Time-frequency analysis and laser Doppler spectrum decomposition to reveal new feature space for diagnosis of diabetes mellitus vascular complications

Publication typeProceedings Article
Publication date2020-04-06
SJR0.146
CiteScore0.5
Impact factor
ISSN0277786X, 1996756X
Abstract
Early diagnostics of microcirculation complications is an important area for biomedical photonics application. The blood perfusion measurements are capable of identification of particular markers for diagnostics of many pathological conditions of blood microcirculation in the skin. In this work, we apply the laser Doppler flowmetry method with the ability to record and process the power spectra of registered photocurrent. This approach provides the estimation of signal amplitude distribution along with the frequencies of Doppler-broadened laser radiation and blood perfusion distribution. In this work, we investigate the blood ow in the skin by the time- frequency analysis of the recorded laser Doppler spectra. The conducted studies allowed us to propose new diagnostic criteria for the diagnosis of diabetes mellitus type 2 complications. The diagnostic parameters have been tested together with binary classifiers based on the linear discriminant analysis and demonstrated to be able to successfully distinguish the groups of volunteers of different age and patients with microvascular complications.

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Kozlov I. O. et al. Time-frequency analysis and laser Doppler spectrum decomposition to reveal new feature space for diagnosis of diabetes mellitus vascular complications // Proceedings of SPIE - The International Society for Optical Engineering. 2020. Vol. 11363. p. 56.
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Kozlov I. O., Zherebtsov E. A., Zherebtsova A. I., Loktionova Y. I., Dunaev A. V. Time-frequency analysis and laser Doppler spectrum decomposition to reveal new feature space for diagnosis of diabetes mellitus vascular complications // Proceedings of SPIE - The International Society for Optical Engineering. 2020. Vol. 11363. p. 56.
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TY - CPAPER
DO - 10.1117/12.2557035
UR - https://www.spiedigitallibrary.org/conference-proceedings-of-spie/11363/2557035/Time-frequency-analysis-and-laser-Doppler-spectrum-decomposition-to-reveal/10.1117/12.2557035.full
TI - Time-frequency analysis and laser Doppler spectrum decomposition to reveal new feature space for diagnosis of diabetes mellitus vascular complications
T2 - Proceedings of SPIE - The International Society for Optical Engineering
AU - Kozlov, Igor O
AU - Zherebtsov, Evgenii A
AU - Zherebtsova, Angelina I.
AU - Loktionova, Yulia I
AU - Dunaev, Andrey V.
PY - 2020
DA - 2020/04/06
PB - SPIE-Intl Soc Optical Eng
SP - 56
VL - 11363
SN - 0277-786X
SN - 1996-756X
ER -
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@inproceedings{2020_Kozlov,
author = {Igor O Kozlov and Evgenii A Zherebtsov and Angelina I. Zherebtsova and Yulia I Loktionova and Andrey V. Dunaev},
title = {Time-frequency analysis and laser Doppler spectrum decomposition to reveal new feature space for diagnosis of diabetes mellitus vascular complications},
year = {2020},
volume = {11363},
pages = {56},
month = {apr},
publisher = {SPIE-Intl Soc Optical Eng}
}