Discovery and characterization of the novel drug candidate for preclinical development are primarily dependent on innovation, research, and science. Drug discovery is the process of discovering and designing novel candidates for medication and therapy. The most common drug discovery methods are molecular designing, molecular manipulation, drug metabolites, random screening, and others. However, the discovery process is generally expensive and time-consuming.

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