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Biehn SE, Goncalves LM, Lehmann J, Marty JD, Mueller C, Ramirez SA, Tillier F, Sage CR. BioPrint meets the AI age: development of artificial intelligence-based ADMET models for the drug-discovery platform SAFIRE. Future Med Chem 2024; 16:587-599. [PMID: 38372202 DOI: 10.4155/fmc-2024-0007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/20/2024] Open
Abstract
Background: To prioritize compounds with a higher likelihood of success, artificial intelligence models can be used to predict absorption, distribution, metabolism, excretion and toxicity (ADMET) properties of molecules quickly and efficiently. Methods: Models were trained with BioPrint database proprietary data along with public datasets to predict various ADMET end points for the SAFIRE platform. Results: SAFIRE models performed at or above 75% accuracy and 0.4 Matthew's correlation coefficient with validation sets. Training with both proprietary and public data improved model performance and expanded the chemical space on which the models were trained. The platform features scoring functionality to guide user decision-making. Conclusion: High-quality datasets along with chemical space considerations yielded ADMET models performing favorably with utility in the drug discovery process.
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Affiliation(s)
- Sarah E Biehn
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | | | - Juerg Lehmann
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | - Jessica D Marty
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | - Christoph Mueller
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | - Samuel A Ramirez
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | - Fabien Tillier
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
| | - Carleton R Sage
- Eurofins DiscoveryAI, Eurofins Panlabs, Inc., Saint Charles, MO 63304, USA
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Palaprat G, Weyland M, Phou T, Binet C, Marty JD, Mingotaud AF, Mauzac M. Introduction of unusual properties into polymers by the use of liquid-crystalline moieties. POLYM INT 2006. [DOI: 10.1002/pi.1983] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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