作者
Viktor Dremin, Zbignevs Marcinkevics, Evgeny Zherebtsov, Alexey Popov, Andris Grabovskis, Hedviga Kronberga, Kristine Geldnere, Alexander Doronin, Igor Meglinski, Alexander Bykov
发表日期
2021/1/6
期刊
IEEE Transactions on Medical Imaging
卷号
40
期号
4
页码范围
1207-1216
出版商
IEEE
简介
Aging and diabetes lead to protein glycation and cause dysfunction of collagen-containing tissues. The accompanying structural and functional changes of collagen significantly contribute to the development of various pathological malformations affecting the skin, blood vessels, and nerves, causing a number of complications, increasing disability risks and threat to life. In fact, no methods of non-invasive assessment of glycation and associated metabolic processes in biotissues or prediction of possible skin complications, e.g., ulcers, currently exist for endocrinologists and clinical diagnosis. In this publication, utilizing emerging photonics-based technology, innovative solutions in machine learning, and definitive physiological characteristics, we introduce a diagnostic approach capable of evaluating the skin complications of diabetes mellitus at the very earlier stage. The results of the feasibility studies, as well as the …
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