Acetone Detection and Classification as Biomarker of Diabetes Mellitus Using a Quartz Crystal Microbalance Gas Sensor Array

被引:5
|
作者
Rodriguez-Torres, Marcos [1 ]
Altuzar, Victor [1 ]
Mendoza-Barrera, Claudia [1 ]
Beltran-Perez, Georgina [1 ]
Castillo-Mixcoatl, Juan [1 ]
Munoz-Aguirre, Severino [1 ]
机构
[1] Benemerita Univ Autonoma Puebla, Fac Ciencias Fis Matemat, Ave San Claudio & 18 Sur,Edificio FM1-101B,Ciudad, Puebla 72570, Mexico
关键词
quartz crystal microbalance; ultrasonic atomization; acetone biomarker; principal component analysis; discriminant analysis; diabetes mellitus; EXHALED BREATH ANALYSIS; ELECTRONIC-NOSE; TECHNOLOGIES; FREQUENCY; DISEASE;
D O I
10.3390/s23249823
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A gas sensor array was developed and evaluated using four high-frequency quartz crystal microbalance devices (with a 30 MHz resonant frequency in fundamental mode). The QCM devices were coated with ethyl cellulose (EC), polymethylmethacrylate (PMMA), Apiezon L (ApL), and Apiezon T (ApT) sensing films, and deposited by the ultrasonic atomization method. The objective of this research was to propose a non-invasive technique for acetone biomarker detection, which is associated with diabetes mellitus disease. The gas sensor array was exposed to methanol, ethanol, isopropanol, and acetone biomarkers in four different concentrations, corresponding to 1, 5, 10, and 15 mu L, at temperature of 22 degrees C and relative humidity of 20%. These samples were used because human breath contains them and they are used for disease detection. Moreover, the gas sensor responses were analyzed using principal component analysis and discriminant analysis, achieving the classification of the acetone biomarker with a 100% membership percentage when its concentration varies from 327 to 4908 ppm, and its identification from methanol, ethanol, and isopropanol.
引用
收藏
页数:15
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