ArticleJournal of medical physics2014
Potential of thermal imaging as a tool for prediction of cardiovascular disease.
Article in Journal of medical physics, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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Who cites it
9 citing papers in PubMed.
- Deep transcranial magnetic stimulation in combination with skin thermography in obesity: a window on sympathetic nervous system.Acta diabetologica · 2022Trial
- Differentiation of NYHA III and IV Heart Failure with Infrared Thermal Imaging.Acta Cardiologica Sinica · 2026Article
- Thermal imaging of the tongue as an indicator of lipid profile parameters in patients with type 2 diabetes mellitus: a pilot study.Archives of medical science : AMS · 2026Article
- Infrared thermography-based radiomics for early detection of metabolic syndrome.Scientific reports · 2025Article
- Prediction of coronary artery disease based on facial temperature information captured by non-contact infrared thermography.BMJ health & care informatics · 2024Article
- Thermal Imaging of the Tongue Surface as a Predictive Method in the Diagnosis of Type 2 Diabetes Mellitus.Sensors (Basel, Switzerland) · 2024Article
- Non-contact measurement of neck pulses achieved by imaging micro-motions in the neck skin.Biomedical optics express · 2023Article
- A Preliminary Study on Infrared Thermograph of Metabolic Syndrome.Frontiers in endocrinology · 2022Article
- An Overview of Biofield Devices.Global advances in health and medicine · 2015Article
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Authors and funding
4 authors.
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No grant is acknowledged in the PubMed record.
Abstract
Vascular dysfunction is associated with onset of cardiovascular disease (CVD). Its effect is reflected as temperature change on the skin. The aim of this work was to test the potential of thermal imaging as cost effective screening tool for prediction of CVD. Thermal imaging of various parts of the subject (N = 80, male/female =44/36, aged 25-75 years) was done using noncontact infrared (IR) camera. In each subject, total cholesterol (TC; mg/dl) and high-density lipoprotein (HDL, mg/dl) were measured according to standard biochemical analysis. Based on National Cholesterol Education Program ATP III criteria, subject with known CVD (N = 16) and age- and sex- matched normal subjects (N = 21) were included in the study. The average surface temperature of various parts from head to toe was calculated and statistical analysis was performed between the groups. In the total population (N = 37), correlation study shows TC (mg/dl) was correlated with measured surface temperature of the following regions: Temporal left (r = -0.316) and right (r = -0.417), neck left (r = 0.347) and right (r = -0.410), and hand left (r = 0.387). HDL (mg/dl) was found to be correlated with measured surface temperature of the following regions: Temporal left (r = 0.445) and right (r = 0.458), hand left (r = -0.470), and foot anterior left (r = -0.332) and right (r = -0.336). Temperature asymmetry was more significant in upper extremity in CVD group. Using the surface temperature, regression models were calculated for noninvasive estimation of TC and HDL. The predictive ability of measured surface temperature for TC and HDL was 60%. The model for noninvasive estimation gave sensitivity and specificity value of 79 and 83% for TC and 78 and 81% for HDL, respectively. Thus, the surface temperature can be one of the screening tools for prediction of CVD. The limitation of the present study is also discussed under future work.
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