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Title: | Evaluating the use of Hyperspectral Imaging as Complementary Blood Sample Tests | Authors: | Fabelo Gómez, Himar Antonio León Martín, Sonia Raquel Ortega Sarmiento, Samuel Balea Fernandez, Francisco Javier Clavo Varas, Bernardino Marrero Callicó, Gustavo Iván Wägner, Anna Maria Claudia |
UNESCO Clasification: | 32 Ciencias médicas 3201 Ciencias clínicas 3314 Tecnología médica |
Keywords: | Blood Tests Hyperspectral Imaging Hyperspectral Microscopy Spectral Biomarkers Spectral Unmixing |
Issue Date: | 2021 | Project: | Watching the risk factors: Artificial intelligence and the prevention of chronic conditions Talent Imágenes Hiperespectrales Para Aplicaciones de Inteligencia Artificial |
Journal: | Proceedings (Conference on Design of Circuits and Integrated Systems) | Conference: | 36th Conference on Design of Circuits and Integrated Systems - DCIS 2021 | Abstract: | Many diseases can be diagnosed by blood sample tests using automated analyzers. Novel imaging techniques, like Hyperspectral (HS) Imaging (HSI), are arising as potential tools for this purpose, offering quick and cost-effective approaches. In this paper, a methodology to use HS microscopic data of blood plasma samples to identify potential spectral biomarkers (SBs) and then quantify them in HS macroscopic data is presented. This quantification was performed using spectral unmixing algorithms. Finally, the abundance of each potential SB was correlated with each one of the blood test variable levels with and without removing outliers. Results found several statistically significant correlations (p-value < 0.05) and a highly significant correlation (p-value < 0.01) with the creatinine variable. These preliminary results show the potential of HSI sensors for performing quick and cost-effective blood sample tests. | URI: | http://hdl.handle.net/10553/113941 | ISBN: | 978-1-6654-2116-4 | ISSN: | 2640-5563 | DOI: | 10.1109/DCIS53048.2021.9666164 | Source: | 36th Conference on Design of Circuits and Integrated Systems, DCIS 2021 [EISSN 2640-5563], (Enero 2021) |
Appears in Collections: | Actas de congresos |
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