The Era of Artificial Intelligence, Machine Learning, and Data Science in the Pharmaceutical Industry | 2021

Evaluating safety and toxicity

 
 

Abstract


Abstract Drug-induced toxicity poses a significant challenge for late-stage attrition of drugs. Potential drug candidate safety profile needs to be monitored closely to avoid adverse drug reactions. As of 2020, pharmaceutical companies and regulators in many countries rely on in vitro and in vivo testing. Although this approach provides researchers with necessary data, it has certain disadvantages. Certain types of toxicity remain undetected in the nonclinical phase due to physiological and metabolic variability between humans and other species and synergistic effects. Sitaxentan is an example of a drug that is not hepatotoxic in animal trials but causes significant liver injury in humans.

Volume None
Pages None
DOI 10.1016/b978-0-12-820045-2.00008-8
Language English
Journal The Era of Artificial Intelligence, Machine Learning, and Data Science in the Pharmaceutical Industry

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