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开发一种皮肤微生物组诊断方法,以评估健康个体的皮肤状况:皮肤微生物组和皮肤状况研究的应用。

Development of a skin microbiome diagnostic method to assess skin condition in healthy individuals: Application of research on skin microbiomes and skin condition.

机构信息

KOSÉ Corporation Research Laboratories, Tokyo, Japan.

Milbon CO., LTD., Osaka, Japan.

出版信息

Int J Cosmet Sci. 2021 Dec;43(6):677-690. doi: 10.1111/ics.12744. Epub 2021 Nov 24.

Abstract

OBJECTIVE

Skin microbiomes vary across individuals. They are known to play essential roles in maintaining homeostasis and preventing infectious pathogens. In recent years, cosmetic product development has begun to focus on the relationship between skin microbiomes and skin conditions. However, the statistical methods used in many studies include the standard t-test and small-scale correlation analysis, which do not take into account the internal correlation structure in data on skin microbiomes and skin features. In this study, we aimed to understand the relationship between skin microbiomes and skin features by analysing complex microbiomes and skin data.

METHODS

We obtained data on 19 skin characteristics and skin microbiomes based on 16s ribosomal RNA (16S rRNA) gene analysis of 276 healthy Japanese women. We then performed the principal component analysis (PCA), a method that takes into account the internal correlation structure, on 234 panels of them that did not contain outliers or missing values. We confirmed the relationship between skin microbiomes and skin features with principal component regression analysis and hierarchical clustering analysis (HCA).

RESULTS

The principal component regression analysis showed strong relationships between skin microbiomes and sebum-related skin characteristics and skin pH. In the HCA, the female panel was classified into two major groups based on the skin microbiome. Furthermore, there were significant differences in sebum-related skin characteristics and the way skin condition changes with ageing between those groups, suggesting the possibility of measuring skin condition and age-related skin risk based on microbiome data. In addition, sebum-related characteristics differed significantly among middle-aged participants, suggesting a strong relationship between skin microbiomes and sebum-related characteristics.

CONCLUSION

Analysis of skin condition and skin microbiome in Japanese women, taking into account the correlation between variables, showed that skin microbiome was significantly related to the number of pores and the amount of sebum. Furthermore, it was suggested that the skin condition and the way the skin condition changes with ageing may differ depending on the type of skin microbiome. The finding of a relationship between skin condition and skin microbiome suggests the possibility of proposing a new beauty method focusing on the skin microbiome in the future.

摘要

目的

皮肤微生物组在个体之间存在差异。它们在维持体内平衡和预防感染性病原体方面发挥着重要作用。近年来,化妆品产品的开发开始关注皮肤微生物组与皮肤状况之间的关系。然而,许多研究中使用的统计方法包括标准 t 检验和小规模相关分析,这些方法没有考虑到皮肤微生物组和皮肤特征数据中的内部相关结构。在这项研究中,我们旨在通过分析复杂的微生物组和皮肤数据来了解皮肤微生物组与皮肤特征之间的关系。

方法

我们基于对 276 名健康日本女性的 16s 核糖体 RNA(16S rRNA)基因分析,获得了 19 项皮肤特征和皮肤微生物组的数据。然后,我们对 234 个没有异常值或缺失值的面板进行主成分分析(PCA),该方法考虑了数据中的内部相关结构。我们通过主成分回归分析和层次聚类分析(HCA)确认了皮肤微生物组与皮肤特征之间的关系。

结果

主成分回归分析显示,皮肤微生物组与皮脂相关的皮肤特征和皮肤 pH 值之间存在很强的关系。在 HCA 中,女性面板根据皮肤微生物组分为两个主要组。此外,这两个组之间的皮脂相关皮肤特征和皮肤状况随年龄变化的方式存在显著差异,这表明有可能基于微生物组数据来测量皮肤状况和与年龄相关的皮肤风险。此外,中年参与者之间的皮脂相关特征存在显著差异,这表明皮肤微生物组与皮脂相关特征之间存在很强的关系。

结论

考虑到变量之间的相关性,对日本女性的皮肤状况和皮肤微生物组进行分析表明,皮肤微生物组与毛孔数量和皮脂分泌量显著相关。此外,皮肤状况和皮肤状况随年龄变化的方式可能因皮肤微生物组的类型而异。皮肤状况与皮肤微生物组之间的关系表明,未来有可能提出一种新的以皮肤微生物组为重点的美容方法。

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