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A regression analysis using simple descriptors for multiple dermal datasets: Going from individual membranes to the
Marina V Evans1, Thomas E Moxon2, Guoping Lian3
1Center for Computational Toxicology and Exposure, ORD, RTP, US EPA, Durham, North Carolina, USA.
Journal of Applied Toxicology : JAT
|January 7, 2023
Summary
This study refines skin absorption models for environmental and cosmetic chemicals. An updated regression equation combining mechanistic and structural activity relationships improves prediction accuracy over the traditional Potts-Guy equation.
Area of Science:
- Pharmacokinetics and exposure science
- Computational toxicology
- Dermal absorption modeling
Background:
- Accurate in silico methods are crucial for predicting chemical exposure through skin.
- The Potts-Guy equation, a regression model, uses logP and molecular weight (MW) to estimate skin permeability (Kp).
- Existing models show limitations with different skin layers, particularly dermatomed and full skin.
Purpose of the Study:
- To develop improved regression equations for estimating chemical skin absorption.
- To evaluate the performance of the Potts-Guy equation with recent human skin datasets.
- To explore a combined modeling approach integrating mechanistic and structural activity relationships.
Main Methods:
- Collected and analyzed human skin datasets for environmental and cosmetic chemicals.
- Applied multi-linear regression analysis based on the Potts-Guy equation.
- Developed an updated regression model by combining fitted permeability values from a 2D compartmental model.
Main Results:
- Regression fits for the Potts-Guy equation were stronger for epidermis-only datasets.
- Permeability estimates for dermatomed and full skin showed weaker regression coefficients.
- The updated regression equation (logKp = -2.55 + 0.65logP - 0.0085MW, R² = 0.91) demonstrated improved accuracy.
Conclusions:
- Combining mechanistic and structural activity relationships offers an advantage for skin absorption modeling.
- The developed model provides a more accurate prediction of skin permeability compared to the Potts-Guy approach alone.
- Future work will incorporate multi-compartment models for enhanced accuracy.
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