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Ottakath N, Al-Maadeed S, Zughaier SM, Elharrouss O, Mohammed HH, Chowdhury MEH, Bouridane A. Ultrasound-Based Image Analysis for Predicting Carotid Artery Stenosis Risk: A Comprehensive Review of the Problem, Techniques, Datasets, and Future Directions. Diagnostics (Basel) 2023; 13:2614. [PMID: 37568976 PMCID: PMC10417708 DOI: 10.3390/diagnostics13152614] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Revised: 07/25/2023] [Accepted: 07/25/2023] [Indexed: 08/13/2023] Open
Abstract
The carotid artery is a major blood vessel that supplies blood to the brain. Plaque buildup in the arteries can lead to cardiovascular diseases such as atherosclerosis, stroke, ruptured arteries, and even death. Both invasive and non-invasive methods are used to detect plaque buildup in the arteries, with ultrasound imaging being the first line of diagnosis. This paper presents a comprehensive review of the existing literature on ultrasound image analysis methods for detecting and characterizing plaque buildup in the carotid artery. The review includes an in-depth analysis of datasets; image segmentation techniques for the carotid artery plaque area, lumen area, and intima-media thickness (IMT); and plaque measurement, characterization, classification, and stenosis grading using deep learning and machine learning. Additionally, the paper provides an overview of the performance of these methods, including challenges in analysis, and future directions for research.
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Affiliation(s)
- Najmath Ottakath
- Department of Computer Science and Engineering, Qatar University, Doha 2713, Qatar; (S.A.-M.); (O.E.); (H.H.M.)
| | - Somaya Al-Maadeed
- Department of Computer Science and Engineering, Qatar University, Doha 2713, Qatar; (S.A.-M.); (O.E.); (H.H.M.)
| | | | - Omar Elharrouss
- Department of Computer Science and Engineering, Qatar University, Doha 2713, Qatar; (S.A.-M.); (O.E.); (H.H.M.)
| | - Hanadi Hassen Mohammed
- Department of Computer Science and Engineering, Qatar University, Doha 2713, Qatar; (S.A.-M.); (O.E.); (H.H.M.)
| | | | - Ahmed Bouridane
- Centre for Data Analytics and Cybersecurity, University of Sharjah, Sharjah 27272, United Arab Emirates;
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Kakimoto S, Harada Y, Shimizu T. A thermal imaging camera at the work office trigged the diagnosis of Takayasu arteritis. QJM 2023; 116:542-543. [PMID: 36975608 DOI: 10.1093/qjmed/hcad049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 03/27/2023] [Indexed: 03/29/2023] Open
Affiliation(s)
- S Kakimoto
- Department of Diagnostic and Generalist Medicine, Dokkyo Medical University Hospital, Kitakobayashi 880, Mibu, Tochigi 321-0293, Japan
| | - Y Harada
- Department of Diagnostic and Generalist Medicine, Dokkyo Medical University Hospital, Kitakobayashi 880, Mibu, Tochigi 321-0293, Japan
| | - T Shimizu
- Department of Diagnostic and Generalist Medicine, Dokkyo Medical University Hospital, Kitakobayashi 880, Mibu, Tochigi 321-0293, Japan
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Kazune S, Vasiljevs E, Caica-Rinca A, Marcinkevics Z, Grabovskis A. Infrared Thermography Imaging for Assessment of Peripheral Perfusion in Patients with Septic Shock. Bioengineering (Basel) 2023; 10:729. [PMID: 37370660 DOI: 10.3390/bioengineering10060729] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 06/14/2023] [Accepted: 06/16/2023] [Indexed: 06/29/2023] Open
Abstract
Skin temperature changes can be used to assess peripheral perfusion in circulatory shock patients. However, research has been limited to point measurements from acral parts of the body. Infrared thermography allows non-invasive evaluation of temperature distribution over a larger surface. Our study aimed to map thermographic patterns in the knee and upper thigh of 81 septic shock patients within 24 h of admission and determine the relationship between skin temperature patterns, mottling, and 28-day mortality. We extracted skin temperature measurements from zones corresponding to mottling scores and used a linear mixed model to analyze the distribution of skin temperature in patients with different mottling scores. Our results showed that the distribution of skin temperature in the anterior thigh and knee is physiologically heterogeneous and has no significant association with mottling or survival at 28 days. However, overall skin temperature of the anterior thigh and knee is significantly lower in non-survivors when modified by mottling score. No differences were found in skin temperature between the survivor and non-survivor groups. Our study shows the potential usefulness of infrared thermography in evaluating skin temperature patterns in resuscitated septic shock patients. Overall skin temperature of the anterior thigh and knee may be an important indicator of survival status when modified by mottling score.
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Affiliation(s)
- Sigita Kazune
- Department of Anesthesiology, Riga Stradins University, LV-1007 Riga, Latvia
- Laboratory of Biophotonics, Institute of Atomic Physics and Spectroscopy, University of Latvia, LV-1004 Riga, Latvia
| | - Edgars Vasiljevs
- Residency Development Department, University of Latvia, LV-1004 Riga, Latvia
| | - Anastasija Caica-Rinca
- Laboratory of Biophotonics, Institute of Atomic Physics and Spectroscopy, University of Latvia, LV-1004 Riga, Latvia
- Department of Human and Animal Physiology, Faculty of Biology, University of Latvia, LV-1004 Riga, Latvia
| | - Zbignevs Marcinkevics
- Laboratory of Biophotonics, Institute of Atomic Physics and Spectroscopy, University of Latvia, LV-1004 Riga, Latvia
- Department of Human and Animal Physiology, Faculty of Biology, University of Latvia, LV-1004 Riga, Latvia
| | - Andris Grabovskis
- Department of Human and Animal Physiology, Faculty of Biology, University of Latvia, LV-1004 Riga, Latvia
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Study of flow, Bioheat transfer and cardiac thermal pulse of aneurysm in the abdominal aortic. J Therm Biol 2023; 113:103481. [PMID: 37055109 DOI: 10.1016/j.jtherbio.2023.103481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2022] [Revised: 11/06/2022] [Accepted: 01/10/2023] [Indexed: 02/17/2023]
Abstract
Abdominal aortic aneurysms (AAA) are serious and difficult to detect conditions that can be deadly if they rupture. Infrared thermography (IRT) is a promising imaging technique that can detect abdominal aortic aneurysms more quickly and less costly than other imaging techniques. A clinical biomarker of circular thermal elevation on the midriff skin surface of AAA patient at various scenarios was expected during diagnosis using IRT scanner. However, it is important to note that thermography is not a perfect technology, and it does have some limitations, such as lack of clinical trials. There is still work to be done to improve this imaging technique and make it a more viable and accurate method in detecting abdominal aortic aneurysms. Nevertheless, thermography is currently one of the most convenient technologies in imaging, and it has the potential to detect abdominal aortic aneurysms earlier than other techniques. Cardiac thermal pulse (CTP), on the other hand, was used to examine the thermal physics of AAA. AAA had a CTP that only responded to systolic phase at regular body temperature. Whereas the AAA wall would establish thermal homeostasis with blood temperature following a quasi-linear relationship as the body experienced fever or stage-2 hypothermia. In contrast, a healthy abdominal aorta displayed a CTP that responded to the full cardiac cycle, including diastolic phase at all simulated scenarios.
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Effect of fatigue strength exercise on anterior thigh skin temperature rewarming after cold stress test. J Therm Biol 2021; 101:103098. [PMID: 34879916 DOI: 10.1016/j.jtherbio.2021.103098] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 08/20/2021] [Accepted: 09/14/2021] [Indexed: 11/21/2022]
Abstract
Although dynamic thermography skin temperature assessment has been used in medical field, scientific evidence in sports is scarce. The aim of the study was to assess changes in anterior thigh skin temperature in response to a cold stress test after a strength exercise fatiguing protocol. Ten physically active adults performed a familiarization session and two strength exercise sessions, one with dominant and the other with non-dominant lower limb. Participants performed bouts of 10 concentric and eccentric contractions of leg extensions in an isokinetic device until reaching around 30% of force loss. Infrared thermographic images were taken at baseline conditions and after the fatigue level from both thighs after being cooled using a cryotherapy system. ROIs included vastus medialis, rectus femoris, adductor and vastus lateralis. Skin temperature rewarming was assessed during 180s after the cooling process obtaining the coefficients of the following equation: ΔSkin temperature = β0 + β1 * ln(T), being β0 and β1 the constant and slope coefficients, respectively, T the time elapsed following the cold stress in seconds, and ΔSkin temperature the difference between the skin temperature at T respect and the pre-cooling moment. Lower β0 and higher β1 were found for vastus lateralis and rectus femoris in the intervention lower limb compared with baseline conditions (p < 0.05 and ES > 0.6). Adductor only showed differences in β0 (p = 0.01 and ES = 0.92). The regressions models obtained showed that β0 and β1 had a direct relationship with age and muscle mass, but an inverse relationship with the number of series performed until 30% of fatigue (R2 = 0.8). In conclusion, fatigue strength exercise results in a lower skin temperature and a faster thermal increase after a cold stress test.
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Resmini R, Faria da Silva L, Medeiros PRT, Araujo AS, Muchaluat-Saade DC, Conci A. A hybrid methodology for breast screening and cancer diagnosis using thermography. Comput Biol Med 2021; 135:104553. [PMID: 34246159 DOI: 10.1016/j.compbiomed.2021.104553] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 05/02/2021] [Accepted: 06/02/2021] [Indexed: 12/13/2022]
Abstract
Breast cancer is the second most common cancer in the world. Early diagnosis and treatment increase the patient's chances of healing. The temperature of cancerous tissues is generally different from that of healthy neighboring tissues, making thermography an option to be considered in the fight against cancer because it does not use ionizing radiation, venous access, or any other invasive process, presenting no damage or risk to the patient. In this paper, we propose a hybrid computational method using the Dynamic Infrared Thermography (DIT) and Static Infrared Thermography (SIT) for abnormality screening and diagnosis of malignant tumor (cancer), applying supervised and unsupervised machine learning techniques. We use the area under receiver operating characteristic curve, sensitivity, specificity, and accuracy as performance measures to compare the hybrid methodology with previous work in the literature. The K-Star classifier achieved accuracy of 99% in the screening phase using DIT images. The Support Vector Machines (SVM) classifier applied on SIT images yielded accuracy of 95% in the diagnosis of cancer. The results confirm the potential of the proposed approaches for screening and diagnosis of breast cancer.
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Affiliation(s)
- Roger Resmini
- Institute of Exact and Natural Sciences, Federal University of Rondonópolis, Cidade Universitária, Rondonópolis, MT, 78736-900, Brazil; Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
| | - Lincoln Faria da Silva
- Advanced Research Medical Laboratory, Departament of Information Technology and Education in Health, Faculty of Medical Sciences, State University of Rio de Janeiro, R. Professor Manuel de Abreu, 444, Rio de Janeiro, RJ, 20550-170, Brazil.
| | - Petrucio R T Medeiros
- Mídiacom Lab, Institute of Computing, Fluminense Federal University, R. Passo da Pátria 156, Niterói, RJ, 24210-240, Brazil.
| | - Adriel S Araujo
- Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
| | - Débora C Muchaluat-Saade
- Mídiacom Lab, Institute of Computing, Fluminense Federal University, R. Passo da Pátria 156, Niterói, RJ, 24210-240, Brazil.
| | - Aura Conci
- Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
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Saxena A, Ng EYK, Canchi T, Lim JL, Beruvar AS. A method to produce high contrast vein visualization in active dynamic thermography (ADT). Comput Biol Med 2021; 132:104309. [PMID: 33735761 DOI: 10.1016/j.compbiomed.2021.104309] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Revised: 02/14/2021] [Accepted: 03/01/2021] [Indexed: 02/07/2023]
Abstract
In this study, a method that will aid in the visualization of vein topology on a target area on the body of a human subject is demonstrated. An external cooling means is configured to cool the left forearm of fourteen study participants, effecting an active thermal change or recovery in the target area upon removal of cooling. An infrared (IR) thermal camera was used to capture a series of transient thermal images. These images were then processed to extract Dynamic synthetic images (SI) throughout the active thermal change or recovery process. Dynamic SI was calculated using a quantitative parameter called tissue activity ratio (TAR), which is defined by the rate of rewarming to the rate of cooling at each pixel of interest. A fixed step size of rewarming temperature (0.5 °C) was used to progressively extract multiple synthetic images throughout the whole recovery process. Compared to a Static SI extraction method, where only a single SI results from the whole active dynamic thermography (ADT) sequence, this study demonstrates a live feed of high contrast vein visualizations by using the Dynamic SI method. Furthermore, the dependency of Dynamic SI contrast on the temperature of the external cooling stimulation was investigated. Three cooling stimulation temperatures (5 °C, 8 °C, and 11 °C) were tested, where no statistically significant difference in the resulting SI contrast was found. Lastly, a discussion is put forth on assisting venipuncture or cannulation-based clinical applications, through the incorporation of the proposed method with a projection system.
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Affiliation(s)
- Ashish Saxena
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Ave, 639798, Singapore
| | - Eddie Yin Kwee Ng
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Ave, 639798, Singapore.
| | - Tejas Canchi
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Ave, 639798, Singapore; School of Mechanical and Manufacturing Engineering, University of New South Wales, Sydney, NSW, 2052, Australia
| | - Jia Ler Lim
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Ave, 639798, Singapore
| | - Ayush Singh Beruvar
- Department of Mechanical Engineering, National Institute of Technology, Silchar, 788010, India
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Xiang RP, Zhou MJ, Cui R, Yu HY, Chen Q, Huang YJ, Li Z, Yu C. Effects of Different Degrees of Carotid Artery Stenosis on the Expression of XIAP and Smac in the Ischemic Penumbra of Rats with Cerebral Ischemia-Reperfusion. J Stroke Cerebrovasc Dis 2021; 30:105516. [PMID: 33310074 DOI: 10.1016/j.jstrokecerebrovasdis.2020.105516] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2020] [Revised: 11/24/2020] [Accepted: 11/27/2020] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE To investigate the effects of different degrees of carotid artery stenosis (CAS) on the expression of XIAP and Smac in ischemic penumbra of rats with cerebral ischemia-reperfusion (I/R). MATERIALS AND METHODS Samples were collected at 12 h and 24 h after reperfusion, and then the treated groups were divided into the NC-12 group, NC-24 group, MIS-12 group, MIS-24 group, MOS-12 group, MOS-24 group, SES-12 group and SES-24 group. HE staining was used to observe the pathological changes of the brain tissue. TUNEL assay was used to detect the apoptosis in the ischemic penumbra. IHC and RT-qPCR were used to detect the expression of XIAP and Smac in the brain tissue. RESULTS By observing the pathological sections of brain tissue, the rats in MIS, MOS and SES groups showed loose brain tissue on the infarcted side and neuronal pyknosis in the ischemic penumbra. And with the aggravation and prolongation of the degree of stenosis, the degree of brain injury deepened. It was further found that the TUNEL positive rate was significantly increased in the ischemic penumbra in the SES and MOS groups compared with that in the normal control (NC) group. The results of IHC and RT-qPCR showed that the mRNA expression of XIAP and Smac in the ischemic penumbra was significantly up-regulated in the MIS, MOS and SES groups compared with that in the NC group. CONCLUSIONS CAS may activate XIAP/Smac signaling pathway to induce neuronal apoptosis and promote the injury in the ischemic penumbra caused by cerebral I/R.
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Affiliation(s)
- Ru-Ping Xiang
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Mei-Jun Zhou
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Rong Cui
- Department of Intensive Care Unit, Changsha Hospital of Hunan Normal University, No.70 Lu-Shan Road, Changsha 410006, Hunan, China.
| | - Hui-Yun Yu
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Qiong Chen
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Yu-Juan Huang
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Zhi Li
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
| | - Cheng Yu
- Department of Neurology, Changsha Hospital of Hunan Normal University, Changsha 410006, Hunan, China
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