“…The use of animals in biological and toxicological experimentation of drugs and other industrial chemicals is objectionable because it shows cruelty to the living animals. The use of an animal model also creates ethical obligations while assessing hazardous potential of chemicals and in this regard QSAR analysis is supported and purported as a valid alternative tool by various international organizations, including the European Commission's European Centre for the Validation of Alternative Methods (ECVAM) [24], the Council for International Organizations of Medical Sciences [25], the European Union's Registration, Evaluation and Authorization of Chemicals (REACH) regulations [26], Office of Toxic Substances of the U.S. Environmental Protection Agency (EPA) [27], Agency for Toxic Substances and Disease Registry (ATSDR) [28], and the Organisation for Economic Co-operation and Development (OECD) [29]. In 1959, Russell and Burch [21] introduced the "3R" concept (namely, replacement, reduction, and refinement), with the aim of improving the treatment of animals toward scientific procedures.…”