Active dynamic thermography to detect the presence of stenosis in the carotid artery
Unlike passive infrared (IR) thermal imaging/thermography, where no external stimulation is applied, active dynamic thermography (ADT) results in a high contrast thermal image. In ADT, transient thermal images of the skin surface are captured using an IR thermal camera while the skin surface is stim...
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sg-ntu-dr.10356-1541982021-12-16T05:08:40Z Active dynamic thermography to detect the presence of stenosis in the carotid artery Saxena, Ashish Ng, Eddie Yin Kwee Lim, Soo Teik School of Mechanical and Aerospace Engineering Engineering::Mechanical engineering Active Dynamic Thermography Atherosclerosis Unlike passive infrared (IR) thermal imaging/thermography, where no external stimulation is applied, active dynamic thermography (ADT) results in a high contrast thermal image. In ADT, transient thermal images of the skin surface are captured using an IR thermal camera while the skin surface is stimulated externally, followed by a recovery phase. Upon the application of external stimulation, the presence of stenosis in the carotid artery is expected to differ the recovery rate of the external neck skin surface from the case with no stenosis. In this prospective study, using an external cooling stimulation, the ADT procedure was performed on a total of 54 (N) samples (C: N = 19, 0% stenosis; D1: N = 17, 10%-29% stenosis; D2: N = 18, ≥30% stenosis using Duplex Ultrasound). Analyzing the ADT sequence with a parameter called tissue activity ratio (TAR), the samples were classified using a cut-off value: C versus (D1+D2) and (C + D1) versus D2. As the degree of stenosis increases, the value of the TAR parameter depreciates with a significant difference among the sample groups (C:0.97 ± 0.05, D1:0.80 ± 0.04, D2:0.75 ± 0.02; p < 0.05). Under the two classification scenarios, classification accuracies of 90% and 85%, respectively, were achieved. This study suggests the potential of screening CAS with the proposed ADT procedure. This work was supported by SingHealth-NTU collaborative research grant (Grant number: SHS-NTU/014/2016). 2021-12-16T05:08:39Z 2021-12-16T05:08:39Z 2020 Journal Article Saxena, A., Ng, E. Y. K. & Lim, S. T. (2020). Active dynamic thermography to detect the presence of stenosis in the carotid artery. Computers in Biology and Medicine, 120, 103718-. https://dx.doi.org/10.1016/j.compbiomed.2020.103718 0010-4825 https://hdl.handle.net/10356/154198 10.1016/j.compbiomed.2020.103718 32250851 2-s2.0-85082463505 120 103718 en University SingHealth SHS-NTU/014/2016 Computers in Biology and Medicine © 2020 Elsevier Ltd. All rights reserved. |
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Engineering::Mechanical engineering Active Dynamic Thermography Atherosclerosis Saxena, Ashish Ng, Eddie Yin Kwee Lim, Soo Teik Active dynamic thermography to detect the presence of stenosis in the carotid artery |
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Unlike passive infrared (IR) thermal imaging/thermography, where no external stimulation is applied, active dynamic thermography (ADT) results in a high contrast thermal image. In ADT, transient thermal images of the skin surface are captured using an IR thermal camera while the skin surface is stimulated externally, followed by a recovery phase. Upon the application of external stimulation, the presence of stenosis in the carotid artery is expected to differ the recovery rate of the external neck skin surface from the case with no stenosis. In this prospective study, using an external cooling stimulation, the ADT procedure was performed on a total of 54 (N) samples (C: N = 19, 0% stenosis; D1: N = 17, 10%-29% stenosis; D2: N = 18, ≥30% stenosis using Duplex Ultrasound). Analyzing the ADT sequence with a parameter called tissue activity ratio (TAR), the samples were classified using a cut-off value: C versus (D1+D2) and (C + D1) versus D2. As the degree of stenosis increases, the value of the TAR parameter depreciates with a significant difference among the sample groups (C:0.97 ± 0.05, D1:0.80 ± 0.04, D2:0.75 ± 0.02; p < 0.05). Under the two classification scenarios, classification accuracies of 90% and 85%, respectively, were achieved. This study suggests the potential of screening CAS with the proposed ADT procedure. |
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School of Mechanical and Aerospace Engineering |
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School of Mechanical and Aerospace Engineering Saxena, Ashish Ng, Eddie Yin Kwee Lim, Soo Teik |
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Article |
author |
Saxena, Ashish Ng, Eddie Yin Kwee Lim, Soo Teik |
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Saxena, Ashish |
title |
Active dynamic thermography to detect the presence of stenosis in the carotid artery |
title_short |
Active dynamic thermography to detect the presence of stenosis in the carotid artery |
title_full |
Active dynamic thermography to detect the presence of stenosis in the carotid artery |
title_fullStr |
Active dynamic thermography to detect the presence of stenosis in the carotid artery |
title_full_unstemmed |
Active dynamic thermography to detect the presence of stenosis in the carotid artery |
title_sort |
active dynamic thermography to detect the presence of stenosis in the carotid artery |
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2021 |
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https://hdl.handle.net/10356/154198 |
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