Researchers commonly utilize PCA to identify significant trends and patterns in large chemical datasets within the fields of chemoinformatics and drug discovery. PCA finds diverse applications including exploring chemical space for compound libraries , analyzing natural products via ChemGPS-NP identifying key structural features influencing compound activity, . and prioritizing molecules in virtual screening against specific targets .