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Chapter – 6 Biological evaluation of newly.....<br />

(The values are 1.0, 0.8 and 0.6 for no risk, medium risk and high risk,<br />

respectively.)<br />

The prediction process relies on a precomputed set of structural<br />

fragment that give rise to toxicity alerts in case they are encountered in the<br />

given structure. These fragment lists were created by rigorously shreddering<br />

all compounds of the database known to be active in a certain toxicity class<br />

(e.g. mutagenicity). During the shreddering any molecule was first cut at every<br />

rotatable bonds leading to a set of core fragments. These in turn were used to<br />

reconstruct all possible bigger fragments being a substructure of the original<br />

molecule. Afterwards, a substructure search process determined the<br />

occurrence frequency of any fragment within all compounds of that toxicity<br />

class. It also determined these fragment's frequencies within the structures of<br />

more than 3300 traded drugs. Based on the assumption that traded drugs are<br />

largely free of toxic effects, any fragment was considered a risk factor if it<br />

occurred often as substructure of harmful compounds but never or rarely in<br />

traded drugs.<br />

6.3.2 logS Calculation<br />

Unfortunately, traditional methods used to measure solubility are<br />

neither rapid nor cost effective for higher throughput screening. As a result,<br />

solubility measurements are often pushed down in development process<br />

where the numbers of active compounds are significantly reduced. As a<br />

result, direct experimental solubility data is not available to assess of the<br />

scope of the overall solubility profile of the drug candidates being produced.<br />

Although there is no general consensus among drug researchers that<br />

solubility measurements (at early screening phases) are necessary to improve<br />

the overall a drug space' that compound libraries occupy, there is a common<br />

appreciation of the need for faster, more affordable solubility measurements<br />

to improve the drug discovery process as a whole.<br />

The aqueous solubility of a compound significantly affects its<br />

absorption and distribution like characteristics. Particularly, a low solubility<br />

goes along with a bad absorption and therefore the general aim is to avoid<br />

Department of Chemistry, <strong>Saurashtra</strong> <strong>University</strong>, Rajkot – 360 005 342

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