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Title: Introduction to microarray technology Extra material


1
Introduction to microarray technologyExtra
material
  • Lecture 17, Statistics 246
  • March 18, 2004

2
Back to cDNA arrays the M-Guide Build your own
arrayer
  • M-Guide
  • Array Maker Documentation
  • Printing Microarrays

3
Printing Microarrays
  • Print Head
  • Plate Handling
  • XYZ positioning
  • Repeatability Accuracy
  • Resolution
  • Environmental Control
  • Humidity
  • Dust
  • Instrument Control
  • Sample Tracking Software

4
Ngai Lab arrayer , UC Berkeley
5
Microarray Gridder
6
Slide Preparation Home Grown
  • Protocol for preparing poly-L-Lysine slides for
    Microarrays
  • 1. Wash 180 slides completely
  • 2. Prepare poly-lysine solution
  • 3. Pour solution over slide
  • 4. Rinse, spin dry and store slides
  • 5. Use slides no less than 2 and no more than 4-6
    months later

7
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8
Protocol for Amplifying Products to Print on Array
Product Amplification and preparation What to
Print?
  • All PCR reactions in 96-well format, 100 ml
    reaction volume
  • Perform PCR reactions in a Tetrad Machine
  • Reactions are assayed on 96 well agarose gel
  • Need multi-channel pipetting system
  • Also desirable to have Multimek 96-well pipetting
    robot

9
MJ Tetrad PCR machine
10
Protocol for preparation of Plasmid DNA from
Bacterial Clones Containing Mammalian DNA
  • 1. Inoculate a deep 96-well plate filled with IB
    ( antibiotic marker) with a small amount of
    bacterial culture. Incubate with shaking at 37C
  • 2. Spin down the cultures and follow the
    manufacturers protocol for the QIAprep
  • 3. Use 1-5 ul of eluted plasmid DNA as PCR
    template

11
Protocol for precipitation and 384 Well Arraying
of PCR products
  • 1. After running reactions on 1 agarose gel and
    documenting results, add sodium acetate, pH 5.5
    and 110 ul room temp isopropanol
  • 2. Transfer reactions to U-bottom plates,.. tape
    plates together.
  • 3. Spin plates at 4.500 rpm for 2 hours
  • 4. Carefully aspirate solution
  • 5. Add 100ul 70 EtOH. Spin plates for another
    hour at 4,500
  • 6. Aspirate again and let air dry or dry in a 96
    well speed-vac
  • 7. Allow PCR products to resuspend in 20ul of H2O
    for at least 18 hours
  • 8. Transfer products to 384 -well printing plates
  • 9. Dry plates down in speed-vac and resuspend
    products in 3X SSC
  • 10. Let plates resuspend overnight before
    printing.

12
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13
Printing Approaches
  • Non - Contact
  • Piezoelectric dispenser
  • Syringe-solenoid ink-jet dispenser
  • Contact (using rigid pin tools, similar to filter
    array)
  • Tweezer
  • Split pin
  • Micro spotting pin

14
Micro Spotting pin
15
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16
Practical Problems
  • Surface chemistry uneven surface may lead to
    high background.
  • Dipping the pin into large volume -gt pre-printing
    to drain off excess sample.
  • Spot variation can be due to mechanical
    difference between pins. Pins could be clogged
    during the printing process.
  • Spot size and density depends on surface and
    solution properties.
  • Pins need good washing between samples to prevent
    sample carryover.

17
Post Processing Arrays
  • Protocol for Post Processing Microarrays
  • Hydration/Heat Fixing
  • 1. Pick out about 20-30 slides to be processed.
  • 2. Determine the correct orientation of slide,
    and if necessary, etch label on lower left corner
    of array side
  • 3. On back of slide, etch two lines above and
    below center of array to designate array area
    after processing
  • 4. Pour 100 ml 1X SSC into hydration tray and
    warm on slide warmer at medium setting
  • 5. Set slide array side down and observe spots
    until proper hydration is achieved.
  • 6. Upon reaching proper hydration, immediately
    snap dry slide
  • 7. Place slides in rack.

18
  • Surface blocking
  • 1. Store succinic anhydride in vacuum dessicator
    until ready for use.
  • 2. Measure 335 ml 1-methly-2-pyrrolidinone into
    designated clean dry slide dish with stir bar
  • 3. Dissolve 5.5 g succinic anhydride completely
  • 4. IMMEDIATELY after succinic anhydride
    dissolves, mix in 15 ml 1M NaBorate pH 8.0 and
    submerge slides in solution. Shake evenly under
    level of solution.
  • 5.Soak slides in solution on shaker for 15
  • 6. Before 15 incubation is done, reduce heat on
    boiling water so temp is approx 95C and no more
    bubbles are present. Drain excess blocking
    solution off slides and transfer slide rack to
    boiling water and incubate for 130
  • 7. Transfer rack to dish of 95 EtOH and plunge
    5X. Spin down on tabletop.
  • 8. Arrays may be used immediately or stored for
    future use.

19
Isolating Nucleic Acid RNA, Membranes, and
Tumors
  • Protocol for Total RNA isolation in S. Cerevisae
  • Modified FastTrack Protocol for Yeast Poly-A RNA
    Isolation
  • Protocol for Poly-A Isolations
  • Revised Protocol for FastTrack mRNA extraction
    from Human Cells
  • Tumor mRNA isolation
  • Gradient-based membrane-bound Polysome Protocol
  • Protocol for Immunoprecipitation of Chromatin
    from Fixed Yeast Beadbeater Method

20
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21
Protocol for Total RNA Isolation in S. Cerevisae
  • 1. Spin down cells (about 250ml at OD6000.5).
    Dump supernatant.
  • 2. Resuspend in 12 ml of AE Buffer. Transfer to
    Oak Ridge phenol resistant centrifuge tubes.
  • 3. Add 800 ul 25 SDS, 12 ml acid phenol. Mix
    well.
  • 4. Incubate 10 at 65 C, vortexing every minute.
  • 5. Incubate 5 on ice.
  • 6. Spin down 15 minutes at 10,000 rpm in SS34
    rotor
  • 7. Dump supernatant into pre-spun 50 ml PhaseLock
    tube.Add 15 ml chloroform and shake to mix (ctd)

22
  • 8. Spin down 10 at 3,000 rpm in table-top
    centrifuge
  • 9. Dump supernatant into new oak Ridge tube
  • 10. Add 1/10 volume 3M NaAcetate and equal volume
    of room temperature isopropanol
  • 11. Spin down 35-40 at 12,000 rpm in SS34
  • 12. Wash with 70 EtOH, resuspending pellet, spin
    again 20 at 12,000 rpm
  • 13. Dump off EtOH. Dry pellet in vacuum oven
    briefly
  • 14. Resuspend in 500ul water
  • 15. Quantitate via spec and run 1ug on 1 agarose
    gel
  • 16. Store total RNA in -80C
  • Protocol for Poly-A Isolations more complex 18
    steps.

23
Labelling Nucleic Acid
  • Protocol for Reverse transcription and
    Amino-allyl Coupling of RNA
  • Preparation of Fluorescent cDNA Probe from Human
    mRNA (alternate protocol)
  • Modified Eberwine (ANTISENSE) RNA Amplification
    Protocol
  • Protocol for labeling Genomic DNA for
    Microarrays Version 1
  • Genomic DNA Labeling Protocol
  • Round A/B DNA Ampification Protocol

24
Preparation of Fluorescent cDNA Probe from Human
mRNA (alternate protocol)
  • 1. To anneal primer, mix 2 ug of mRNA with 2 ug
    of a regular or anchored (5-TTT TTT TTT TTT TTT
    TTT TT VN-3) oligo-dT primer in a total volume
    of 15 ul (x 2)
  • 2. Heat to 70 C for 10 min and cool on ice
  • 3. Add 15 ul of reaction mixture each to Cy3 and
    Cy5 reactions (5X first strand buffer, 0.1M DTT,
    unlabeled dNTPs, Cy3 or Cy5, Superscript II
  • 4. 5X first strand buffer 250 mM Tris-HCl, 375
    KCl, 15mM MgCl2
  • 5. Incubate at 42 C for 1.5-2 hrs
  • 6. Degrade RNA by addition of 15ul of 0.1N NaOH,
    and incubate at 70 C (ctd)

25
  • 7. Neutralize by addition of 15 ul of 0.1N HCl,
    and bring the volume to 500 ul with TE
  • 8. Add 20 ug of Cot1 human DNA
  • 9. Purify probe by centrifuging in a Centricon
    micro-concentrator
  • --------------------------------------------------
    ------------------------------------
  • 10. Combine the separate concentrated probes (Cy3
    and Cy5) into a fresh Centricon, bring to a
    volume of 500 ul with TE and concentrate again
  • 11. Add 1 ul of 10ug/ul polyA RNA and 1 ul of
    10ug/ul tRNA
  • 12. Adjust volume to 9.5 ul with distilled water
  • 13. For final probe preparation add 2.1 ul 20XSSC
    and 0.35 ul 10 SDS. Final probe volume can be
    adjusted to between 12 ul and 15 ul.
  • 14. Denature probe by heating for 2 min at 100
    C, and incubate at 37 C for 20-30 min
  • 15. Place on array under a glass cover slip
  • 16. Hybridize at 65 C for 14 to 18 hours in a
    custom slide chamber with humidity maintained by
    a small reservoir of 3XSSC
  • 17. Wash arrays by submersion and agitation for
    2-5 min in 2X SSC with 0.1SDS followed by 1X SSC
    and 0.1X SSC
  • 18. Spin dry by centrifugation for 2c min on a
    slide rack in a tabletop centrifuge at 650 rpm
    for 2min

26
Hybridization
  • Humidity
  • Temperature
  • Formamide
  • (Lowers the Tm)

3XSSC
HYB CHAMBER
ARRAY
LIFTERSLIP
SLIDE
LABEL
SLIDE LABEL
27
Hybridization Chamber
28
Protocol for Array Hybridization
  • 1. Prepare probe as described at the end of the
    labeling protocol
  • 2, Set slide in hybridisation chamber
  • 3. Clean a lifterslip with EtOH and Kimwipes.
    Place slip on array using either fingers or
    forceps
  • 4. Boil probe for 2 min at 100 C. Let cool 5-10
    min at room temp.
  • 5. Slowly inject the probe under one corner of
    the cover slip until the array surface is
    covered. Continue to apply remaining probe at the
    other corners.
  • 6. Tightly screw down chamber lid and carefully
    place chamber in a 63C water bath,
  • 7. Allow hybridisation to run at least 5 hours
    but not more than 16 hours.

29
Array Washing Protocol
  • Details of 7-stage washing protocol skipped but
    it is a very important step.
  • ...
  • 8. Try to scan array within hours of washing as
    the Cy dyes are unstable and will degrade
    differentially.

30
Micrograph of a portion of hybridization probe
from a yeast mciroarray (after hybridization).
31
Axon scanner
32
Summary of analysis possibilities
  • Determine genes which are differentially
    expressed (this task can take many forms
    depending on replication, etc)
  • Connect differentially expressed genes to
    sequence databases and perhaps carry out further
    analyses, e.g. searching for common upstream
    motifs
  • Overlay differentially expressed genes on pathway
    diagrams
  • Relate expression levels to other information on
    cells, e.g. known tumour types
  • Define subclasses (clusters) in sets of samples
    (e.g. tumours)
  • Identify temporal or spatial trends in gene
    expression
  • Seek roles for genes on the basis of patterns of
    co-expression
  • ..much more
  • Many challenges transcriptional regulation
    involves redundancy, feedback, amplification, ..
    non-linearity

33
Part of the image of one channel false-coloured
on a white (v. high) red (high) through yellow
and green (medium) to blue (low) and black scale
34
More of the image of one channel
35
And more again.
36
Does one size fit all?
37
Segmentation limitation of the fixed circle
method
SRG
Fixed Circle
Inside the boundary is spot (fg), outside is not.
38
Some local backgrounds
Single channel grey scale
We use something different again a smaller, less
variable value.
39
Quantification of expression
  • For each spot on the slide we calculate
  • Red intensity Rfg - Rbg
  • fg foreground, bg background, and
  • Green intensity Gfg - Gbg
  • and combine them in the log (base 2) ratio
  • Log2( Red intensity / Green intensity)

40
Gene Expression Data
  • Gene expression data on p genes for n samples

Slides
slide 1 slide 2 slide 3 slide 4 slide 5 1
0.46 0.30 0.80 1.51 0.90 ... 2 -0.10 0.49
0.24 0.06 0.46 ... 3 0.15 0.74 0.04 0.10
0.20 ... 4 -0.45 -1.03 -0.79 -0.56 -0.32 ... 5 -0.
06 1.06 1.35 1.09 -1.09 ...
Genes
Gene expression level of gene 5 in slide 4 j

Log2( Red intensity / Green intensity)
These values are conventionally displayed on a
red (gt0) yellow (0) green (lt0) scale.
41
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42
The red-green ratios can be spatially biased
Top 2.5of ratios red, bottom 2.5 of ratios green
43
Another example
  • .

44
Back to Affymetrix obtaining the data
  • RNA samples are prepared, labeled, hybridized
    with arrays, and stained as just described
  • Arrays are scanned and the resulting image
    analyzed (we omit the details)
  • Approximately 49 pixels per probe cell are
    summarized by their 75th tile, after removal of
    outer perimeter pixels. This is the probe cells
    intensity
  • Of interest is to find a way to combine probe
    cell intensities for a given gene to produce an
    index of expression an indicator of abundance
    of the corresponding target mRNA. We discuss this
    later.

45
Affymetrix QA protocols Overview
  • Starting RNA QA look at gel patterns and RNA
    quantification.
  • Post hybridization QA image examination, chip
    intensity parameters, expressions for control
    probe sets of various sorts, house keeping genes,
    percent Present calls.

46
Starting RNA quality
  • Gels detect 18S and 28S ribosomal RNA and quality
    of fragmentation
  • Spectrophotometric ratio of 260/280 absorbance
    values used as a quality indicator
  • Other gel electrophoresis patterns from material
    at different stages of preparation are used to
    make qualitative assessments of the RNA samples.

47
http//array.mc.vanderbilt.edu/Pages/VMSR_Info/Sam
ple_submission.htm
Spectrophotometric analysis of total RNA, Image
from Vanderbilt shared resource site
48
Sample quality assessment by agarose gel
electrophoresis
  • For total RNA, look for 18S and 28S bands, see
    previous slide.
  • For cDNA, a good sample will produce a smear
    extending from top to bottom of the gel.
  • Unfragmented cRNA will also produce a smear
    running down the gel.
  • Fragmented cRNA gel should appear as a blob at
    the bottom of the gel indicating that the cRNA
    has been successfully fragmented to pieces about
    50 bp in length

49
Affymetrix standards for post hyb and scanning
quality assessmentVisual inspection of image
  • Biotinylated B2 oligonucleotide hybridization
    check that checkerboard, edge and array name
    cells are all o.k.
  • Quality of features discrete squares with pixels
    of slightly varying intensity
  • General inspection scratches (ignored), bright
    SAPE residue (masked out)
  • Grid alignment

50
Chip dat file checkered board oligo B2
51
Chip dat file checkered board close up
52
Chip dat file checkered board close up w/ grid
53
General inspection raw PM values
54
Acknowledgments
  • UCB Statistics
  • Current and previous group members (you know who
    you are)
  • CSIRO Image Analysis Group
  • Michael Buckley
  • Ryan Lagerstorm
  • WEHI
  • Many people
  • PMCI
  • Chuang Fong Kong
  • Ngai Lab (Berkeley)
  • Cynthia Duggan
  • Jonathan Scolnick
  • Dave Lin
  • Vivian Peng
  • Percy Luu
  • Elva Diaz
  • John Ngai
  • LBNL
  • Matt Callow
  • Others
  • Rafael Irizarry

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