Microarray data analysis towards the understanding the role of hzy in the formation of rhabdomeres Ashwini Oke School of Informatics, Indiana University
Drosophila compound eye 2
Rhabdomeres carry out the light reaction Montell, C
Formation ? ? InitiationElongationMaintenance 4
hzy is required for rhabdomere formation and phototransduction Development 130, (2003) 5
hzy is a transcription factor 6
The phototransduction pathway The EMBO Journal (2001) 20, 4414–4422, doi: /emboj/
Known targets of hzy 8
Goals Identify targets of hzy using oligonucleotide expression arrays Determine the stage of rhabdomere formation that requires hzy Identify DNA binding site for hzy Understand the regulation of hzy itself 9
Identifying regulatory targets of hzy 10
Microarray design DGRC-2 Oligonucleotide Arrays Genotypes: WildType - cnbw Mutant - hzy - otd;hzy Time Points: 48 hr APF 72 hr APF 96 hr APF Replicates: 4 independent samples for each time point 11
DGRC-2 arrays ooooooooooooooooooo Probes ~14,400 probes representing 93.5% of the genome Negative Controls Blank Spotting_Solution Exogenous targets Positive Controls Housekeeping genes 12
tiff image from the scanner 13
GenePix Pro records spot intensities 14
GenePix Pro creates.gpr file 15
Analysis workflow R2.5.1 Bioconductor Packages: LIMMA, OLIN, MARRAY 16
Preprocessing Scanned Image Heat PlotDensity plot 17
Normalization A = log 2 average intensity for the two channels M = log ratio of intensities for the two channels Genes Blank Spotting Solution Arabidopsis 18
Normalization within array LOESS Local polynomial regression fit 19
Normalization between arrays Rawwithin array normalization between arrays normalization LIMMA: Linear models for Microarray Data 20
Density Plots after normalizations 21
Differential analysis 22
Volcano plot 23
at 72 hr APFat 96 hr APF (12 total)(28 total) GeneMP Gbeta76C ninaC Arr Trp CG CG TotB-2.50 nimB CG PIP Osi CG GeneMP Rh E-05 Rh E-05 Arr E-05 Trp Gbeta76C CG E-05 Ank Trpl E-05 CG CG rdga Sr-CI
Gene Ontology GO Database provides a vocabulary to describe gene and gene products Cellular Component Eg : Cytoplasmic, Nuclear, plasma membrane Molecular Function Eg : Enzyme activity, protein binding Biological Process Eg : Apoptosis, cell adhesion, phototransduction 25
Classifying genes by GO At 72 hr APF At 96 hr APF 26
otd : Another transcription factor regulating rhabdomere formation cnbw hzy;otd otdhzy cnbw 27
Results from microarray analysis of hzy;otd double mutant 28
hzy is required during elongation 29 Time point48 hr APF72 hr APF96 hr APF # down regulated genes EM data No difference between cnbw and hzy hzy mutant has irregular rhabdomeres hzy mutant has malformed rhabdomeres
Identifying DNA binding site for hzy 30
hzy has been shown to bind to a motif upstream of eyeG Development 130, (2003) 31 TAATNNNATTA
MEME MEME is a tool for discovering motifs in a group of related DNA or protein sequences Primary targets of hzy should have a conserved binding site in their promoter region 32
Motif search : 72 APF targets meme 72.fas -dna -nmotifs 5 -mod zoops -revcomp -minw 3 -maxw 15 Down regulated genes 33
A true motif should be conserved For each of the hzy targets at 72 hr APF, find orthologs in other groups of Drosophila Retrieve 500 b upstream of each gene Run MEME on promoter regions from each specie 34
Motif is conserved across orthologs 35
Understanding the regulation of hzy 36
Locating the promoter region 1.4 kb 0.8 kb Apitz, H Dros.Inf.Serv.85:
Promoter testing with Gal4-UAS system X Gal4UASReporterPromoter 38 ElementResult 0.8 kb upstream of hzyEye specific GFP expression 1.4 kb upstream of hzyGFP in eye and some other organs
Conserved regions 39
Future Directions 40 RT PCR to confirm targets Search hzy promoter region for known TFBS
Thank you 41 Dr. Andrew Zelhof Dr. Haixu Tang Dr. Qunfeng Dong Monalisa Mishra PhD Andreas Rechsteiner PhD Jacqueline Lopez