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线阵共焦光学相干断层成像术结合人工智能算法,以识别面部皮肤老化的定量生物标志物。

Line-field confocal optical coherence tomography coupled with artificial intelligence algorithms to identify quantitative biomarkers of facial skin ageing.

机构信息

LVMH Recherche, 185 Avenue de Verdun, 45804, Saint Jean de Braye, France.

DAMAE Medical, 14 Rue Sthrau, 75013, Paris, France.

出版信息

Sci Rep. 2023 Aug 24;13(1):13881. doi: 10.1038/s41598-023-40340-0.

Abstract

Quantitative biomarkers of facial skin ageing were studied from one hundred healthy Caucasian female volunteers, aged 20-70 years, using in vivo 3D Line-field Confocal Optical Coherence Tomography (LC-OCT) imaging coupled with Artificial Intelligence (AI)-based quantification algorithms. Layer metrics, i.e. stratum corneum thickness (SC), viable epidermal thickness and Dermal-Epidermal Junction (DEJ) undulation, as well as cellular metrics were measured for the temple, cheekbone and mandible. For all three investigated facial areas, minimal age-related variations were observed in the thickness of the SC and viable epidermis layers. A flatter and more homogeneous epidermis (decrease in the standard deviation of the number of layers means), a less dense cellular network with fewer cells per layer (decrease in cell surface density), and larger and more heterogeneous nuclei within each layer (increase in nuclei volume and their standard deviation) were found with significant variations with age. The higher atypia scores further reflected the heterogeneity of nuclei throughout the viable epidermis. The 3D visualisation of fine structures in the skin at the micrometric resolution and the 1200 µm × 500 µm field of view achieved with LC-OCT imaging enabled to compute relevant quantitative biomarkers for a better understanding of skin biology and the ageing process in vivo.

摘要

我们对 100 名年龄在 20-70 岁的健康白种女性志愿者的面部皮肤衰老的定量生物标志物进行了研究,使用的是结合了人工智能(AI)定量算法的体内 3D 线场共聚焦光相干断层扫描(LC-OCT)成像。我们对面部的太阳穴、颧骨和下颌骨进行了层度量(即角质层厚度(SC)、有活力的表皮厚度和真皮-表皮交界处(DEJ)的波动)和细胞度量的测量。在所有三个被调查的面部区域,SC 和有活力的表皮层的厚度都观察到了最小的年龄相关变化。更平坦和更均匀的表皮(意味着层间数量标准差减小)、每层细胞密度更低的更密集的细胞网络(细胞表面积密度减小)、以及每层内更大和更不均匀的细胞核(细胞核体积和其标准差增加)与年龄具有显著的变化。更高的非典型性评分进一步反映了整个有活力的表皮内细胞核的异质性。LC-OCT 成像实现了在微米分辨率下对皮肤精细结构的 3D 可视化和 1200µm×500µm 的视野,从而能够计算出相关的定量生物标志物,以更好地理解皮肤生物学和体内衰老过程。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/348e/10449778/9ea27c99e730/41598_2023_40340_Fig1_HTML.jpg

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