| Literature DB >> 33572387 |
Igor Kozlov1, Evgeny Zherebtsov1,2, Galina Masalygina3, Konstantin Podmasteryev1, Andrey Dunaev1.
Abstract
In this article, we introduce a new method of signal processing and data analysis for the digital laser Doppler flowmetry. Our approach is based on the calculation of cumulative sums over the registered Doppler power spectra. The introduced new parameter represents an integral estimation for the redistribution of moving red blood cells over the range of speed. The prototype of the device implementing the technique is developed and tested in preliminary clinical trials. The methodology was verified with the involvement of two age groups of healthy volunteers and in a group of patients with type 2 diabetes mellitus. The main practical result of the study is the development of a set of binary linear classifiers that allow the method to identify typical patterns of the microcirculation for the healthy volunteers and diabetic patients based on the presented diagnostic algorithm.Entities:
Keywords: cumulative sum; diabetes mellitus type 2; heating test; laser Doppler flowmetry; non-invasive optical diagnostics; power spectrum
Year: 2021 PMID: 33572387 PMCID: PMC7916189 DOI: 10.3390/diagnostics11020267
Source DB: PubMed Journal: Diagnostics (Basel) ISSN: 2075-4418