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Influence of Descriptor Implementation on Compound Ranking Based on Multiparameter Assessment
Ekaterina A Sosnina1,2,3, Dmitry I Osolodkin1,4,5, Eugene V Radchenko1,3
1Department of Chemistry , Lomonosov Moscow State University , Moscow 119991 , Russia.
Different implementations of molecular descriptors can affect compound prioritization using multiparameter assessment (MPA). Interchangeable use is reliable only for continuous parameters, not discrete ones, impacting drug discovery rankings.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Drug Discovery
Background:
- Multiple implementations exist for common molecular descriptors, potentially affecting compound prioritization.
- Multiparameter assessment (MPA) is crucial for balancing diverse molecular and pharmacological properties in drug design.
Purpose of the Study:
- To evaluate the interchangeable use of different molecular descriptor implementations in MPA.
- To assess the impact of calculation methods, data distribution, applicability domains, and desirability functions on MPA compound ranking stability.
Main Methods:
- Analysis of common descriptors (logP, logS, TPSA, logBB, hERG, nHBA) across various implementations.
- Examination of descriptor calculation methods, continuity/discreteness, applicability domains, and desirability functions.
- Stability assessment of MPA compound rankings based on descriptor implementation variations.
Main Results:
- Interchangeable use of descriptor implementations is acceptable only for continuous parameters with smooth desirability functions.
- Discrete parameters require using the exact descriptor implementation used for the MPA scoring profile.
- Inconsistent compound assessments arise from differing descriptor applicability domains.
Conclusions:
- Careful selection of molecular descriptor implementations is vital for reliable MPA in drug optimization.
- The nature of descriptor data (continuous vs. discrete) dictates the feasibility of using different implementations.
- Understanding descriptor applicability domains is essential to avoid assessment inconsistencies in MPA.
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