Wavelet analysis of laser Doppler microcirculatory signals: Current applications and limitations
- PMID: 36741808
- PMCID: PMC9895103
- DOI: 10.3389/fphys.2022.1076445
Wavelet analysis of laser Doppler microcirculatory signals: Current applications and limitations
Abstract
Laser Doppler flowmetry (LDF) has long been considered a gold standard for non-invasive assessment of skin microvascular function. Due to the laser Doppler (LD) microcirculatory signal's complex biological and physiological context, using spectral analysis is advisable to extract as many of the signal's properties as feasible. Spectral analysis can be performed using either a classical Fourier transform (FT) technique, which has the disadvantage of not being able to localize a signal in time, or wavelet analysis (WA), which provides both the time and frequency localization of the inspected signal. So far, WA of LD microcirculatory signals has revealed five characteristic frequency intervals, ranging from 0.005 to 2 Hz, each of which being related to a specific physiological influence modulating skin microcirculatory response, providing for a more thorough analysis of the signals measured in healthy and diseased individuals. Even though WA is a valuable tool for analyzing and evaluating LDF-measured microcirculatory signals, limitations remain, resulting in a lack of analytical standardization. As a more accurate assessment of human skin microcirculation may better enhance the prognosis of diseases marked by microvascular dysfunction, searching for improvements to the WA method is crucial from the clinical point of view. Accordingly, we have summarized and discussed WA application and its limitations when evaluating LD microcirculatory signals, and presented insight into possible future improvements. We adopted a novel strategy when presenting the findings of recent studies using WA by focusing on frequency intervals to contrast the findings of the various studies undertaken thus far and highlight their disparities.
Keywords: endothelial function; frequency band; laser Doppler flowmetry; microcirculation; spectral analysis; wavelet analysis.
Copyright © 2023 Kralj and Lenasi.
Conflict of interest statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Figures

Similar articles
-
Evaluating transient phenomena by wavelet analysis: early recovery to exercise.Am J Physiol Heart Circ Physiol. 2024 Jan 1;326(1):H96-H102. doi: 10.1152/ajpheart.00558.2023. Epub 2023 Nov 3. Am J Physiol Heart Circ Physiol. 2024. PMID: 37921668 Free PMC article.
-
Combining laser-Doppler flowmetry measurements with spectral analysis to study different microcirculatory effects in human prediabetic and diabetic subjects.Lasers Med Sci. 2017 Feb;32(2):327-334. doi: 10.1007/s10103-016-2117-2. Epub 2016 Dec 7. Lasers Med Sci. 2017. PMID: 27928688
-
Spectral analysis on the microcirculatory laser Doppler signal at the acupuncture point.Annu Int Conf IEEE Eng Med Biol Soc. 2008;2008:1084-6. doi: 10.1109/IEMBS.2008.4649348. Annu Int Conf IEEE Eng Med Biol Soc. 2008. PMID: 19162851 Clinical Trial.
-
Cutaneous laser Doppler flowmetry: applications and findings.Mayo Clin Proc. 1994 Jun;69(6):564-74. doi: 10.1016/s0025-6196(12)62249-6. Mayo Clin Proc. 1994. PMID: 8189763 Review.
-
Sidestream dark field imaging: the evolution of real-time visualization of cutaneous microcirculation and its potential application in dermatology.Arch Dermatol Res. 2011 Mar;303(2):69-78. doi: 10.1007/s00403-010-1087-7. Epub 2010 Oct 23. Arch Dermatol Res. 2011. PMID: 20972572 Review.
Cited by
-
Effect of Orthodontic Force on Gingival Blood Flow Measured by Laser Speckle Contrast Imaging: A Randomised Controlled Trial.Int Dent J. 2025 Aug 7;75(5):100932. doi: 10.1016/j.identj.2025.100932. Online ahead of print. Int Dent J. 2025. PMID: 40780002 Free PMC article.
-
Cerebral Circulation and Brain Temperature during an Ultra-Short Session of Dry Immersion in Young Subjects.Pathophysiology. 2023 May 10;30(2):209-218. doi: 10.3390/pathophysiology30020018. Pathophysiology. 2023. PMID: 37218916 Free PMC article.
-
Blunted cardiovascular responses in individuals with type 2 diabetes and hypertension during cold and heat exposure.Front Physiol. 2025 Apr 28;16:1558471. doi: 10.3389/fphys.2025.1558471. eCollection 2025. Front Physiol. 2025. PMID: 40356771 Free PMC article.
-
Using Wavelet Analysis of Blood Flow Oscillations to Investigate Differences in Skin Blood Flow Regulations Between the Upper and Lower Limbs.Skin Res Technol. 2024 Oct;30(10):e70089. doi: 10.1111/srt.70089. Skin Res Technol. 2024. PMID: 39331571 Free PMC article.
-
Evaluating transient phenomena by wavelet analysis: early recovery to exercise.Am J Physiol Heart Circ Physiol. 2024 Jan 1;326(1):H96-H102. doi: 10.1152/ajpheart.00558.2023. Epub 2023 Nov 3. Am J Physiol Heart Circ Physiol. 2024. PMID: 37921668 Free PMC article.
References
Publication types
LinkOut - more resources
Full Text Sources
Research Materials