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Novel Smart Assistance System for Arteriosclerosis Evaluation
Insights
A new system using near-infrared spectroscopy noninvasively assesses blood perfusion to detect arteriosclerosis. This smart device offers an inexpensive, accurate (80.26%) method for screening this cardiovascular disease.
Area of Science:
- Biomedical Engineering
- Cardiovascular Disease Research
- Medical Diagnostics
Background:
- Arteriosclerosis involves blood vessel calcification, sclerosis, stenosis, or obstruction, leading to complications like abnormal peripheral blood perfusion.
- Current diagnostic methods like computed tomography angiography and magnetic resonance angiography are costly, operator-dependent, and often require contrast agents.
Purpose of the Study:
- To propose a novel smart assistance system for noninvasive arteriosclerosis assessment using near-infrared spectroscopy.
- To develop a system capable of monitoring peripheral blood perfusion and evaluating arteriosclerosis status.
Main Methods:
- A wireless peripheral blood perfusion monitoring device was developed, integrating near-infrared spectroscopy to track hemoglobin changes and cuff pressure from a sphygmomanometer.
- Indexes derived from hemoglobin parameters and cuff pressure were defined to estimate blood perfusion.
- A neural network model was constructed and validated for arteriosclerosis evaluation using the developed system.
Main Results:
- Significant differences in blood perfusion indexes were observed across different groups.
- The neural network model demonstrated effective arteriosclerosis evaluation with an accuracy of 80.26%.
- The system integrates simple arteriosclerosis screening and blood pressure measurements via a sphygmomanometer.
Conclusions:
- The proposed near-infrared spectroscopy system provides a real-time, noninvasive, inexpensive, and easy-to-operate method for arteriosclerosis screening.
- This smart assistance system holds potential for early detection and management of cardiovascular disease.
- The system's dual capability for blood perfusion assessment and blood pressure measurement enhances its clinical utility.
Abstract:
Arteriosclerosis is a cardiovascular disease that can cause calcification, sclerosis, stenosis, or obstruction of blood vessels and may further cause abnormal peripheral blood perfusion or other complications. In clinical settings, several approaches, such as computed tomography angiography and magnetic resonance angiography, can be used to evaluate arteriosclerosis status. However, these approaches are relatively expensive and require an experienced operator and often the injection of a contrast agent. In this article, a novel smart assistance system based on near-infrared spectroscopy was proposed that can noninvasively assess blood perfusion and thus indicate arteriosclerosis status. In this system, a wireless peripheral blood perfusion monitoring device simultaneously monitors changes in hemoglobin parameters and the cuff pressure applied by a sphygmomanometer. Several indexes extracted from changes in hemoglobin parameters and cuff pressure were defined and can be used to estimate blood perfusion status. A neural network model for arteriosclerosis evaluation was constructed using the proposed system. The relationship between the blood perfusion indexes and arteriosclerosis status was investigated, and the neural network model for arteriosclerosis evaluation was validated. Experimental results indicated that the differences in many blood perfusion indexes for different groups were significant and that the neural network model could effectively evaluate arteriosclerosis status (accuracy = 80.26%). By using a sphygmomanometer, the model can be employed for simple arteriosclerosis screening and blood pressure measurements. The model offers real-time noninvasive measurement, and the system is relatively inexpensive and easy to operate.
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