[HTML][HTML] Bayer's in silico ADMET platform: a journey of machine learning over the past two decades
AH Göller, L Kuhnke, F Montanari, A Bonin… - Drug Discovery …, 2020 - Elsevier
Highlights•Evolution of Bayer's in silico ADMET platform, modelling pharmacokinetic and
physicochemical endpoints.•Application of machine learning, deep learning and artificial …
physicochemical endpoints.•Application of machine learning, deep learning and artificial …
Predicting drug metabolism: experiment and/or computation?
J Kirchmair, AH Göller, D Lang, J Kunze… - Nature reviews Drug …, 2015 - nature.com
Drug metabolism can produce metabolites with physicochemical and pharmacological
properties that differ substantially from those of the parent drug, and consequently has …
properties that differ substantially from those of the parent drug, and consequently has …
Computational prediction of metabolism: sites, products, SAR, P450 enzyme dynamics, and mechanisms
Metabolism of xenobiotics remains a central challenge for the discovery and development of
drugs, cosmetics, nutritional supplements, and agrochemicals. Metabolic transformations …
drugs, cosmetics, nutritional supplements, and agrochemicals. Metabolic transformations …
SMARTCyp: a 2D method for prediction of cytochrome P450-mediated drug metabolism
P Rydberg, DE Gloriam, J Zaretzki… - ACS medicinal …, 2010 - ACS Publications
SMARTCyp is an in silico method that predicts the sites of cytochrome P450-mediated
metabolism of druglike molecules. The method is foremost a reactivity model, and as such, it …
metabolism of druglike molecules. The method is foremost a reactivity model, and as such, it …
The SMARTCyp cytochrome P450 metabolism prediction server
The SMARTCyp server is the first web application for site of metabolism prediction of
cytochrome P450-mediated drug metabolism. Availability: The SMARTCyp server is freely …
cytochrome P450-mediated drug metabolism. Availability: The SMARTCyp server is freely …
Prediction of cytochrome P450 mediated metabolism
Cytochrome P450 enzymes (CYPs) form one of the most important enzyme families involved
in the metabolism of xenobiotics. CYPs comprise many isoforms, which catalyze a wide …
in the metabolism of xenobiotics. CYPs comprise many isoforms, which catalyze a wide …
Best of Both Worlds: Combining Pharma Data and State of the Art Modeling Technology To Improve in Silico pKa Prediction
R Fraczkiewicz, M Lobell, AH Göller… - Journal of chemical …, 2015 - ACS Publications
In a unique collaboration between a software company and a pharmaceutical company, we
were able to develop a new in silico p K a prediction tool with outstanding prediction quality …
were able to develop a new in silico p K a prediction tool with outstanding prediction quality …
Semiempirical quantum-chemical methods with orthogonalization and dispersion corrections
We present two new semiempirical quantum-chemical methods with orthogonalization and
dispersion corrections: ODM2 and ODM3 (ODM x). They employ the same electronic …
dispersion corrections: ODM2 and ODM3 (ODM x). They employ the same electronic …
Computational chemistry in the pharmaceutical industry: from childhood to adolescence
A Hillisch, N Heinrich, H Wild - ChemMedChem, 2015 - Wiley Online Library
Computational chemistry within the pharmaceutical industry has grown into a field that
proactively contributes to many aspects of drug design, including target selection and lead …
proactively contributes to many aspects of drug design, including target selection and lead …
[PDF][PDF] Predicting ADME properties of chemicals
Since many drug development projects fail during clinical trials due to poor ADME
properties, it is a wise practice to introduce ADME tests at the early stage of drug discovery …
properties, it is a wise practice to introduce ADME tests at the early stage of drug discovery …