Contactless Skin Blood Perfusion Imaging via Multispectral Information, Spectral Unmixing and Multivariable Regression

被引:3
作者
Granados-Castro, Liliana [1 ]
Gutierrez-Navarro, Omar [2 ]
Mejia-Rodriguez, Aldo Rodrigo [1 ]
Campos-Delgado, Daniel Ulises [1 ]
机构
[1] Univ Autonoma San Luis Potosi, Fac Ciencias, Dept Quim Fis, San Luis Potosi 78295, Mexico
[2] Univ Autonoma Aguascalientes, Ctr Ciencias Ingn, Aguascalientes 20340, Mexico
来源
IEEE OPEN JOURNAL OF SIGNAL PROCESSING | 2024年 / 5卷
关键词
Skin blood perfusion; hemoglobin; multispectral imaging; photoplethysmography; spectral unmixing; PULSE OXIMETRY; END-MEMBER; PHOTOPLETHYSMOGRAPHY;
D O I
10.1109/OJSP.2024.3381892
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Noninvasive methods for assessing in-vivo skin blood perfusion parameters, such as hemoglobin oxygenation, are crucial for diagnosing and monitoring microvascular diseases. This approach is particularly beneficial for patients with compromised skin, where standard contact-based clinical devices are inappropriate. For this goal, we propose the analysis of multimodal data from an occlusion protocol applied to 18 healthy participants, which includes multispectral imaging of the whole hand and reference photoplethysmography information from the thumb. Multispectral data analysis was conducted using two different blind linear unmixing methods: principal component analysis (PCA), and extended blind endmember and abundance extraction (EBEAE). Perfusion maps for oxygenated and deoxygenated hemoglobin changes in the hand were generated using linear multivariable regression models based on the unmixing methods. Our results showed high accuracy, with R-2-adjusted values, up to 0.90 +/- 0.08. Further analysis revealed that using more than four characteristic components during spectral unmixing did not improve the fit of the model. Bhattacharyya distance results showed that the fitted models with EBEAE were more sensitive to hemoglobin changes during occlusion stages, up to four times higher than PCA. Our study concludes that multispectral imaging with EBEAE is effective in quantifying changes in oxygenated hemoglobin levels, especially when using 3 to 4 characteristic components. Our proposed method holds promise for the noninvasive diagnosis and monitoring of superficial microvascular alterations across extensive anatomical regions.
引用
收藏
页码:101 / 111
页数:11
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