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Ashley's Paper Review:
    Analysis of the eye developmental pathway in Drosophila 
    using DNA microarrays
    by: Lydia Michaut, Susanne Flister, Martin Neeb, Kevin P. White, Ulrich Certa, 
    and Walter Gehring. 
  Summary
In this paper, the authors intend to identify the genes involved in the Drosophila 
  eye morphogenisis, specifically those under the control of the eyeless 
  (ey) gene. To do this, they used two DNA full-genome Drosophila 
  microarrays to compare expression in an imaginal leg disk ectopically expressing 
  eye growth and a wild-type leg disk. This comparison revealed a group of genes 
  associated with eye development under the influence of the ey gene. 
  To ensure that the expressed genes were involved in eye development rather than 
  leg development (as ey has been shown to initiate a broad range of 
  developmental functions), the authors compared the gene set from the leg experiments 
  to genes that are expressed in normal Drosophila eye development. 
  The authors identified 371 genes that are both expressed in normal Drosophila 
  eye development and are up-regulated in tissues when eyes are ectopically expressed. 
  They identified a number of genes already known to act in Drosophila 
  eye development, but also a number of genes previously uncharacterized. Most 
  of the genes they found encoded transcription factors, signal transducers, actin 
  binding proteins, cell adhesion molecules, and proteins involved in cell division. 
  Methods and Experimental Design
One of the strengths of this paper was the experimental design. The authors tried to ensure that the results they got were not ambiguous by using two different DNA assays to compare gene expression in Drosophila legs with ectopic eyes and wild type Drosophila legs, then checked those results against gene expression in normal Drosophila eye growth to ensure that the genes they identified were truly involved with eye expression.
  Method Summary: RNA was extracted from the target tissues (imaginal 
  disks in wild type Drosophila leg and Drosophilaleg induced 
  with ey to express ectopic eyes, or primordal tissue of a normal Drosophila 
  eye), and used to produce cDNA that was hybridized to the assays. The cDNA was 
  hybridized first to one assay and then to the other, but an excess of cDNA was 
  used and the signal was strong even after three such hybridizations. 
  Two high-density oligonucleotide assays of the full Drosophila genome 
  were used: roDROMEGa and DrosGenome1. The assays are based on different genome 
  sequences (DrosGenome1 is based on a later release) and contain different nucleotide 
  probes. Thus some genes were detected by only one assay, and some genes were 
  detected multiple times by each. Expression had to be at least 1.5 times higher 
  (confidence level 95%) in ectopic eye tissues than in wild type tissues in order 
  for the gene to be categorized as "expressed."
The difference in detection between the two assays indicates that neither assay is complete in itself, and perhaps there are more genes that neither assay was able to detect. The authors are very forward with this shortcoming with assay methods and tried to correct for it by using two different assays.
  Results
Results Summary: The authors discussed three kinds of genes that they identified: a number of genes that are involved in eye development but act parallel or upstream of ey and thus are not significantly up-regulated by ey (such as toy or optix), 18 genes known to be downstream of ey that were significantly up-regulated by ey (such as atonal or rough), and 20 genes that had previously not been identified with eye development but were identified as such in this paper. Eight of these previously unidentified genes had been known to be involved in development.
  Figures and Tables:
Fig. 1A is a schematic diagram showing the number of genes identified by each assay and the genes that were identified by both. Out of 371 genes identified by one or the other assay, only 55 were detected by both.
  Fig. 1B shows the functional classes of each of the identified 
  genes for which a function could be determined. Transcription factors and other 
  enzymes are the most prevalent. 
  Table 1 displayed the 55 genes identified by both assays. It 
  lists gene name, function if known, and the signal strength (fold induction). 
  The cut-off fold induction determining expression was 1.5, and the values of 
  fold inductions displayed range from 1.6 to 71.5. A number of the values were 
  very close to the cut-off value, which raises the issue of determining cut-off 
  values. It is often difficult to know where they should fall, and as the cut-off 
  value determines contents of the data set, it is important to assign it appropriately. 
  If the authors chose an inappropriate cut-off value, it is possible that they 
  are claiming certain genes are expressed when they are not, or vice-versa. However, 
  the authors said they were following a standard statistical procedure, and as 
  I have little statistical analysis background, I choose to accept their cut-off 
  value. 
  Table 2 reports the array values for some of the genes discussed 
  in the text. Again, it is important to understand that cut-off values, confidence 
  levels, etc, affect the data set that is chosen, but the authors claim to be 
  adhering to standard statistical procedures. 
  Fig. 2 shows panels of ey-induced genes in wild-type disks. 
  Each disk has been probed with an RNA probe specific for a certain gene identified 
  in the paper. The genes probed are ken, ske, Sur-8, aplip 1, sprint, CG13532, 
  gh11973, CG9134, SP1173, gh11415, CG12605, CG11849, and CG13651. 
  Each disk displays some sort of signal, though the signal for CG12605 
  is very weak while the signal for gh11415 is quite strong. 
  Future Research
  Future research could fall under two categories: repeating this experiment for 
  more complete or more accurate data, and using this experiment as a jump-off 
  point to explore more about eye development and eyeless. 
  Though the authors try to account for the potential error in the microassay 
  method by using two different microassays, it is still possible that there were 
  genes neither assay identified. Also, out of 371 identified genes, only 55 were 
  detected by both assays. In addition, a few of the genes the authors said were 
  “expressed” (i.e., were above the 1.5 fold induction cut-off) were 
  only identified at levels high enough to be called expressed by one assay- the 
  other assay picked up a weaker signal, below the cut-off value. Repeating the 
  experiment with a third assay might increase the accuracy of the data by allowing 
  more comparison.
  Future research could include performing the experiment again in other species 
  to see if there is an overlap in the genes used for eye expression for each 
  species. Would the genes identified by this type of experiment in Drosophila 
  have homologs in other species? How many of the genes are conserved? This would 
  be especially interesting if the comparison species had a different type of 
  eye (for example, simple eyes like mice) because it could give another clue 
  to how closely related different types of eyes are in terms of evolution. 
References
Michaut, L., S. Flister, M. Neeb, K. P. White, U. Certa, and W. J. Gehring. (2003). Analysis of the eye developmental pathway in Drosophila using DNA microarrays. Proc. Natl. Acad. Sci. USA, Vol. 100, Issue 7, 4024-4029.
email: aswilson@davidson.edu