Principal component analysis of seven skin‐ageing features identifies three main types of skin ageing

老化 主成分分析 皮肤老化 健康老龄化 皮肤病科 医学 生物 遗传学 人工智能 计算机科学
作者
Luba M. Pardo,Merel A. Hamer,Fan Liu,Peter J. Velthuis,Manfred Kayser,David A. Gunn,Tamar Nijsten
出处
期刊:British Journal of Dermatology [Oxford University Press]
卷期号:182 (6): 1379-1387 被引量:12
标识
DOI:10.1111/bjd.18523
摘要

The underlying phenotypic correlations between wrinkles, pigmented spots (PS), telangiectasia and other related facial‐ageing subphenotypes are not well understood. To analyse the underlying phenotypic correlation structure between seven features for facial ageing: global wrinkling, perceived age (PA), Griffiths photodamage grading, PS, telangiectasia, actinic keratosis (AK) and keratinocyte cancer (KC). This was a cross‐sectional study. Facial photographs and a full‐body skin examination were used. We used principal component analysis (PCA) to derive principal components (PCs) of common variation between the features. We performed multivariable linear regressions between age, sex, body mass index, smoking and ultraviolet radiation exposure and the PC scores derived from PCA. We also tested the association between the main PC scores and 140 single‐nucleotide polymorphisms (SNPs) previously associated with skin‐ageing phenotypes. We analysed data from 1790 individuals with complete data on seven features of skin ageing. Three main PCs explained 73% of the total variance of the ageing phenotypes: a hypertrophic/wrinkling component (PC1: global wrinkling, PA and Griffiths grading), an atrophic/skin colour component (PC2: PS and telangiectasia) and a cancerous component (PC3: AK and KC). The associations between lifestyle and host factors differed per PC. The strength of SNP associations also differed per component with the most SNP associations found with the atrophic component [e.g. the IRF4 SNP (rs12203592); P‐value = 1·84 × 10–22]. Using a hypothesis‐free approach, we identified three major underlying phenotypes associated with extrinsic ageing. Associations between determinants for skin ageing differed in magnitude and direction per component. What's already known about this topic? Facial ageing is a complex phenotype consisting of different features including wrinkles, pigmented changes, telangiectasia and cancerous‐related growths; it is not clear how these phenotypes are related to each other and to other phenotypes. A few studies have described two main clinical phenotypes for photoageing, namely hypertrophic ageing and atrophic ageing, which have been based solely on the clinical assessment of photoageing characteristics. What does this study add? We are the first to use epidemiology data to identify three main components associated with photoageing, namely a hypertrophic component (global wrinkling; perceived age; Griffiths grading) and atrophic component (pigmented spots; telangiectasia) and a cancer component (actinic keratosis; keratinocyte cancer). Association analysis showed different effects and direction of environmental determinants and genetic associations with the three components, with the most significant gene variants associations found for the atrophic component.
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