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Expert Systems for Predicting the Bioavailability of Sun Filters in Cosmetic Products, Software vs. Expert
Anna Baldisserotto1, Erika Baldini1,2, Sara Ravarotto2
1Department of Life Sciences and Biotechnology, Section of Medicinal and Health Products, University of Ferrara, Via Fossato di Mortara 17-19, 44121 Ferrara, Italy.
Pharmaceutics
|September 23, 2022
Summary
Artificial intelligence software can predict cosmetic formulation changes, optimizing topical compound bioavailability. It accurately forecasts lipophilic phases, but requires further development for hydrophilic phases, emulsifiers, and preservatives.
Area of Science:
- Cosmetic Science
- Dermatology
- Artificial Intelligence in Formulation
Background:
- Skin penetration of cosmetic molecules is limited by the stratum corneum.
- High concentrations of certain active ingredients, like sunscreens, can cause adverse effects.
- Predictive tools are needed to optimize topical formulation efficacy and safety.
Purpose of the Study:
- To evaluate the predictive capabilities of Formulating for Efficacy® Software for topical cosmetic compounds.
- To assess the software's ability to forecast changes in bioavailability.
- To compare software-suggested formulations with formulator-prepared ones.
Main Methods:
- Utilized Franz diffusion cell methodology to measure skin penetration.
- Selected various oils for their low release capabilities.
- Compared software-predicted lipophilic phases in Benzophenone-3 formulations against reference emulsions.
Main Results:
- The software accurately predicted lipophilic phases, leading to stable emulsions.
- Software-guided formulations were sometimes superior in appearance and consistency.
- The software demonstrated limitations in predicting hydrophilic phases, emulsifiers, and preservatives.
Conclusions:
- Formulating for Efficacy® Software shows promise in predicting cosmetic formulation behavior, particularly lipophilic phases.
- Further development is needed to enhance its predictive accuracy for hydrophilic components and formulation auxiliaries.
- AI holds potential for optimizing topical cosmetic development, balancing efficacy and safety.

