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. 2022 Jul 25;16:26. doi: 10.1186/s40246-022-00396-x

Table 5.

Genomic tools/algorithm based on deep learning architecture for pharmacogenomics

Tools Function DL model Application Input/Output Website Code Source References
DeepDR Drug Repositioning DNN To translate pharmacogenomics features identified from in vitro drug screening to predict the response of tumours txt / txt https://github.com/ChengF-Lab/deepDR [97]
DNN-DTI (Drug–target interaction prediction) Database DNN To predict drug-target interaction txt / txt https://github.com/JohnnyY8/DNN-DTI [168]
DeepBL Antibiotic Resistance CNN To predict the beta-lactamase (BLs) using protein or genome sequence datasets FASTA / CSV http://deepbl.erc.monash.edu.au [98]
DeepDrug3D Binding Site for drugs CNN To characterise and classify the protein 3D binding pockets pdb / txt https://github.com/pulimeng/DeepDrug3D [115]
DrugCell Drug response and synergy for cancer cells CNN To predict drug response and synergy txt / txt https://github.com/idekerlab/DrugCell [26]
DeepSynergy Anticancer drug synergy FNN To predict anticancer drug synergy CSV / CSV https://github.com/KristinaPreuer/DeepSynergy [95]