies
In Situ Synthesis of Nucleic Acid (Chip ,GeneChip,oligonucleotide array)
15-20 different 25-mer oligonucleotides
Exogenous Deposition of cDNA (cDNA, spotted array)
Single DNA fragments, greater 0.5 Kb
Common Approaches for Microarray Fabrication
1-Contact printing (Patrick O Brown,Stanford University)
2- Non-Contact Printing (Pin and Ring, Bubble Jet, Ink Jet)
3- Photolithography (Affymetrix, Oligonucleotide Microarray)
http://www.affymetrix.com/technology/tech_probe.html
Contact Printing
Non-Contact Printing
Photolithography
Affymetrix Technology
Two basic substrates commonly used for cDNA printing
are glass and membrane filters
Chemically treated microscope glass slides are the most
widely used support
Microarray, Microscope Slide,80000 Spots, 10000-20000 Spots
Macroarray, Nylon Membrane, 500,-18000 Spots
Micro or Macro
RNA Preparation
No difference between total RNA or mRNA
Type of tissue might have profound effect on extraction
process. 100 -200 Âľg of RNA is need/slide
Laser capture microdissection (LCM) , incorporation of a
PCR step
Sample Labeling
Most microarray utilize two fluorophores,
Cyanine3(Green emission) and Cyanine5 (Red emission)
They have different size and different ability
for incorporation in cDNA
A single round of transcription is used to generate
a labeled cDNA probe (RT-PCR)
Data Analysis
Seldom more than two replicates of each experiment
Normalization
First step is during scanning, when sensivity of
detection is adjusted by the laser voltage
Gene expression value can be expressed relative
to the expression of housekeeping genes
In the absence of control genes, normalization to the median
microarray value is popular
Analyzed gene changes are often expressed as a fold increase
either greater than twofold or less than 0.5 fold (DeRisi)
How Much is Significant???
With a large number of microarrays, small changes can be statistically valid
Elcock et al. detected 1.1 fold changes with %95 confidence interval when
each experimental sample was hybridized to
seven microarray slides (with two replicate spots for each gene)
Derisi et al.Nat Genet 1996:14:457-60
Housekeeping genes
These are genes that are expressed constitutively and their level of
expression is thought to be stable, regardless of the sample used (β
Actin, Cyclophilin, GAPDH)
DeRisi used 90 housekeeping genes and found that changes that
were <0.5 and > 2.4 were acceptable
β Actin is one of the most commonly used housekeeping genes
and it has been shown to be downregulated in heat shock experiments
In fact, there is an appreciable amount of literature available to
suggest that there is no such thing as housekeeping gene
DNA microarray represents a developing technology, there remain
substantial obstacles in the design and analysis of these microarray
There are no globally accepted rules or standards
for performing controlled microarray experiments
A good experiments include more control component then
the real comparison
Accuracy and Precision
Quality Control of DNA Microarray
Down-Scaling of an experiment makes it generally
sensitive to external and internal fluctuation
Replication of each experiments on multiple array
Dual labeling, swapping the dyes for control and treated
sample
Using a large number of controls on every array
Controls
mRNA from genes that are not homologous to the organism understudy (Arabidopsis)
cDNA from the organism with high, medium and
low expression represented on the array (sensivity)
Cold DNA (e.g., calf thymus DNA, yeast tRNA)
is added to block nonspecific annealing
Spots of DNA from another organism whose
mRNA is not represented in the sample (Background)
Total genomic DNA or cDNA clones of common contaminant such
as E.Coli and yeast are represented in the array to monitor for contamination
C.C Liew,(1994) sequenced 3500 ESTs representing 3100
cDNA from adult human heart(First cardiovascular catalogue of genes)
The number of cardiovascular ESTs increased to 85,000 (1997)
The latest number(2001) is 111,224 cardiovascular ESTs
The largest cardiovascular cDNA microarray constructed (10,368 ESTs)
Cardiovascular ESTs
Choong-Chin Liew, Director, The Cardiovascular Genome Unit,
Harvard Medical School
The number of genes encoded by the Human Genome has been
estimated to be ∟ 32,000 - 38,000.
Between 21,000 - 27,000 genes are expressed in the cardiovascular system
Lack of information
No cDNA Library for Atherosclerotic plaques
Only 5% of total ESTs deposited in GeneBank are derived from cardiovscular tissue
ESTs from cardiovascular tissues or cell type
or from diseased specimens remain limited
Cardiovascular EST data from most model organisms are almost nonexistent
The construction of cardiovascular gene databases at different stages of
pathology will cast light on the complex genetic mechanisms underlying
disease of cardiovascular system
DNA microarray technology is still in its infancy
DNA microarray in atherosclerosis is not born yet (or at most
is premature)
Premature
B.C.G. FABER did the first study dealing with differential gene expression
in whole-mount specimens of rupture plaques using macroarray
Suppression Subtractive Hybridization (SSH) technique isolates low abundant
sequence that might not be isolated by use of microarray technology
Mammalian mRNA population
20% Abundant transcript (1000-12000 copies/cell)
25% Medium abundant (100-1000 copies/cell)
% 50 small number copies (< 13 copies/cell)
Mammalian mRNA encoding proteins that regular cellular
behavior are expressed at low abundance
Circ Rec 2001.89;547-554 University of Mastricht, Netherland
SSH
3 ruptured plaques
3 stable plaques
Forward reaction
n=3000
Reverse reaction
n=2000
Macro array
n=500
Sequencing
n=25
RT-PCR analysis
n=3
RNA in situ hybridization
n=1
Immunohistochemistry
n=1
> two fold difference
Perilipin was the known gene that upregulated (confirmed by RT-PCR) 8 of 10
ruptured plaques expressed prelipin while expression was absent in 10 stable plaque
Prelipin is a protein which present on the surface layer of
intracellular lipid droplets in adipocyte and prevent lipolysis
β actin was down regulated in ruptured plaques
Prelipin is unlikely to be the sole marker of rupture
The author used only 10% of differentially expressed gene for doing macroarray
A large effort at macroarray and then sequencing would have yield more differences
An alternative would be to hybridized the subtractand against a large array
Other alternative is the isolation of cell type-specific genes
(LCM) rather than plaque-type-specific genes
K.j.Haley et al. treated cultured Human aortic SMC with TNFÎą and
used DNA microarray with 8600 genes to monitor gene expression
Marked increase in eotaxin confirmed with northern blotting
Immunohistochemical analysis demonstrated overexpression of
eotaxin and its receptor in the human atheroma (SMC)
Circulation;2000:102:2185-2189 Boston-Harvard
McCaffrey et al. compared transcript profile of fibrous cap vs. adjacent media
of 13 patients, using macroarray (membrane 588 known genes)
Early growth response gene(Egr-1) was highly expressed in lesion (confirmed
by RT-PCR)
Many Erg-1 inducible genes including PDGF , TGF-β and ICAM-1 were also
strongly elevated in the lesion
β ACTIN and GAPDH were use as housekeeping gene
J.C.I 2000,105:653-662 Cornell University
L.D Adams, S.M Schwartz, University of Washington
Adams et al. Compared gene expression of media of aorta and
vena cava, using cDNA microarray of 4048 known genes
68 genes had consistent elevation in message expression of the aorta
The most differentially gene was Regulator of G protein Signaling (RGS5)
Northern analysis and in situ hybridization were used to confirm the results
Circulation Research 2000.8.623
R.M Lawn et al. examined the response of macrophages to exposure to
oxidized LDL, using microarray containing 10000 Human genes
268 genes were found to be at least twofold regulated
Real Time RT-PCR was used to confirm the results
Orphan nuclear receptors (PPARÎł, LXR and RXR) and ABC1 were
among genes which unregulated after exposure
J.B.C 2000:275;48, 37324-37332
L.A Mcintire et al. identified 52 genes with altered expression under shear stress
Using DNA microarray in primary human umbilical vein endothelial cells
Significant increases in mRNA levels for 32 and significant
decreases in expression for 20 genes were reported
The most enhanced genes were cytocromes P45 1A1 and 1B1
and human prostaglandin transporter
Most dramatically decreased were connective tissue growth factor and endotheline-1
PNAS2001, 98:8955-8960 Rice University
Rajeevan et al. estimated that % 30 of
microarray results are false-positive
Rajeevan et al. J Mol Diag 2001-3-26-31
Microarray findings should be confirmed,at least
by one of the low-throughput gene expression methods
Northern Blotting
Nuclease protection
Quantitative RT-PCR
Many genes are expressed constitutively and regulation
of their function is at the transnational or posttranslational
(ApoB ,CFTR, TCR)
To date, there has been a relatively poor correlation
between gene and protein expression.
It is likely that global proteome analysis provides a better
representation of the phenotype than does gene expression analysis

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Dna microarray mehran- u of toronto

  • 1. DNA Microarray Mehran Haidari, PhD Hospital for Sick Children University of Toronto
  • 2. Approaches for Characterizing Differential Gene Expression Low-throughput or Single Gene Methods High-throughput or Large-Scale Methods
  • 3. The Hybridization of Complementary Strands of DNA/RNA Is the Underlying Principle of All Methods of Differential Gene Expression.
  • 4. Single Gene Methods Northern Blotting, cumbersome,time-consuming Nuclease protection, at least 10 fold more sensitive Quantitative RT-PCR, state of art
  • 5. High-throughput Methods Serial Analysis of Gene Expression (SAGE) Rapid Analysis of Gene Expression (RAGE) Representational Difference Analysis (RDA) Suppression Subtractive Hybridization (SSH) Differential screening (plus/minus screening) Differential Display (DD) DNA Microarray
  • 6. What is DNA Microaray? Microarray pioneers: Pat Brown and Schena A large number of genes deposited onto a glass slide (large scale dot blot) The RNA sample is RT with simultaneous incorporation of label, resulting in labeled cDNA. Microarray slides serve as hybridization targets for labeled cDNA
  • 7. Analysis of Gene Expression Monitoring Changes in Genomic DNA Gene Discovery, Sequencing and Pathway Analysis When to use Microarray
  • 8. Analysis of Gene Expression 1- Different tissues or at different developmental states 2- Normal or diseased states 3- Exposure to drugs or different physiological conditions
  • 9. Monitoring Changes in Genomic DNA Hybridization to oligonucleotid is sensitive to detect single-nucleotide mismatches Single Nucleotide Polymorphisms (SNPs) High Density Oligonucleotide Array Cancer cells typically exhibit genomic instability
  • 10. Basic Steps in Performing a DNA Microarray Experiments 1- Processing cDNA clones to generate print-ready material 2-Printing cDNA clones (or oligonucleotide) onto a substrate 3-Sample RNA isolation 4-Preparation of the probe (e.g. cDNA synthesis and labeling, RT reaction) 5- Hybridization of labeled probe DNA to the DNA arrayed on the substrate 6-Image acquisition, image analysis and data analysis
  • 11.
  • 12. What to spot As many known genes as possible Genes that are most relevant A combination of both approaches Publicity available clones(IMAGE) In_house derived (SSH) Custom made/purchased libraries
  • 13. Detailed Protocols Stanford University Albert Einstein College of Medicine NHGRI Cold Spring Harbor Laboratory Collection of Protocols TIGR Protocols www.cmgm.stanford.edu/pbrown/ www.sequence.aecom.yu.edu/bioinf/microarray/protocol.html www.nhgri.gov/DIR/LCG/15K/HTML/protocol.html www.nucleus.cshl.org/wigler www.protocol-online.net/molbio/DNA/dna_microarray.html www.tigr.org/tdb/microarray
  • 14. Microarray Fabrication Technologies In Situ Synthesis of Nucleic Acid (Chip ,GeneChip,oligonucleotide array) 15-20 different 25-mer oligonucleotides Exogenous Deposition of cDNA (cDNA, spotted array) Single DNA fragments, greater 0.5 Kb
  • 15. Common Approaches for Microarray Fabrication 1-Contact printing (Patrick O Brown,Stanford University) 2- Non-Contact Printing (Pin and Ring, Bubble Jet, Ink Jet) 3- Photolithography (Affymetrix, Oligonucleotide Microarray) http://www.affymetrix.com/technology/tech_probe.html
  • 19.
  • 21. Two basic substrates commonly used for cDNA printing are glass and membrane filters Chemically treated microscope glass slides are the most widely used support Microarray, Microscope Slide,80000 Spots, 10000-20000 Spots Macroarray, Nylon Membrane, 500,-18000 Spots Micro or Macro
  • 22.
  • 23. RNA Preparation No difference between total RNA or mRNA Type of tissue might have profound effect on extraction process. 100 -200 Âľg of RNA is need/slide Laser capture microdissection (LCM) , incorporation of a PCR step
  • 24. Sample Labeling Most microarray utilize two fluorophores, Cyanine3(Green emission) and Cyanine5 (Red emission) They have different size and different ability for incorporation in cDNA A single round of transcription is used to generate a labeled cDNA probe (RT-PCR)
  • 25.
  • 26. Data Analysis Seldom more than two replicates of each experiment Normalization First step is during scanning, when sensivity of detection is adjusted by the laser voltage Gene expression value can be expressed relative to the expression of housekeeping genes In the absence of control genes, normalization to the median microarray value is popular
  • 27. Analyzed gene changes are often expressed as a fold increase either greater than twofold or less than 0.5 fold (DeRisi) How Much is Significant??? With a large number of microarrays, small changes can be statistically valid Elcock et al. detected 1.1 fold changes with %95 confidence interval when each experimental sample was hybridized to seven microarray slides (with two replicate spots for each gene) Derisi et al.Nat Genet 1996:14:457-60
  • 28. Housekeeping genes These are genes that are expressed constitutively and their level of expression is thought to be stable, regardless of the sample used (β Actin, Cyclophilin, GAPDH) DeRisi used 90 housekeeping genes and found that changes that were <0.5 and > 2.4 were acceptable β Actin is one of the most commonly used housekeeping genes and it has been shown to be downregulated in heat shock experiments In fact, there is an appreciable amount of literature available to suggest that there is no such thing as housekeeping gene
  • 29. DNA microarray represents a developing technology, there remain substantial obstacles in the design and analysis of these microarray There are no globally accepted rules or standards for performing controlled microarray experiments A good experiments include more control component then the real comparison Accuracy and Precision
  • 30. Quality Control of DNA Microarray Down-Scaling of an experiment makes it generally sensitive to external and internal fluctuation Replication of each experiments on multiple array Dual labeling, swapping the dyes for control and treated sample Using a large number of controls on every array
  • 31. Controls mRNA from genes that are not homologous to the organism understudy (Arabidopsis) cDNA from the organism with high, medium and low expression represented on the array (sensivity) Cold DNA (e.g., calf thymus DNA, yeast tRNA) is added to block nonspecific annealing Spots of DNA from another organism whose mRNA is not represented in the sample (Background) Total genomic DNA or cDNA clones of common contaminant such as E.Coli and yeast are represented in the array to monitor for contamination
  • 32.
  • 33. C.C Liew,(1994) sequenced 3500 ESTs representing 3100 cDNA from adult human heart(First cardiovascular catalogue of genes) The number of cardiovascular ESTs increased to 85,000 (1997) The latest number(2001) is 111,224 cardiovascular ESTs The largest cardiovascular cDNA microarray constructed (10,368 ESTs) Cardiovascular ESTs Choong-Chin Liew, Director, The Cardiovascular Genome Unit, Harvard Medical School
  • 34. The number of genes encoded by the Human Genome has been estimated to be ∟ 32,000 - 38,000. Between 21,000 - 27,000 genes are expressed in the cardiovascular system Lack of information No cDNA Library for Atherosclerotic plaques Only 5% of total ESTs deposited in GeneBank are derived from cardiovscular tissue ESTs from cardiovascular tissues or cell type or from diseased specimens remain limited
  • 35. Cardiovascular EST data from most model organisms are almost nonexistent The construction of cardiovascular gene databases at different stages of pathology will cast light on the complex genetic mechanisms underlying disease of cardiovascular system DNA microarray technology is still in its infancy DNA microarray in atherosclerosis is not born yet (or at most is premature) Premature
  • 36. B.C.G. FABER did the first study dealing with differential gene expression in whole-mount specimens of rupture plaques using macroarray Suppression Subtractive Hybridization (SSH) technique isolates low abundant sequence that might not be isolated by use of microarray technology Mammalian mRNA population 20% Abundant transcript (1000-12000 copies/cell) 25% Medium abundant (100-1000 copies/cell) % 50 small number copies (< 13 copies/cell) Mammalian mRNA encoding proteins that regular cellular behavior are expressed at low abundance Circ Rec 2001.89;547-554 University of Mastricht, Netherland
  • 37. SSH 3 ruptured plaques 3 stable plaques Forward reaction n=3000 Reverse reaction n=2000 Macro array n=500 Sequencing n=25 RT-PCR analysis n=3 RNA in situ hybridization n=1 Immunohistochemistry n=1 > two fold difference
  • 38. Perilipin was the known gene that upregulated (confirmed by RT-PCR) 8 of 10 ruptured plaques expressed prelipin while expression was absent in 10 stable plaque Prelipin is a protein which present on the surface layer of intracellular lipid droplets in adipocyte and prevent lipolysis β actin was down regulated in ruptured plaques
  • 39. Prelipin is unlikely to be the sole marker of rupture The author used only 10% of differentially expressed gene for doing macroarray A large effort at macroarray and then sequencing would have yield more differences An alternative would be to hybridized the subtractand against a large array Other alternative is the isolation of cell type-specific genes (LCM) rather than plaque-type-specific genes
  • 40. K.j.Haley et al. treated cultured Human aortic SMC with TNFÎą and used DNA microarray with 8600 genes to monitor gene expression Marked increase in eotaxin confirmed with northern blotting Immunohistochemical analysis demonstrated overexpression of eotaxin and its receptor in the human atheroma (SMC) Circulation;2000:102:2185-2189 Boston-Harvard
  • 41. McCaffrey et al. compared transcript profile of fibrous cap vs. adjacent media of 13 patients, using macroarray (membrane 588 known genes) Early growth response gene(Egr-1) was highly expressed in lesion (confirmed by RT-PCR) Many Erg-1 inducible genes including PDGF , TGF-β and ICAM-1 were also strongly elevated in the lesion β ACTIN and GAPDH were use as housekeeping gene J.C.I 2000,105:653-662 Cornell University
  • 42. L.D Adams, S.M Schwartz, University of Washington Adams et al. Compared gene expression of media of aorta and vena cava, using cDNA microarray of 4048 known genes 68 genes had consistent elevation in message expression of the aorta The most differentially gene was Regulator of G protein Signaling (RGS5) Northern analysis and in situ hybridization were used to confirm the results Circulation Research 2000.8.623
  • 43. R.M Lawn et al. examined the response of macrophages to exposure to oxidized LDL, using microarray containing 10000 Human genes 268 genes were found to be at least twofold regulated Real Time RT-PCR was used to confirm the results Orphan nuclear receptors (PPARÎł, LXR and RXR) and ABC1 were among genes which unregulated after exposure J.B.C 2000:275;48, 37324-37332
  • 44. L.A Mcintire et al. identified 52 genes with altered expression under shear stress Using DNA microarray in primary human umbilical vein endothelial cells Significant increases in mRNA levels for 32 and significant decreases in expression for 20 genes were reported The most enhanced genes were cytocromes P45 1A1 and 1B1 and human prostaglandin transporter Most dramatically decreased were connective tissue growth factor and endotheline-1 PNAS2001, 98:8955-8960 Rice University
  • 45. Rajeevan et al. estimated that % 30 of microarray results are false-positive Rajeevan et al. J Mol Diag 2001-3-26-31 Microarray findings should be confirmed,at least by one of the low-throughput gene expression methods Northern Blotting Nuclease protection Quantitative RT-PCR
  • 46. Many genes are expressed constitutively and regulation of their function is at the transnational or posttranslational (ApoB ,CFTR, TCR) To date, there has been a relatively poor correlation between gene and protein expression. It is likely that global proteome analysis provides a better representation of the phenotype than does gene expression analysis