It costs millions to get a drug from conception to development stages, as well as
 several years of research. However, a key challenge in the pharmaceutical industry
 is that scientists can put all this work and money into a compound, only to find it has
 unacceptable toxicology and they have to return to the drawing board. Indeed, the most
 recent figures suggest the cost of discovering and developing a drug is almost $1bn.
 
 Toxicity issues cost the pharmaceutical industry billions and have damaged many
 a company’s reputation. With budget cuts hitting hard in the R&D field, it is imperative
 to validate the worth of predictive methods as they continue to facilitate the reduction
 in late stage drug attrition.
 
   
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