Microarrays And Functional Genomics CPSC265 Matt Hudson
Microarray Technology
• Relatively young technology• Usually used like a Northern blot – can determine the amount of mRNA for a particular gene
• Except – a Northern blot measures one gene at a time
• A microarray can measure every gene in the genome, simultaneously
Recent! History
• 1994. First microarrays developed by Ron Davis and Pat Brown at Stanford.
• 1997-1999. Practical microarrays become available for yeast, humans and plants
Why analyze so many genes?
• Just because we sequenced a genome doesn’t mean we know anything about the genes. Thousands of genes remain without an assigned function. • To find genes involved in a particular process, we can
look for mRNAs “up-regulated” during that process. • For example, we can look at genes up-regulated in
human cells in response to cancer-causing mutations, or look at genes in a crop plant responding to drought. • Patterns/clusters of expression are more predictive
than looking at one or two prognostic markers – can figure out new pathways
Two Main Types of Microarray
Oligonucleotide, photolithographic arrays “Gene Chips”
Miniaturized, high density arrays of oligos (Affymetrix Inc., Nimblegen, Inc.)
Printed cDNA or Oligonucleotide Arrays
•Robotically spotted cDNAs or Oligonucleotides • Printed on Nylon, Plastic or Glass surface • Can be made in any lab with a robot • Several robots in ERML
• Can also buy printed arrays commercially
The original idea
A microarray of
thousands of
genes on a
glass slide
Each “spot” is one gene, like a probe in a Northern blot.
This time, the probes are fixed, and the target genes move about.
Glass slide microarray summary
The process
Building the chip:MASSIVE PCR PCR PURIFICATION and PREPARATION
PREPARING SLIDES PRINTING
RNA preparation: CELL CULTURE AND HARVEST RNA ISOLATION cDNA PRODUCTION Hybing the
chip: POST PROCESSING
ARRAY HYBRIDIZATION
PROBE LABELING
DATA ANALYSIS
Robotically printed arrays
Robotically printed arrays
1 nanolitre spots 90-120 um diameter
384 well source plate chemically modified slides steel
Physical Spotting
Reverse Transcriptase
Labelling RNA for Glass slides
mRNA (control) cDNA Cy3 labelled Reverse transcription mRNA (treated) cDNA Cy5 labelled Cy3 label Cy5 label
Hybridization
Binding of cDNA target samples to cDNA probes on the slide
cover slip
Hybridize for 5-12 hours
Northern blot vs. Microarray
• In Northern blotting, the whole mRNA of the organism is on the membrane. The labelled “probe” lights up a band – one gene
• In a microarray, the whole genome is printed on a slide, one “probe” spot per gene. Mixed, labelled cDNA, made from mRNA from the organism, is added. Each probe lights up green or red according to whether it is more or less abundant between the control and the treated mRNA. LABEL 3XSSC HYB CHAMBER ARRAY SLIDE LIFTERSLIP SLIDE LABEL • Humidity • Temperature • Formamide (Lowers the Tm)
Hybridization chamber
Expression profiling with DNA microarrays
cDNA “A” Cy5 labeled cDNA “B” Cy3 labeled Hybridization Scanning Laser 1 Laser 2 +Analysis Image Capture
Image analysis
GenePix
Spotted cDNA microarrays
Advantages• Lower price and flexibility
• Can be printed in well equipped lab
• Simultaneous comparison of two related
biological samples (tumor versus normal, treated versus untreated cells)
Disadvantages
• Needs sequence verification
• Measures the relative level of expression between 2 samples
Affymetrix Microarrays
• One chip per sample • Made by photolithography • ~500,000 25 base probes…unlike Glass Slide Microarrays
•Made by a spotting robot •~30,000 50-500 base probes •Involves two dyes/one chip •Control and experiment on same chip
Affymetrix GeneChip
Miniaturized, high density arrays of oligos 1.28-cm by 1.28-cm (409,000 oligos) Manufacturing Process
Solid-phase chemical synthesis and Photolithographic fabrication techniques employed in semiconductor industry
Selection of Expression Probes
Set of oligos to be synthesized is defined, based on its ability to hybridize to the target genes of interest
Probes Sequence
Perfect Match
Mismatch Chip
5’ 3’
Computer algorithms are used to design photolithographic masks for use in manufacturing
Photolithographic Synthesis
Manufacturing Process
Probe arrays are manufactured by light-directed chemical synthesis process which enables the synthesis of hundreds of thousands of discrete compounds in precise locations
Lamp
Mask Chip
Affymetrix Wafer and Chip Format
1.28cm 50… 11µm 20 - 50 µm Millions of identical oligonucleotides per feature 49 - 400 chips/wafer up to ~ 400,000 “features” / chip
Reverse Transcriptase
in vitro transcription
Labelling RNA for Affymetrix
mRNA cDNA Reverse transcription Transcription Biotin labelled nucleotides cRNA
Target Preparation
cDNAWash & Stain
Scan Hybridize (16 hours) mRNA AAAA B B B B Biotin-labeled transcripts Fragment (heat, Mg2+) Fragmented cRNA B B B B
GeneChip
®Expression Analysis
Hybridization and Staining
Array cRNA Target Hybridized Array Streptravidin-phycoerythrin conjugate
Example: Comparing a mutant cell line with a wild type line.
Instrumentation
Affymetrix GeneChip System3000-7G Scanner 450 Fluidic Station
Microarray data analysis
This is now a very important branch of statistics
It is unusual to do thousands of experiments at once. Statistical methods didn’t exist to analyse microarrays. Now they are being rapidly developed.
Normal vs. Normal
Normal vs. Tumor
Lung Tumor:
Up-Regulated
Lung Tumor:
Down-Regulated
Microarray Technology - Applications
• Gene
Discovery-–Assigning function to sequence
–Finding genes involved in a particular process
–Discovery of disease genes and drug targets • Genotyping
–SNPs
–Genetic mapping (Humans, plants)
–Patient stratification (pharmacogenomics)
–Adverse drug effects (ADE) • Microbial ID
What DNA microarrays can’t do
• Tell you anything about protein levels
• Tell you anything about post-translational modification of proteins
• Tell you anything about the structure of proteins
• Predict the phenotype of a genetic mutant
Proteomics
• A high througput approach to learning about all the proteins in a cell
• As microarrays are to a Northern blot, proteomics is to a Western blot
• Two main approaches –
• 2D gels + MS
• Protein microarrays
Protein separation:
2-dimensional gel electrophoresis 1st dimension
Separation by charge (isoelectric focussing)
2nd dimension
Separation by molecular weight (SDS-PAGE)
kDa
pH 3 pH 10
pI
Proteins extracted from cow ovarian follicle granulosa cells separated on a broad range IPG strip (pH3-10) followed by a 12.5% polyacrylamide gel, silver stained
3.5 9.0 20 150 100 75 50 37 25 Susan Liddel
Mass Spectrometry
FT-MS can tell you 10-20 residues of sequence, but only from a purified protein Robots pick spots from 2-D gel, load into MS Also, 2-D and 3-D LC
Protein microarrays
The future of microarrays:
•Still looking good
•Used by most pharmaceutical companies, almost all University biology departments •In the future, just like silicon chips, likely
to get cheaper, faster and more powerful •It may not be long before they are routinely
used to diagnose disease
The future of proteomics:
• Many people will tell you proteomics IS the future of biology
• If they can get it to work as well as microarrays, they will be right
• The problem is, every protein has different chemistry, while all mRNAs are closely comparable
• At the moment, proteomics is a hot field, but few major biological discoveries have been made with proteomics – many have been made with microarrays