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Pretrained Models

BBB

  • BBB-score: The Blood–Brain Barrier (BBB) Score
    Code Last Commit Publication

CYP450

  • D-CyPre: Tool for Accurately Predicting the Site of Metabolism of Human Cytochrome P450 Metabolism
    Code Last Commit Publication

CYP451

  • GTransCYPs: graph transformer neural network with attention pooling for reliably predicting CYP450 inhibitors
    Code Last Commit

General

  • ADMET_XGBoost: ADMETboost: a web server for accurate ADMET prediction
    Code Last Commit Publication
  • admet-ai: ADMET-AI: A machine learning ADMET platform for evaluation of large-scale chemical libraries
    Code Last Commit Publication
  • ADMETlab:
    Code Last Commit
  • ADMETlab3.0:
    Link
  • ChemMORT: ChemMORT: an automatic ADMET optimization platform using deep learning and multi-objective particle swarm optimization
    Code Last Commit Publication
  • Computation-ADME:
    Code Last Commit
  • QIP: Machine learning model that predict the ADMET (absorption, distribution, metabolism, excretion, and toxicity) properties of molecules.
    Code Last Commit Publication

Metabolites

  • MetaPredictor: in silico prediction of drug metabolites based on deep language models
    Code Last Commit Publication

PK

  • PKSmart: This work used molecular structural fingerprints, physicochemical properties, and predicted animal PK data as features to model the human PK parameters VDss, CL, t½, fu and MRT for 1,283 unique compounds and developed a webhosted application PKSmart, the first work that publicly releases PK models on par with industry-standard models.
    Code Last Commit

Toxicity

  • ProTox3: Webserver for toxicity prediction
    Publication Webserver

hERG

  • CardioTox: A robust predictor for hERG channel blockade via deep learning meta ensembling approaches
    Code Last Commit
  • CLOP-hERG: Contrastive Learning Optimized Pretrained Model for Representation Learning in Predicting Drug-Induced hERG Channel Blockers
    Code Last Commit
  • hERGdb: web-based cardiotoxicity prediction
    Webserver

logP

  • OWPCP: OWPCP: A Deep Learning Model to Predict Octanol-Water Partition Coefficient
    Code Last Commit Publication
  • rescoss_logp_ml: A repository dedicated to logP prediction using machine learning, offering insights into the solubility and distribution properties of compounds.
    Code Last Commit Publication