| Full Term | Abbreviation |
| Absorption, Distribution, Metabolism, Excretion and Toxicity | ADMET |
| Application Programming Interface | API |
| Artificial Intelligence | AI |
| Classification Read-Across Structure-Activity Relationship | RASAR |
| Comparative Toxicogenomics Database | CTD |
| Convolutional Neural Network | CNN |
| Deep Learning | DL |
| Deep Neural Network | DNN |
| Deoxyribonucleic Acid | DNA |
| Distributed Structure-Searchable Toxicity Database | DSSTox |
| Drug-Induced Liver Injury | DILI |
| Electronic Medical Record | EMR |
| Environmental Protection Agency | EPA |
| European Bioinformatics Institute | EBI |
| Extreme Gradient Boosting | XGB |
| FDA Adverse Event Reporting System | FAERS |
| Federated Learning | FL |
| Food and Drug Administration | FDA |
| Gene Expression Nebulas | GEN |
| Gene Expression Omnibus | GEO |
| Globally Harmonized System | GHS |
| Gradient Boosting Machines | GBM |
| Gradient Boosting Trees | GBT |
| Graph Convolutional Networks | GCN |
| Graph Neural Network | GNN |
| Half Maximal Inhibitory Concentration | IC50 |
| Integrated Chemical Environment | ICE |
| K-Nearest Neighbor | KNN |
| Kyoto Encyclopedia of Genes and Genomes | KEGG |
| LiverTox: Clinical and Research Information on Drug-Induced Liver Injury | LIVERTOX |
| Logistic Regression | LR |
| Machine Learning | ML |
| Matthews Correlation Coefficient | MCC |
| Median Lethal Dose | LD50 |
| Molecular Access System | MACCS |
| National Cancer Institute | NCI |
| National Institute of Technology and Evaluation | NITE |
| National Library of Medicine | NIH |
| National Toxicology Program | NTP |
| Natural Language Processing | NLP |
| Neural Network | NN |
| Online Chemical Modeling Environment | OCHEM |
| Quantitative Structure-Activity Relationship | QSAR |
| Radio Therapy | RT |
| Random Forest | RF |
| Root Mean Square Errors | RMSEs |
| SHapley Additive exPlanations | SHAP |
| Side Effect Resource | SIDER |
| Structural Alarms | SA |
| Support Vector Machine | SVM |
| The Cancer Genome Atlas | TCGA |
| Therapeutic Target Database | TTD |
| Therapeutics Data Commons | TDC |
| Toxicity Reference Database | ToxRefDB |
| Toxicology Resources for Intelligent Computation | TOXRIC |
| Toxin and Toxin Target Database | T3DB |
| Trihalomethanes | THMs |
| Universal Protein Database | UniProt |
| World Health Organization | WHO |