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Tang Y, Xu F, Lei P, Li G, Tan Z. Spectral analysis of laser speckle contrast imaging and infrared thermography to assess skin microvascular reactive hyperemia. Skin Res Technol 2023; 29:e13308. [PMID: 37113098 PMCID: PMC10234160 DOI: 10.1111/srt.13308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2022] [Accepted: 02/25/2023] [Indexed: 04/29/2023]
Abstract
BACKGROUND Post-occlusive reactive hyperemia (PORH) test with signal spectral analysis coupled provides potential indicators for the assessment of microvascular functions. OBJECTIVE The objective of this study is to investigate the variations of skin blood flow and temperature spectra in the PORH test. Furthermore, to quantify the oscillation amplitude response to occlusion within different frequency ranges. MATERIALS AND METHODS Ten healthy volunteers participated in the PORH test and their hand skin temperature and blood flow images were captured by infrared thermography (IRT) and laser speckle contrast imaging (LSCI) system, respectively. Extracted signals from selected areas were then transformed into the time-frequency space by continuous wavelet transform for cross-correlation analysis and oscillation amplitude response comparisons. RESULTS The LSCI and IRT signals extracted from fingertips showed stronger hyperemia response and larger oscillation amplitude compared with other areas, and their spectral cross-correlations decreased with frequency. According to statistical analysis, their oscillation amplitudes in the PORH stage were obviously larger than the baseline stage within endothelial, neurogenic, and myogenic frequency ranges (p < 0.05), and their quantitative indicators of oscillation amplitude response had high linear correlations within endothelial and neurogenic frequency ranges. CONCLUSION Comparisons of IRT and LSCI techniques in recording the reaction to the PORH test were made in both temporal and spectral domains. The larger oscillation amplitudes suggested enhanced endothelial, neurogenic, and myogenic activities in the PORH test. We hope this study is also significant for investigations of response to the PORH test by other non-invasive techniques.
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Affiliation(s)
- Yuanliang Tang
- Institute of Biological and Medical EngineeringGuangdong Academy of SciencesGuangzhouChina
- National Engineering Research Center for Healthcare DevicesGuangzhouChina
| | - Fei Xu
- Institute of Biological and Medical EngineeringGuangdong Academy of SciencesGuangzhouChina
- National Engineering Research Center for Healthcare DevicesGuangzhouChina
| | - Peng Lei
- Institute of Biological and Medical EngineeringGuangdong Academy of SciencesGuangzhouChina
- National Engineering Research Center for Healthcare DevicesGuangzhouChina
| | - Guixiang Li
- Institute of Biological and Medical EngineeringGuangdong Academy of SciencesGuangzhouChina
- National Engineering Research Center for Healthcare DevicesGuangzhouChina
| | - Zhongwei Tan
- Institute of Biological and Medical EngineeringGuangdong Academy of SciencesGuangzhouChina
- National Engineering Research Center for Healthcare DevicesGuangzhouChina
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Correlation analysis of the temporal dynamics of subcutaneous blood perfusion and skin temperature in post-occlusion reactive hyperaemia test. Biomed Signal Process Control 2023. [DOI: 10.1016/j.bspc.2022.104390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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High Frequency of Microvascular Dysfunction in US Outpatient Clinics: A Sign of High Residual Risk? Data from 7,105 Patients. Int J Vasc Med 2022; 2022:4224975. [PMID: 35036009 PMCID: PMC8758294 DOI: 10.1155/2022/4224975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 10/24/2021] [Accepted: 10/26/2021] [Indexed: 11/18/2022] Open
Abstract
Previous studies have linked peripheral microvascular dysfunction measured by arterial tonometry to high residual risk in on-statin patients. Digital thermal monitoring (DTM) of microvascular function is a new and simplified technique based on fingertip temperature measurements that has been correlated with the burden of atherosclerosis and its risk factors. Here, we report analyses of DTM data from two large US registries: Registry-I (6,084 cases) and Registry-II (1,021 cases) across 49 US outpatient clinics. DTM tests were performed using a VENDYS device during a 5-minute arm-cuff reactive hyperemia. Fingertip temperature falls during cuff inflation and rebounds after deflation. Adjusted maximum temperature rebound was reported as vascular reactivity index (VRI). VRI distributions were similar in both registries, with mean ± SD of 1.58 ± 0.53 in Registry-I and 1.52 ± 0.43 in Registry-II. In the combined dataset, only 18% had optimal VRI (≥2.0) and 82% were either poor (<1.0) or intermediate (1.0-2.0). Women had slightly higher VRI than men (1.62 ± 0.56 vs. 1.54 ± 0.47, p < 0.001). VRI was inversely but mildly correlated with age (r = −0.19, p < 0.001). Suboptimal VRI was found in 72% of patients <50 years, 82% of 50-70 years, and 86% of ≥70 years. Blood pressure was not correlated with VRI. In this largest registry of peripheral microvascular function measurements, suboptimal scores were highly frequent among on-treatment patients, possibly suggesting a significant residual risk. Prospective studies are warranted to validate microvascular dysfunction as an indicator of residual risk.
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Munasingha SC, Keerthi Priyankara K, Liyanagoonawardena SN, Vithanage Charith W, Pinto CS, Wickremasinghe K, Constantine GR, Jayasinghe S. A Hybrid Approach for Screening Endothelial Dysfunction using Photoplethysmography and Digital Thermal Monitoring. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2021; 2021:734-739. [PMID: 34891396 DOI: 10.1109/embc46164.2021.9629748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Cardiovascular diseases(CVDs) are the world's leading cause of death. Endothelial Dysfunction is an early stage of cardiovascular diseases and can effectively be used to detect the presence of the CVDs, monitor its progress and investigate the effectiveness of the treatment given. This study proposes a reliable approach for the screening of endothelial dysfunction via machine learning, using features extracted from a combination of Plethysmography, Digital Thermal Monitoring, biological features (age and gender) and anthropometry (BMI and pulse pressure). This case control study includes 55 healthy subjects and 45 subjects with clinically verified CVDs. Following the feature engineering stage, the results were subjected to dimension reduction and 5-fold cross-validation where it was observed that models Logistic Regression and Linear Discriminant provided the highest accuracies of 84% and 81% respectively. We propose that this study can be used as an efficient guide for the non-invasive screening of endothelial dysfunction.
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Heath M, Gourley D, Naghavi M, Klies S, Tanaka H. Digital thermal monitoring techniques to assess vascular reactivity following finger and brachial occlusions. J Clin Hypertens (Greenwich) 2021. [PMCID: PMC8030097 DOI: 10.1111/jch.14115] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Digital thermal monitoring (DTM) is an alternative, noninvasive, methodology to evaluate endothelial function using temperature change on finger as a surrogate measure of the magnitude of vascular reactivity index (VRI). A most recent modification to the technique includes the application of occlusion cuff at the base of a finger. We evaluated the validity of DTM compared with the standard flow‐mediated dilation (FMD) protocol. Thirty‐eight (22 males; 38 ± 15 years) participants were studied. Occlusion cuff was placed over the right antecubital fossa or at the base of the right index finger. Temperature monitors were placed on bilateral index fingers to assess change in temperature throughout 5‐min occlusion and recovery phases. VRI values obtained with the finger occlusion (1.58 ± 0.29 AU) were not significantly different from VRI measured with the brachial artery occlusion (1.55 ± 0.26 AU; p = .47), and the agreement of VRI values was confirmed in the Bland‐Altman plot with a mean difference of −0.03 ± 0.34 (95% confidence interval: −0.15 to 0.09). Shear rateAUCI was significantly correlated with VRI obtained from brachial occlusion (r = .34) and finger occlusion VRI (r = .54; all p < .05). Moreover, brachial FMD was significantly correlated with brachial occlusion VRI (r = .69; p < .05) and finger occlusion VRI (r = .53; p < .05). Therefore, finger‐based VRI may be a valid and novel alternative measure of endothelial function that is more suitable than the standard FMD or hyperemic shear rate for the assessment of endothelial function in the routine clinical setting.
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Affiliation(s)
- Melanie Heath
- Cardiovascular Aging Research Laboratory Department of Kinesiology and Health Education The University of Texas at Austin Austin TX USA
| | - Drew Gourley
- Cardiovascular Aging Research Laboratory Department of Kinesiology and Health Education The University of Texas at Austin Austin TX USA
| | | | - Stanley Klies
- Department of Mechanical Engineering University of Houston Houston TX USA
| | - Hirofumi Tanaka
- Cardiovascular Aging Research Laboratory Department of Kinesiology and Health Education The University of Texas at Austin Austin TX USA
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Mogadam E, King K, Shriner K, Chu K, Sondergaard A, Young K, Naghavi M, Kloner RA. The association of nadir CD4-T cell count and endothelial dysfunction in a healthy HIV cohort without major cardiovascular risk factors. SAGE Open Med 2020; 8:2050312120924892. [PMID: 32537154 PMCID: PMC7268551 DOI: 10.1177/2050312120924892] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2019] [Accepted: 04/13/2020] [Indexed: 11/25/2022] Open
Abstract
Objectives: HIV-infected population may have increased risk of cardiovascular disease.
The prevalence of traditional cardiovascular disease risk factors such as
hypertension, diabetes and dyslipidemia in HIV-infected individuals has made
it difficult to assess the direct effects of HIV and immune factors on
endothelial dysfunction and associated increased risk of atherosclerosis.
The purpose of this study was to investigate indicators of endothelial
dysfunction in an HIV cohort without hypertension and diabetes. Methods: We studied 19 HIV-infected patients between the ages of 25–76 years old with
effectively suppressed viral load and without diagnosis of hypertension or
diabetes. Endothelial function was measured by digital thermal monitoring of
vascular reactivity using the VENDYS technique. Endothelial function was
reported as vascular reactivity index. Systolic blood pressure and diastolic
blood pressure at the time of VENDYS test were measured and latest lipid
panels were recorded. The association between vascular reactivity index and
CD4-T cells count, different antiretroviral therapy types (non-nucleoside
reverse transcriptase, nucleoside reverse transcriptase, protease
inhibitors, integrase inhibitors), vitamins use, systolic blood pressure,
diastolic blood pressure, high-density lipoprotein cholesterol and
low-density lipoprotein cholesterol was investigated. Results: Mean vascular reactivity index was 1.87 ± 0.53. Vascular reactivity index,
marker of endothelial dysfunction, showed a significant correlation with
lower nadir CD4 count (p = 0.003) as well as low-density lipoprotein
cholesterol (p = 0.02). No additional significant correlation between
vascular reactivity index and the rest of the investigated variables was
found. Conclusion: Vascular reactivity index, a clinical predictor of endothelial dysfunction,
is associated with lower nadir CD4-T cell and low-density lipoprotein
cholesterol in HIV-infected men with no history of hypertension or diabetes
and before clinical evidence of cardiovascular disease.
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Affiliation(s)
- Emad Mogadam
- Division of Cardiovascular Medicine, Department of Medicine, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Kevin King
- Huntington Medical Research Institutes, Pasadena, CA, USA
| | | | - Karen Chu
- Huntington Medical Research Institutes, Pasadena, CA, USA
| | | | - Kristal Young
- Division of Cardiology, Department of Medicine, Huntington Hospital, Pasadena, CA, USA
| | | | - Robert A Kloner
- Cardiovascular Research Institute, Huntington Medical Research Institutes, Pasadena, CA, USA.,Division of Cardiovascular Medicine, Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
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Sagaidachnyi A, Fomin A, Usanov D, Skripal A. Real-time technique for conversion of skin temperature into skin blood flow: human skin as a low-pass filter for thermal waves. Comput Methods Biomech Biomed Engin 2019; 22:1009-1019. [DOI: 10.1080/10255842.2019.1615058] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Andrey Sagaidachnyi
- Department of Nano – and Biomedical Technology, Saratov State University, Saratov, Russia
| | - Andrey Fomin
- Department of Nano – and Biomedical Technology, Saratov State University, Saratov, Russia
| | - Dmitry Usanov
- Department of Nano – and Biomedical Technology, Saratov State University, Saratov, Russia
| | - Anatoly Skripal
- Department of Nano – and Biomedical Technology, Saratov State University, Saratov, Russia
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New Indices of Endothelial Function Measured by Digital Thermal Monitoring of Vascular Reactivity: Data from 6084 Patients Registry. Int J Vasc Med 2016; 2016:1348028. [PMID: 27830091 PMCID: PMC5088311 DOI: 10.1155/2016/1348028] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 09/21/2016] [Indexed: 12/21/2022] Open
Abstract
Background. Endothelial function is viewed as a barometer of cardiovascular health and plays a central role in vascular reactivity. Several studies showed digital thermal monitoring (DTM) as a simple noninvasive method to measure vascular reactivity that is correlated with atherosclerosis risk factors and coronary artery disease. Objectives. To further evaluate the relations between patient characteristics and DTM indices in a large patient registry. Methods. DTM measures were correlated with age, sex, heart rate, and systolic and diastolic blood pressure in 6084 patients from 18 clinics. Results. DTM vascular reactivity index (VRI) was normally distributed and inversely correlated with age (r = -0.21, p < 0.0001). Thirteen percent of VRI tests were categorized as poor vascular reactivity (VRI < 1.0), 70 percent as intermediate (1.0 ≤ VRI < 2.0), and 17 percent as good (VRI ≥ 2.0). Poor VRI (<1.0) was noted in 6% of <50 y, 10% of 50-70 y, and 18% of ≥70 y. In multiple linear regression analyses, age, sex, and diastolic blood pressure were significant but weak predictors of VRI. Conclusions. As the largest database of finger-based vascular reactivity measurement, this report adds to prior findings that VRI is a meaningful physiological marker and reflects a high level of residual risk found in patients currently under care.
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Gao L, Zhang Y, Malyarchuk V, Jia L, Jang KI, Chad Webb R, Fu H, Shi Y, Zhou G, Shi L, Shah D, Huang X, Xu B, Yu C, Huang Y, Rogers JA. Epidermal photonic devices for quantitative imaging of temperature and thermal transport characteristics of the skin. Nat Commun 2014; 5:4938. [DOI: 10.1038/ncomms5938] [Citation(s) in RCA: 196] [Impact Index Per Article: 19.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2014] [Accepted: 08/07/2014] [Indexed: 12/11/2022] Open
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Sagaidachnyi AA, Skripal AV, Fomin AV, Usanov DA. Determination of the amplitude and phase relationships between oscillations in skin temperature and photoplethysmography-measured blood flow in fingertips. Physiol Meas 2014; 35:153-66. [PMID: 24399251 DOI: 10.1088/0967-3334/35/2/153] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
It is well established that skin temperature oscillations in fingertips coexist with blood flow oscillations and there is a certain correlation between them. At the same time, the reasons for differences in waveform and the delay between the blood flow and temperature oscillations are far from being fully understood. In this study we determine the relationships between spectral components of the blood flow and temperature oscillations in fingertips, and we ascertain the frequency dependences of amplitude attenuation and delay time for the temperature oscillations. The blood flow oscillations were considered as a source of thermal waves propagating from micro-vessels towards the skin surface and manifesting as temperature oscillations. The finger temperature was measured by infrared thermography and blood flow was assessed by photoplethysmography for ten healthy subjects. The time-frequency analysis of oscillations was based on the Morlet wavelet transform. The frequency dependences of delay time and amplitude attenuation in temperature compared with blood flow oscillations have been determined in endothelial (0.005-0.02 Hz) and neurogenic (0.02-0.05 Hz) frequency bands using the wavelet spectra. We approximated the experimental frequency dependences by equations describing thermal wave propagation through the medium and taking into account the thermal properties and thickness of a tissue. Results of analysis show that with the increase of frequency f the delay time of temperature oscillations decreases inversely proportional to f(1/2), and the attenuation of the amplitude increases directly proportional to exp f(1/2). Using these relationships allows us to increase correlation between the processed temperature oscillations and blood flow oscillations from 0.2 to 0.7 within the frequency interval 0.005-0.05 Hz. The established experimental and theoretical relationships clarify an understanding of interrelation between the dynamics of blood flow and skin temperature, and define possibilities and limitations of temperature measurements as a method of blood flow assessment in extremities.
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Webb RC, Bonifas AP, Behnaz A, Zhang Y, Yu KJ, Cheng H, Shi M, Bian Z, Liu Z, Kim YS, Yeo WH, Park JS, Song J, Li Y, Huang Y, Gorbach AM, Rogers JA. Ultrathin conformal devices for precise and continuous thermal characterization of human skin. NATURE MATERIALS 2013; 12:938-44. [PMID: 24037122 PMCID: PMC3825211 DOI: 10.1038/nmat3755] [Citation(s) in RCA: 481] [Impact Index Per Article: 43.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/13/2013] [Accepted: 08/08/2013] [Indexed: 05/11/2023]
Abstract
Precision thermometry of the skin can, together with other measurements, provide clinically relevant information about cardiovascular health, cognitive state, malignancy and many other important aspects of human physiology. Here, we introduce an ultrathin, compliant skin-like sensor/actuator technology that can pliably laminate onto the epidermis to provide continuous, accurate thermal characterizations that are unavailable with other methods. Examples include non-invasive spatial mapping of skin temperature with millikelvin precision, and simultaneous quantitative assessment of tissue thermal conductivity. Such devices can also be implemented in ways that reveal the time-dynamic influence of blood flow and perfusion on these properties. Experimental and theoretical studies establish the underlying principles of operation, and define engineering guidelines for device design. Evaluation of subtle variations in skin temperature associated with mental activity, physical stimulation and vasoconstriction/dilation along with accurate determination of skin hydration through measurements of thermal conductivity represent some important operational examples.
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Affiliation(s)
- R. Chad Webb
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Andrew P. Bonifas
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Alex Behnaz
- National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - Yihui Zhang
- Center for Mechanics and Materials, Tsinghua University, Beijing 100084, China
- Department of Civil and Environmental Engineering, Department of Mechanical Engineering, Center for Engineering and Health, and Skin Disease Research Center, Northwestern University, Evanston, Illinois 60208, USA
| | - Ki Jun Yu
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Huanyu Cheng
- Department of Civil and Environmental Engineering, Department of Mechanical Engineering, Center for Engineering and Health, and Skin Disease Research Center, Northwestern University, Evanston, Illinois 60208, USA
| | - Mingxing Shi
- School of Mechanics and Engineering, Southwest Jiaotong University, Chengdu 610031, China
| | - Zuguang Bian
- Department of Civil and Environmental Engineering, Department of Mechanical Engineering, Center for Engineering and Health, and Skin Disease Research Center, Northwestern University, Evanston, Illinois 60208, USA
- Ningbo Institute of Technology, Zhejiang University, Ningbo 315100, China
| | - Zhuangjian Liu
- Institute of High Performance Computing, 1 Fusionopolis Way, #16-16 Connexis, Singapore 138632, Singapore
| | - Yun-Soung Kim
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Woon-Hong Yeo
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Jae Suk Park
- Department of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
| | - Jizhou Song
- Department of Mechanical and Aerospace Engineering, University of Miami, Coral Gables, Florida 33146, USA
| | - Yuhang Li
- Department of Civil and Environmental Engineering, Department of Mechanical Engineering, Center for Engineering and Health, and Skin Disease Research Center, Northwestern University, Evanston, Illinois 60208, USA
| | - Yonggang Huang
- Department of Civil and Environmental Engineering, Department of Mechanical Engineering, Center for Engineering and Health, and Skin Disease Research Center, Northwestern University, Evanston, Illinois 60208, USA
| | - Alexander M. Gorbach
- National Institute of Biomedical Imaging and Bioengineering, National Institutes of Health, Bethesda, Maryland 20892, USA
| | - John A. Rogers
- Department of Materials Science and Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, USA
- Correspondence and requests for materials should be addressed to J.A.R.
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Shao H, He Y, Mu L. Numerical analysis of dynamic temperature in response to different levels of reactive hyperaemia in a three-dimensional image-based hand model. Comput Methods Biomech Biomed Engin 2012; 17:865-74. [PMID: 22994164 DOI: 10.1080/10255842.2012.723698] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Vascular reactivity (VR) is considered as an effective index to predict the risk of cardiovascular events. A cost-effective alternative technique used to evaluate VR called digital thermal monitoring (DTM) is based on the response of finger temperature to vessel occlusion and reperfusion. In this work, a simulation has been developed to investigate hand temperature in response to vessel occlusion and perfusion. The simulation consists of image-based mesh generation and finite element analysis of blood flow and heat transfer in tissues. In order to reconstruct a real geometric model of human hand, a computer programme including automatic image processing for sequential MR data and mesh generation based on the transfinite interpolation method is developed. In the finite element analysis part, blood flow perfused in solid tissues is considered as fluid phase through porous media. Heat transfer in tissues is described by Pennes bioheat equation and blood perfusion rate is obtained from Darcy velocities. Capillary pressure, blood perfusion and temperature distribution of hand are obtained. The results reveal that fingertip temperature is strongly dependent on larger arterial pressure. This simulation is of potential to quantify the indices used for evaluating the VR in DTM test if it is integrated with the haemodynamic model of blood circulation in upper limb.
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Affiliation(s)
- Hongwei Shao
- a Department of Modern Mechanics, University of Science and Technology of China, Hefei , Anhui 230027 , China
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