ADMETlab 2.0: an integrated online platform for accurate and comprehensive predictions of ADMET properties
ADMETlab 2.0: интегрированная онлайн-платформа для точных и комплексных прогнозов ADMET-свойств
2021-03-30
SCID: 54.1/sv4vjby2
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ADMET predictionADMETlab 2.0multi-task graph attentiontoxicity endpointstoxicophore rules
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Abstract (AI)
Because undesirable pharmacokinetics and toxicity of candidate compounds are the main reasons for the failure of drug development, it has been widely recognized that absorption, distribution, metabolism, excretion and toxicity (ADMET) should be evaluated as early as possible. In silico ADMET evaluation models have been developed as an additional tool to assist medicinal chemists in the design and optimization of leads. Here, we announced the release of ADMETlab 2.0, a completely redesigned version of the widely used AMDETlab web server for the predictions of pharmacokinetics and toxicity properties of chemicals, of which the supported ADMET-related endpoints are approximately twice the number of the endpoints in the previous version, including 17 physicochemical properties, 13 medicinal chemistry properties, 23 ADME properties, 27 toxicity endpoints and 8 toxicophore rules (751 substructures). A multi-task graph attention framework was employed to develop the robust and accurate models in ADMETlab 2.0. The batch computation module was provided in response to numerous requests from users, and the representation of the results was further optimized. The ADMETlab 2.0 server is freely available, without registration, at https://admetmesh.scbdd.com/.
Key Findings
1
A batch computation module was added and result representations were optimized to improve user experience and throughput.
2
A multi-task graph attention framework was used to develop robust and accurate prediction models within ADMETlab 2.0.
3
ADMETlab 2.0 is a completely redesigned online platform for predicting ADMET properties of chemicals and is freely available without registration.
4
The supported ADMET-related endpoints in ADMETlab 2.0 are approximately double those of the previous version, covering 17 physicochemical, 13 medicinal chemistry, 23 ADME, 27 toxicity endpoints and 8 toxicophore rules (751 substructures).
Research Object
ADMETlab 2.0 online platform for predicting ADMET properties of chemical compounds
Research Subject
Accurate and comprehensive prediction of absorption, distribution, metabolism, excretion and toxicity (ADMET) endpoints (physicochemical, medicinal chemistry, ADME, toxicity endpoints and toxicophore rules) using a multi-task graph attention modeling framework and batch computation/results representation
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2021-03-30
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