articleJournal of Chemical Information and ModelingNov 1, 2007Closed access

Computation of Octanol−Water Partition Coefficients by Guiding an Additive Model with Knowledge

Chinese Academy of Sciences · Shanghai Institute of Organic Chemistry · +1 more institution

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Abstract

We have developed a new method, i.e., XLOGP3, for logP computation. XLOGP3 predicts the logP value of a query compound by using the known logP value of a reference compound as a starting point. The difference in the logP values of the query compound and the reference compound is then estimated by an additive model. The additive model implemented in XLOGP3 uses a total of 87 atom/group types and two correction factors as descriptors. It is calibrated on a training set of 8199 organic compounds with reliable logP data through a multivariate linear regression analysis. For a given query compound, the compound showing the highest structural similarity in the training set will be selected as the reference compound.…

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894
total citations
FWCI
8.60
Percentile
100%
References
42
Citations per year

Authors

9

Topics & keywords

Keywords
  • Quantitative structure–activity relationship
  • Linear regression
  • Similarity (geometry)
  • Computation
  • Multivariate statistics
  • Computer science
  • Set (abstract data type)
  • Data mining
UN Sustainable Development Goals
  • Clean water and sanitation
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