microarray
DESCRIPTION
Microarray. Simultaneously determining the abundance of multiple(100s-10,000s) transcripts. Gene expression assays. DNA microarrays rely on the hybridization properties of nucleic acids to monitor transcript or RNA abundance on a genome-wide scale in different types of cells. - PowerPoint PPT PresentationTRANSCRIPT
MicroarraySimultaneously determining the abundance
of multiple(100s-10,000s) transcripts
Gene expression assays
DNA microarrays rely on the hybridization properties of nucleic acids to monitor transcript or RNA abundance on a genome-wide scale in different types of cells.
The main types of gene expression assays:- High-density nylon membrane arrays (macroarrays)- Short oligonucleotide arrays (Affymetrix)- Long oligonucleotide arrays (Agilent)- cDNA arrays- genome arrays
http://www.bioconductor.org/workshops/ShortCourse012302/
http://www.math.neu.edu/~malioutov/sims1.pdf
Uses for Microarray
Determination of transcript (mRNA) abundance
Identification of genes (hypothetical, microRNA)
Diagnostics (disease, stress, chemicals, or pharmaceuticals)
Distinguish signaling pathways
Determination of RNA decay rates
http://www.bioconductor.org/workshops/ShortCourse012302/
Microarray Experiments; different approaches to compare mRNA
accumulation
Different tissues, same organism (brain versus liver) Same tissue, same organism (treatment versus control, tumor
versus normal) Same tissue, different organisms (wild-type versus knockout or
mutant)
Time course experiments (effect of treatment, development)
Other special designs (e.g. to detect spatial patterns)http://www.bioconductor.org/workshops/ShortCourse012302/
Question
Sample Preparation
Data Analysis
Microarray
Hybridization
Microarray Detection
http://www.bioconductor.org/workshops/ShortCourse012302/
Overview of the process
Overview of the processMake Chip
Genomic DNA or cDNA
PCR fragment purification and
preparation
Prepare RNA and label cDNA
Grow and/or treat sample
Isolate RNA
cDNA synthesis and labeling
Hybridization
Print array
Data analysis
Genomic versus complementary DNA
Amplification of genomic DNA with
the Polymerase Chain Reaction
(PCR)
Amplification of complementary DNA
(cDNA)with the Polymerase
Chain Reaction(PCR)
http://stein.cshl.org/genome_informatics/guest_lectures_2003/OlgaLecture.pdf
AAAAATTTTTT
mRNA
Oligo-T primerdNTPs
Reverse transcriptase (RT)
RT
DenaturationStep
94oC for 1 min.
Annealing Step45-65oC for 30 sec.
Extension Step 72oC for 2-5 min.
25-30cycles
PCR
Taq
Taq
PCRExponential increase in target DNA
Target DNA
Number of cycles 1 2 3 4
Copies of target DNA2 4 8 16
Building a cDNA chip
Arrayed Library(96 or 384-well plates of bacterial glycerol stocks)
PCR amplification of target DNA
(cDNA or portion of genomic DNA)
Consolidate into plates
Spot as microarrayon glass slides
http://www.bioconductor.org/workshops/ShortCourse012302/
Make Chip
QuickTime™ and aTIFF (Uncompressed) decompressor
are needed to see this picture.
Glass slide
http://www.bioconductor.org/workshops/ShortCourse012302/http://www.doc.ic.ac.uk/~yg/course/bioinformatics/2_bioarray-Normalization-lecture.ppt
Microarray Analysis
http://www.genomics.arizona.edu/553/syllabus.html
Label cDNA
Single stranded cDNA (antisense)Cy3 labeled
Reverse transcribe and labelReverse transcriptaseOligo-T primerdNTPs (Cy3 labeled)
Isolate polyA+ RNA from control (wild-type or non-treated)
Single stranded cDNA(antisense)Cy5 labeled
Isolate polyA+ RNA from treatment, mutant, or transgenic organism
Reverse transcribe and labelReverse transcriptaseOligo-T primerdNTPs (Cy5 labeled)
AAAAA AAAAAATTTTTTTTTTTT
Hybridization of nucleic acids
DNA fixed to a matrix matrix = membrane (nylon or nitrocellulose) or glass
5’-GGGCCCATGCATTTAAGCATGGCATGCAT-3’Matrix
III III III III III III II II III III II II II II II II III III II II III III III II II III III II II
3’-CCCGGGTACGTAAATTCGTACCCTACGTA-5’ III III III III III III II II III III II II II II II II III III II II III III III II II III III II II
3’-CCCGGGTACGTAAATTCGTACCCTACGTA-5’
Expression profiling with DNA microarrays
cDNA “control”Cy3 labeled
cDNA “treament”Cy5 labeled
Hybridization Scanning
Laser 1 Laser 2
+
Analysis Image Capture
LABEL
3XSSC
HYB CHAMBER
ARRAY
SLIDE
LIFTERSLIP
SLIDE LABEL
• Humidity• Temperature• Formamide
Hybridization chamber
http://www.bioconductor.org/workshops/ShortCourse012302/
Microarray Analysis
Data storage and retrieval
Filtering
Normalization
Analysis
http://www.bioconductor.org/workshops/ShortCourse012302/
Image analysis
http://www.bioconductor.org/workshops/ShortCourse012302/
Quantification
Cy5 at 635 Cy3 at 532
Overlay images
Expression profiling with DNA microarraysData acquistion
HYBRIDIZATION
Spot #1
Spot #3
Spot #2
Spot #4
Spot #6
Spot #5
Relative intensity
Relative intensity
cDNA “control”Cy3 labeled
6
1
555
5
2
2
2
2 33
Output Output
cDNA “treament”Cy5 labeled
1
6
6
6
5 55
5
3 6
6
4
5
3 6
66
66
6
11
55
5
55
552
2 2
2
33
4
Sample preparation
http://stein.cshl.org/genome_informatics/guest_lectures_2003/OlgaLecture.pdf
Microarray Analysis
Data storage and retrieval
Filtering
Normalization
Analysis
http://www.bioconductor.org/workshops/ShortCourse012302/
http://www.bioconductor.org/workshops/ShortCourse012302/
http://www.bioconductor.org/workshops/ShortCourse012302/
http://www.bioconductor.org/workshops/ShortCourse012302/
Microarray Analysis
Data Quality
• Irregular size or shape
• Irregular placement• Low intensity
• Saturation• Spot variance• Background
variance
indistinguishable saturated bad print artifactmiss alignment
http://www.mscs.mu.edu/~cstruble/class/mscs230/fall2002/notes/
Replicate spots
http://www.genomics.arizona.edu/553/syllabus.html
Reverse Dye-Label
Reverse-dye label
Reverse-dye label
Microarray AnalysisHierarchical Clustering
http://www.mscs.mu.edu/~cstruble/class/mscs230/fall2002/notes/
Get a Global Perspective;Plot Data on a Metabolic Chart
http://www.genomics.arizona.edu/553/syllabus.html
Data set from an experiment with Arabidopsishttp://www.botany.utoronto.ca/courses/bio472/test_dataset_aracyc.txt
Metabolic pathway analysishttp://www.arabidopsis.org/tools/aracyc/
Microarray Analysis Tutorial Cluster and TreeView
http://www.genomics.arizona.edu/553/syllabus.html
Free download from http://rana.lbl.gov/EisenSoftware.htm
Data set for cluster and treeview http://www.botany.utoronto.ca/courses/bio472/test_dataset.txt
Tutorial as part of a course (outline, test,data and links to free downloads http://www.botany.utoronto.ca/courses/bio472/
Tutorial outlinehttp://www.botany.utoronto.ca/courses/bio472/Microarray_tutorial_WS2004.pdf