Zhu Yingdi, Lesch Andreas, Li Xiaoyun, Lin Tzu-En, Gasilova Natalia, Jović Milica, Pick Horst Matthias, Ho Ping-Chih, Girault Hubert H
Institute of Chemical Sciences and Engineering, School of Basic Sciences, École Polytechnique Fédérale de Lausanne, 1015 Lausanne, Switzerland.
Department of Industrial Chemistry "Toso Montanari", Universita degli Studi di Bologna, 40136 Bologna, Italy.
JACS Au. 2021 May 24;1(5):598-611. doi: 10.1021/jacsau.0c00074. Epub 2021 Mar 22.
Skin problems are often overlooked due to a lack of robust and patient-friendly monitoring tools. Herein, we report a rapid, noninvasive, and high-throughput analytical chemical methodology, aiming at real-time monitoring of skin conditions and early detection of skin disorders. Within this methodology, adhesive sampling and laser desorption ionization mass spectrometry are coordinated to record skin surface molecular mass in minutes. Automated result interpretation is achieved by data learning, using similarity scoring and machine learning algorithms. Feasibility of the methodology has been demonstrated after testing a total of 117 healthy, benign-disordered, or malignant-disordered skins. Remarkably, skin malignancy, using melanoma as a proof of concept, was detected with 100% accuracy already at early stages when the lesions were submillimeter-sized, far beyond the detection limit of most existing noninvasive diagnosis tools. Moreover, the malignancy development over time has also been monitored successfully, showing the potential to predict skin disorder progression. Capable of detecting skin alterations at the molecular level in a nonsurgical and time-saving manner, this analytical chemistry platform is promising to build personalized skin care.
由于缺乏强大且对患者友好的监测工具,皮肤问题常常被忽视。在此,我们报告一种快速、无创且高通量的分析化学方法,旨在实时监测皮肤状况并早期检测皮肤疾病。在该方法中,采用粘性采样和激光解吸电离质谱联用技术,可在数分钟内记录皮肤表面分子质量。通过数据学习,利用相似度评分和机器学习算法实现结果的自动解读。在对总共117例健康、良性病变或恶性病变皮肤进行测试后,证明了该方法的可行性。值得注意的是,以黑色素瘤作为概念验证,当病变处于亚毫米大小时,在早期阶段就能以100%的准确率检测出皮肤恶性肿瘤,这远远超出了大多数现有非侵入性诊断工具的检测极限。此外,还成功监测了恶性肿瘤随时间的发展情况,显示出预测皮肤疾病进展的潜力。这个分析化学平台能够以非手术且节省时间的方式在分子水平检测皮肤变化,有望构建个性化皮肤护理方案。