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Predicting the Aqueous Solubility of Neutral Organic Compounds by Reversed-Phase Liquid Chromatography
Sanka N Atapattu1, Jianwei Li2
1CanAm Bioresearch Inc., Winnipeg, Canada.
This study introduces two novel reversed-phase liquid chromatography (RPLC) methods for predicting water solubility. These RPLC strategies offer accurate, high-throughput alternatives to traditional methods for chemical screening.
Area of Science:
- Analytical Chemistry
- Physical Chemistry
- Computational Chemistry
Background:
- Accurate water solubility prediction is vital for chemical screening.
- Traditional methods like the General Solubility Equation (GSE) have limitations, especially for weak electrolytes, requiring melting point and partition coefficient data.
- There is a need for efficient, high-throughput methods for solubility estimation.
Purpose of the Study:
- To develop and evaluate two reversed-phase liquid chromatography (RPLC) correlation strategies for predicting water solubility.
- To compare the predictive accuracy of RPLC-based methods against traditional approaches like GSE.
- To offer descriptor-free and combined retention/melting point RPLC models for diverse chemical screening needs.
Main Methods:
- Exploration of isocratic RPLC models using retention data as the sole input for neutral organic compounds.
- Development of RPLC models incorporating both retention and melting point data.
- Evaluation across 49 binary solvent systems and three stationary phases, focusing on organic volume fractions from 50%-70% v/v.
Main Results:
- Descriptor-free RPLC models achieved a predictive accuracy of 0.307 log units, outperforming GSE for non-electrolytes and weak electrolytes.
- RPLC models combining retention and melting point data showed improved accuracy, particularly at higher organic volume fractions.
- A specific model (70% acetonitrile on XTerra MS C18) yielded a coefficient of determination of 0.962 and an average absolute error of 0.222 log units.
Conclusions:
- Two complementary RPLC strategies provide powerful, high-throughput alternatives for rapid water solubility screening.
- The descriptor-free RPLC approach is suitable for compounds lacking structural information.
- The combined RPLC retention and melting point model offers high precision, minimizing prediction errors below 0.3 log units.
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