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Model Organisms in Drug Discovery

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DROSOPHILA AS A MODEL ORGANISM FOR BIOMEDICAL SCIENCE 93<br />

It has been recognized that fly genetics can be used for the identification of<br />

target molecules and target pathways of selected compounds, the so-called<br />

‘mechanism-of-action (MOA)’ studies (Matthews and Kopczynski, 2001). The<br />

rationales are as follows. First of all, because of the general conservation<br />

between fly and human genomes, a compound’s human target is likely to have<br />

a fly homolog. Second, a compound-<strong>in</strong>duced specific phenotype is due to<br />

changed activity of its target molecule, thus it should be similar to the mutant<br />

phenotype of the target gene. Third, genetic screens can be performed to f<strong>in</strong>d<br />

mutants that suppress or enhance compound-<strong>in</strong>duced phenotypes; some of<br />

them should have mutations <strong>in</strong> the target molecule that affect the compound–<br />

target <strong>in</strong>teraction, or <strong>in</strong> other genes <strong>in</strong> the same pathway. Fourth, by f<strong>in</strong>d<strong>in</strong>g<br />

the mutant genes and subsequent analysis, the target genes and pathways can<br />

be discovered.<br />

The most important step <strong>in</strong> a MOA study of a compound is to f<strong>in</strong>d<br />

compound-<strong>in</strong>duced phenotypes that are specific, reliable and easily detectable.<br />

Commonly used phenotypes <strong>in</strong>clude viability, fertility, behavior and<br />

morphology. Phenotypes based on cellular markers may give better specificity<br />

than gross phenotypes. Analysis of whole-genome expression profiles <strong>in</strong>duced<br />

by the compound can provide compound-specific ‘f<strong>in</strong>gerpr<strong>in</strong>ts’ and transcriptional<br />

markers (Hughes et al., 2000). A dose–response curve should be<br />

established. The best phenotype–dose pair for screen<strong>in</strong>g should be the one that<br />

gives the largest phenotypic difference at the lowest compound dosage and<br />

with m<strong>in</strong>imal variation. If available, a structural derivative series of a<br />

compound with different levels of bioactivity should be used to verify the<br />

specificity of a phenotype.<br />

One major theoretical concern of a fly MOA study is the potential high<br />

background noise. For example, the phenotypic effect of a compound is<br />

affected not only by its <strong>in</strong>teraction with the target(s) but also strongly by its<br />

absorption, distribution, metabolism and excretion (ADME). Thus, mutations<br />

that suppress or enhance compound-<strong>in</strong>duced phenotypes may be located<br />

<strong>in</strong> genes affect<strong>in</strong>g ADME rather than <strong>in</strong> the target molecule or target pathway.<br />

Currently, there is no strong evidence to suggest that the knowledge of the fly<br />

ADME mechanism can be extrapolated to the human ADME mechanism.<br />

Thus, for the time be<strong>in</strong>g, mutations affect<strong>in</strong>g a drug’s fly ADME are best<br />

considered as noises <strong>in</strong> MOA studies. Because the molecular mach<strong>in</strong>ery<br />

<strong>in</strong>volved <strong>in</strong> ADME is not specific to any particular drug, methods can be<br />

developed to separate mutations that affect ADME and other non-specific<br />

mutations from the mutations that specifically affect drug target(s) and target<br />

pathways. For example, several specificity tests can be established by us<strong>in</strong>g a<br />

few highly specific compounds with well-known targets and associated<br />

phenotypes. Mutations that can affect phenotypes <strong>in</strong>duced by several of<br />

these compounds are unlikely to be <strong>in</strong> the target molecules or target pathways<br />

of the drug under study.

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