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
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.…
Citation impact
- FWCI
- 8.60
- Percentile
- 100%
- References
- 42
Authors
9- TCTiejun ChengCorresponding
Chinese Academy of Sciences, Shanghai Institute of Organic Chemistry
- YZYuan Zhao
Chinese Academy of Sciences, Shanghai Institute of Organic Chemistry
- XLXun Li
Chinese Academy of Sciences, Shanghai Institute of Organic Chemistry
- LFLin Fu
Chinese Academy of Sciences, Shanghai Institute of Organic Chemistry
- YXYong Xu
Shanghai Institute of Organic Chemistry, Chinese Academy of Sciences
Topics & keywords
- Quantitative structure–activity relationship
- Linear regression
- Similarity (geometry)
- Computation
- Multivariate statistics
- Computer science
- Set (abstract data type)
- Data mining
- Clean water and sanitation