1
|
Mizeva I, Dremin V, Potapova E, Zherebtsov E, Kozlov I, Dunaev A. Wavelet Analysis of the Temporal Dynamics of the Laser Speckle Contrast in Human Skin. IEEE Trans Biomed Eng 2019; 67:1882-1889. [PMID: 31675309 DOI: 10.1109/tbme.2019.2950323] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Spectral analysis of laser Doppler flowmetry (LDF) signals has been widely used in studies of physiological vascular function regulation. An alternative to LDF is the laser speckle contrast imaging method (LSCI), which is based on the same physical principle. In contrast to LDF, LSCI provides non-scanning full-field imaging of a relatively wide skin area and offers high spatial and temporal resolutions, which allows visualization of microvascular structure. This circumstance, together with a large number of works which had shown the effectiveness of temporal LSCI analysis, gave impetus to experimental studies of the relation between LDF and LSCI used to monitor the temporal dynamics of blood flow. METHODS Continuous wavelet transform was applied to construct a time-frequency representation of a signal. RESULTS Analysis of 10 minute LDF and LSCI output signals recorded simultaneously revealed rather high correlation between oscillating components. It was demonstrated for the first time that the spectral energy of oscillations in the 0.01-2 Hz frequency range of temporal LSCI recordings carries the same information as the conventional LDF recordings and hence it reflects the same physiological vascular tone regulation mechanisms. CONCLUSION The approach proposed can be used to investigate speckle pattern dynamics by LSCI in both normal and pathological conditions. SIGNIFICANCE The results of research on the influence of spatial binning and averaging on the spectral characteristics of perfusion monitored by LSCI are of considerable interest for the development of LSCI systems optimized to evaluate temporal dynamics.
Collapse
|
2
|
Venugopal K, Unni SN, Bach A, Conzen C, Lindauer U. Assessment of cerebral hemodynamics during neurosurgical procedures using laser speckle image analysis. JOURNAL OF BIOPHOTONICS 2019; 12:e201800408. [PMID: 30983133 DOI: 10.1002/jbio.201800408] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 04/01/2019] [Accepted: 04/10/2019] [Indexed: 06/09/2023]
Abstract
Aneurysmal subarachnoid hemorrhage (aSAH) is a severe medical condition associated with a significant cause of mortality throughout the world. Cisterna magna injection model is accepted widely to mimic clinical aSAH and is performed on small animal models to study aSAH during neurosurgery. Coherent light scattered from the surface of the rat brain is used to infer information about the variations in blood flow during this condition. We obtained speckle images from the exposed cortex during the entire experiment using an external tissue imaging system. Contrast and fractal analyses are carried out for the recorded speckle pattern time series. Correlation analysis based on Hurst exponent for these images is found to be a more sensitive tool in studying aSAH as compared to routinely used laser speckle contrast analysis for assessing the changes in blood flow velocity. Additionally, our studies provide improved blood flow detection sensitivity with image Hurst exponent in combination with computed fractal dimension, during an event of aSAH.
Collapse
Affiliation(s)
- Krishnapriya Venugopal
- Department of Applied Mechanics, Indian Institute of Technology Madras, Biophotonics Lab, Chennai, India
| | - Sujatha N Unni
- Department of Applied Mechanics, Indian Institute of Technology Madras, Biophotonics Lab, Chennai, India
| | - Annika Bach
- Department of Neurosurgery, Faculty of Medicine, Translational Neurosurgery and Neurobiology, RWTH Aachen University, Aachen, Germany
| | - Catharina Conzen
- Department of Neurosurgery, Faculty of Medicine, Translational Neurosurgery and Neurobiology, RWTH Aachen University, Aachen, Germany
| | - Ute Lindauer
- Department of Neurosurgery, Faculty of Medicine, Translational Neurosurgery and Neurobiology, RWTH Aachen University, Aachen, Germany
| |
Collapse
|
3
|
Motabbakani N, Lehmann C. Laser Doppler-based measurements of periarticular blood flux can be utilized for assessment of arthritis pain: A hypothesis. Clin Hemorheol Microcirc 2019; 71:171-174. [DOI: 10.3233/ch-189408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
| | - Christian Lehmann
- Department of Pharmacology, Dalhousie University Halifax, Canada
- Department of Anesthesia, Dalhousie University Halifax, Canada
| |
Collapse
|
4
|
van Vuuren TM, Van Zandvoort C, Doganci S, Zwiers I, tenCate-Hoek AJ, Kurstjens RL, Wittens CH. Prediction of venous wound healing with laser speckle imaging. Phlebology 2017; 32:658-664. [PMID: 28669247 PMCID: PMC6375351 DOI: 10.1177/0268355517718760] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Introduction Laser speckle imaging is used for noninvasive assessment of blood flow of cutaneous wounds. The aim of this study was to assess if laser speckle imaging can be used as a predictor of venous ulcer healing. Methods After generating the flux speckle images, three regions of interest (ROI) were identified to measure the flow. Sensitivity, specificity, negative predictive value, and positive predictive value for ulcer healing were calculated. Results In total, 17 limbs were included. A sensitivity of 92.3%, specificity of 75.0%, PPV of 80.0%, and NPV 75.0% were found in predicting wound healing based on laser speckle images. Mean flux values were lowest in the center (ROI I) and showed an increase at the wound edge (ROI II, p = 0.03). Conclusion Laser speckle imaging shows acceptable sensitivity and specificity rates in predicting venous ulcer healing. The wound edge proved to be the best probability for the prediction of wound healing.
Collapse
Affiliation(s)
- Timme Maj van Vuuren
- 1 Department of Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands.,2 Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands
| | - Carina Van Zandvoort
- 1 Department of Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Suat Doganci
- 3 Department of Cardiovascular Surgery, Gülhane School of Medicine, University of Health Sciences, Ankara, Turkey
| | - Ineke Zwiers
- 1 Department of Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Arina J tenCate-Hoek
- 2 Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands.,4 Department of Thrombosis, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Ralph Lm Kurstjens
- 1 Department of Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands.,2 Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands.,5 Department of Obstetrics and Gynaecology, Haga Hospital, The Hague, The Netherlands
| | - Cees Ha Wittens
- 1 Department of Surgery, Maastricht University Medical Centre, Maastricht, The Netherlands.,2 Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands.,6 Department of Vascular Surgery, University Hospital RWTH Aachen, Nordrhein-Westfalen, Aachen, Germany
| |
Collapse
|
5
|
Humeau-Heurtier A, Colominas MA, Schlotthauer G, Etienne M, Martin L, Abraham P. Bidimensional unconstrained optimization approach to EMD: An algorithm revealing skin perfusion alterations in pseudoxanthoma elasticum patients. COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE 2017; 140:233-239. [PMID: 28254079 DOI: 10.1016/j.cmpb.2016.12.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2016] [Revised: 12/26/2016] [Accepted: 12/28/2016] [Indexed: 06/06/2023]
Abstract
BACKGROUND AND OBJECTIVE Pseudoxanthoma elasticum (PXE) is an inherited and systemic metabolic disorder that affects the skin, leading among other things to a peau d'orange appearance. Unfortunately, PXE is still poorly understood and there is no existing therapy to treat the disease. Because the skin is the first organ to be affected in PXE, we propose herein a study of skin microvascular perfusion. By means of this analysis, our goal is to increase knowledge of PXE. METHODS For this purpose, microvascular data from patients suffering from PXE and from healthy control subjects were recorded using the laser speckle contrast imaging (LSCI) modality. These data were processed using the recent 2D version of the unconstrained optimization approach to empirical mode decomposition (UOA-EMD). Our work therefore corresponds to the first time this algorithm has been applied to biomedical data. RESULTS Our study shows that the 2D-UOA-EMD is able to reveal spatial patterns on local textures of LSCI data. Moreover, these spatial patterns differ between PXE patients and control subjects. Quantification measure of these spatial patterns reveals statistical significant differences between PXE and control subjects, in the neck (p=0.0004) and in the back (p=0.0052). CONCLUSIONS For the first time, alterations in microvascular perfusion in PXE patients have been revealed. Our findings open new avenues for our understanding of pathophysiologic skin changes in PXE.
Collapse
Affiliation(s)
- Anne Humeau-Heurtier
- University of Angers, LARIS - Laboratoire Angevin de Recherche en Ingénierie des Systèmes, 62 avenue Notre-Dame du Lac, 49000 Angers, France.
| | - Marcelo A Colominas
- Laboratorio de Señales y Dinámicas no Lineales,Facultad de Ingeniería, Univ. Nacional de Entre Ríos, Argentina; Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Argentina
| | - Gastón Schlotthauer
- Laboratorio de Señales y Dinámicas no Lineales,Facultad de Ingeniería, Univ. Nacional de Entre Ríos, Argentina; Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET), Argentina; Centro de Investigación y Transferencia de Entre Ríos (CITER), Argentina
| | - Maxime Etienne
- University of Angers, Angers Hospital, Department of Dermatology, UMR CNRS 6214-INSERM 1083, Angers, France
| | - Ludovic Martin
- University of Angers, Angers Hospital, Department of Dermatology, UMR CNRS 6214-INSERM 1083, Angers, France
| | - Pierre Abraham
- University of Angers, Angers Hospital, Laboratoire de Physiologie et d'Explorations Vasculaires, UMR CNRS 6214-INSERM 1083, Angers, France
| |
Collapse
|
6
|
Multiscale Compression Entropy of Microvascular Blood FlowSignals: Comparison of Results from Laser Speckle Contrastand Laser Doppler Flowmetry Data in Healthy Subjects. ENTROPY 2014. [DOI: 10.3390/e16115777] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
7
|
Humeau-Heurtier A, Abraham P, Mahe G. Linguistic Analysis of Laser Speckle Contrast Images Recorded at Rest and During Biological Zero: Comparison With Laser Doppler Flowmetry Data. IEEE TRANSACTIONS ON MEDICAL IMAGING 2013; 32:2311-2321. [PMID: 24058017 DOI: 10.1109/tmi.2013.2281620] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Laser speckle contrast imaging (LSCI) is a newly commercialized imaging modality to monitor microvascular blood flow. Contrary to the well-known laser Doppler flowmetry (LDF), LSCI has the advantage of giving a full-field image of surface blood flow using simple instrumentation. However, laser speckle contrast images are not fully understood yet and their link with LDF signals still has to be studied. To quantify the similarity between LSCI and LDF symbolic sequences, we propose to use, for the first time, the index adapted from linguistic analysis and information theory proposed by Yang For this purpose, LSCI and LDF data were recorded simultaneously on the forearm of healthy subjects, at rest and during a vascular occlusion (biological zero). We show that there are different dynamical patterns for LSCI and LDF data, and the distances between these patterns differ through the space scales explored. Moreover, our results suggest that these different dynamical patterns could be linked to blood flow. The quantitative metric used herein therefore provides new information on LSCI and brings knowledge on links between LSCI and LDF.
Collapse
|
8
|
Huisman LC, den Bakker C, Wittens CHA. Microcirculatory changes in venous disease. Phlebology 2013; 28 Suppl 1:73-8. [PMID: 23482539 DOI: 10.1177/0268355513477025] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVE The aim of this study was to investigate the feasibility to measure microcirculatory blood flow changes in patients with venous ulcers, by using the laser speckle imaging. METHODS Nine patients with a leg ulcer were measured with the laser speckle imager in a sitting position before and after mimicking venous hypertension, with the legs raised, by applying a blood pressure cuff and inflating it to 60 mmHg. RESULTS The results were inconclusive, due to the fact that a lot of practical problems interfered with the measurements, e.g. movement artefacts and inadequate wound visualisation. CONCLUSION The additional value of laser speckle imaging in daily practice for wound care still remains an important question for further research. A reliable, reproducible microcirculation measurement in venous ulcers might predict venous ulcer healing and recurrence and therefore would be a valuable diagnostic tool in daily practice.
Collapse
Affiliation(s)
- L C Huisman
- Department of Surgery, Flevoziekenhuis, Almere, Postbus 3005, 1300 EG Almere, The Netherlands.
| | | | | |
Collapse
|
9
|
Humeau-Heurtier A, Mahe G, Durand S, Abraham P. Multiscale Entropy Study of Medical Laser Speckle Contrast Images. IEEE Trans Biomed Eng 2013; 60:872-9. [DOI: 10.1109/tbme.2012.2208642] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
|
10
|
Humeau-Heurtier A, Guerreschi E, Abraham P, Mahe G. Relevance of Laser Doppler and Laser Speckle Techniques for Assessing Vascular Function: State of the Art and Future Trends. IEEE Trans Biomed Eng 2013; 60:659-66. [DOI: 10.1109/tbme.2013.2243449] [Citation(s) in RCA: 69] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
|
11
|
Ramirez-San-Juan JC, Mendez-Aguilar E, Salazar-Hermenegildo N, Fuentes-Garcia A, Ramos-Garcia R, Choi B. Effects of speckle/pixel size ratio on temporal and spatial speckle-contrast analysis of dynamic scattering systems: Implications for measurements of blood-flow dynamics. BIOMEDICAL OPTICS EXPRESS 2013; 4:1883-9. [PMID: 24156051 PMCID: PMC3799653 DOI: 10.1364/boe.4.001883] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/24/2013] [Revised: 07/25/2013] [Accepted: 07/26/2013] [Indexed: 05/19/2023]
Abstract
Laser Speckle Contrast Imaging (LSCI) is an optical technique used to generate blood flow maps with high spatial and temporal resolution. It is well known that in LSCI, the speckle size must exceed the Nyquist criterion to maximize the speckle's pattern contrast. In this work, we study experimentally the effect of speckle-pixel size ratio not only in dynamic speckle contrast, but also on the calculation of the relative flow speed for temporal and spatial analysis. Our data suggest that the temporal LSCI algorithm is more accurate at assessing the relative changes in flow speed than the spatial algorithm.
Collapse
Affiliation(s)
- J. C. Ramirez-San-Juan
- Optics Department, INAOE, Puebla, Mexico
- Beckman Laser Institute and Medical Clinic, Department of Surgery, University of California, Irvine, 1002 Health Sciences Road East, Irvine, California 92612, USA
| | | | | | | | | | - B. Choi
- Beckman Laser Institute and Medical Clinic, Department of Surgery, University of California, Irvine, 1002 Health Sciences Road East, Irvine, California 92612, USA
- Department of Biomedical Engineering, University of California, Irvine, 3120 Natural Sciences II, Irvine, California 92697, USA
- Edwards Life sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, 2400 Engineering Hall, Irvine, California 92697, USA
| |
Collapse
|
12
|
Mah^|^eacute; G, Abraham P, Durand S. Laser Method can Also be Used for Endothelial Function Assessment in Clinical Practice. J Atheroscler Thromb 2013; 20:512-3. [DOI: 10.5551/jat.16485] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
|
13
|
MAHÉ GUILLAUME, DURAND SYLVAIN, HUMEAU-HEURTIER ANNE, LEFTHERIOTIS GEORGES, ABRAHAM PIERRE. Impact of Experimental Conditions on Noncontact Laser Recordings in Microvascular Studies. Microcirculation 2012; 19:669-75. [DOI: 10.1111/j.1549-8719.2012.00205.x] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
|
14
|
Humeau-Heurtier A, Mahé G, Durand S, Henrion D, Abraham P. Laser speckle contrast imaging: Multifractal analysis of data recorded in healthy subjects. Med Phys 2012; 39:5849-56. [DOI: 10.1118/1.4748506] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
|
15
|
Humeau-Heurtier A, Abraham P, Durand S, Leftheriotis G, Henrion D, Mahé G. Clinical use of laser speckle techniques: beyond the sole mapping. Med Biol Eng Comput 2012; 50:1001-2. [DOI: 10.1007/s11517-012-0942-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2012] [Accepted: 07/05/2012] [Indexed: 11/30/2022]
|
16
|
Review of laser speckle-based analysis in medical imaging. Med Biol Eng Comput 2012; 50:547-58. [PMID: 22476712 DOI: 10.1007/s11517-012-0902-z] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2011] [Accepted: 03/17/2012] [Indexed: 10/28/2022]
Abstract
Speckle pattern forms when a rough object is illuminated with coherent light (laser) and the backscattered radiation is imaged on a screen. The pattern changes over time due to movement in the object. Such time-integrate speckle pattern can be statistically analyzed to reveal the flow profile. For higher velocity the speckle contrast gets reduced. This theory can be utilized for tissue perfusion in capillaries of human skin tissue and cerebral blood flow mapping in rodents. Early, the technique was suffered from low resolution and computational intricacies for real-time monitoring purpose. However, modern engineering has made it feasible for real-time monitoring in microcirculation imaging with improved resolution. This review illustrates several modifications over classical technique done by many researchers. Recent advances in speckle contrast methods gain major interest, leading towards practical implementation of this technique. The review also brings out the scopes of laser speckle-based analysis in various medical applications.
Collapse
|