Instrumental prediction of in vivo sensory properties of emollients to allow the development of new biobased ingredients

IF 3.8 2区 化学 Q2 AUTOMATION & CONTROL SYSTEMS
Floriane Rischard , Amandine Flourat , Ecaterina Gore , Géraldine Savary
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引用次数: 0

Abstract

An important step in the development of novel cosmetic ingredients is the setting up of sensory analyses to assess their tactile properties. A recent work allowed the obtention of 12 novel biobased emollients with interesting physico-chemical properties. Four of the most promising emollients were selected in the present study and their safety was tested to ensure they are suitable for use on human skin. Their tactile properties, along with ten commercial emollients, were assessed by 16 expert assessors: circular spreading behavior, thickness of residual film and slippery after feel. In addition to characterizing a wide range of emollients, the results made possible the establishment of three predictive models using Partial Least Squares regressions. These original models correspond to various sensory attributes of the emollients, both during and after their application on the skin. All predictive models were then validated by leave-one-out cross validations. Only three instrumental parameters (viscosity, friction, stickiness) were necessary to build the models and predict the tactile properties. This approach was then applied to the eight other biobased emollients that were not initially used to establish the predictions in order to validate the models. Results demonstrate the significant value of such models for developing new ingredients. Ultimately, these predictive models could override the time-consuming and costly process of safety testing and sensory analyses in the research in development of future newly produced emollients for dermocosmetic applications.
用仪器预测润肤剂的体内感官特性,以开发新的生物基成分
开发新型化妆品成分的一个重要步骤是建立感官分析来评估其触觉特性。最近的一项工作使人们注意到12种具有有趣的物理化学性质的新型生物基润肤剂。在本研究中选择了四种最有前途的润肤剂,并对其安全性进行了测试,以确保它们适合用于人体皮肤。他们的触觉特性,连同十种商业润肤剂,由16位专家评估:圆形扩散行为,残余膜的厚度和光滑后的感觉。除了表征范围广泛的润肤剂外,结果还可以使用偏最小二乘回归建立三种预测模型。这些原始模型对应于润肤剂的各种感官属性,无论是在他们的应用在皮肤上。然后通过留一交叉验证验证所有预测模型。只需要三个仪器参数(粘度,摩擦力,粘性)就可以建立模型并预测触觉特性。然后将这种方法应用于其他八种最初未用于建立预测的生物基润肤剂,以验证模型。结果表明,这些模型对开发新成分具有重要的价值。最终,这些预测模型可以在未来新生产的皮肤美容应用润肤剂的研究开发中超越耗时和昂贵的安全测试和感官分析过程。
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来源期刊
CiteScore
7.50
自引率
7.70%
发文量
169
审稿时长
3.4 months
期刊介绍: Chemometrics and Intelligent Laboratory Systems publishes original research papers, short communications, reviews, tutorials and Original Software Publications reporting on development of novel statistical, mathematical, or computer techniques in Chemistry and related disciplines. Chemometrics is the chemical discipline that uses mathematical and statistical methods to design or select optimal procedures and experiments, and to provide maximum chemical information by analysing chemical data. The journal deals with the following topics: 1) Development of new statistical, mathematical and chemometrical methods for Chemistry and related fields (Environmental Chemistry, Biochemistry, Toxicology, System Biology, -Omics, etc.) 2) Novel applications of chemometrics to all branches of Chemistry and related fields (typical domains of interest are: process data analysis, experimental design, data mining, signal processing, supervised modelling, decision making, robust statistics, mixture analysis, multivariate calibration etc.) Routine applications of established chemometrical techniques will not be considered. 3) Development of new software that provides novel tools or truly advances the use of chemometrical methods. 4) Well characterized data sets to test performance for the new methods and software. The journal complies with International Committee of Medical Journal Editors'' Uniform requirements for manuscripts.
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