Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays
Porphyrins, with or without metal ions (MPs), have been explored and applied in optical and electrochemical sensor fields owing to their special physicochemical properties. The presence of four nitrogen atoms at the centers of porphyrins means that porphyrins chelate most metal ions, which changes t...
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doaj-4475050952bb4670a92b6e13736861c82020-11-25T03:05:16ZengFrontiers Media S.A.Frontiers in Chemistry2296-26462020-05-01810.3389/fchem.2020.00362517631Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor ArraysHui Wang0Hui Wang1Hui Wang2Hui Wang3Pankaj Ramnani4Tung Pham5Claudia Chaves Villarreal6Xuejun Yu7Gang Liu8Ashok Mulchandani9Key Laboratory of Modern Precision Agriculture System Integration Research, Ministry of Education and Key Laboratory of Agricultural Information Acquisition Technology, Ministry of Agriculture China Agricultural University, Beijing, ChinaState Key Laboratory of Animal Nutrition, Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, ChinaDepartment of Chemical and Environmental Engineering and Materials Science and Engineering Program, University of California, Riverside, Riverside, CA, United StatesResearch Institute of Wood Industry, Chinese Academy of Forestry, Beijing, ChinaDepartment of Chemical and Environmental Engineering and Materials Science and Engineering Program, University of California, Riverside, Riverside, CA, United StatesDepartment of Chemical and Environmental Engineering and Materials Science and Engineering Program, University of California, Riverside, Riverside, CA, United StatesEscuela de Ciencia e Ingeniería de Materiales, Centro de Investigación y Extensión de Materiales, Instituto Tecnológico de Costa Rica, Cartago, Costa RicaDepartment of Chemical and Environmental Engineering and Materials Science and Engineering Program, University of California, Riverside, Riverside, CA, United StatesKey Laboratory of Modern Precision Agriculture System Integration Research, Ministry of Education and Key Laboratory of Agricultural Information Acquisition Technology, Ministry of Agriculture China Agricultural University, Beijing, ChinaDepartment of Chemical and Environmental Engineering and Materials Science and Engineering Program, University of California, Riverside, Riverside, CA, United StatesPorphyrins, with or without metal ions (MPs), have been explored and applied in optical and electrochemical sensor fields owing to their special physicochemical properties. The presence of four nitrogen atoms at the centers of porphyrins means that porphyrins chelate most metal ions, which changes the binding ability of MPs with gas molecules via non-specific binding. In this article, we report hybrid chemiresistor sensor arrays based on single-walled carbon nanotubes (SWNTs) non-covalently functionalized with six different MPs using the solvent casting technique. The characteristics of MP-SWNTs were investigated through various optical and electrochemical methods, including UV spectroscopy, Raman, atomic force microscopy, current-voltage (I-V), and field-effect transistor (FET) measurement. The proposed sensor arrays were employed to monitor the four VOCs (tetradecene, linalool, phenylacetaldehyde, and ethylhexanol) emitted by citrus trees infected with Huanglongbing (HLB), of which the contents changed dramatically at the asymptomatic stage. The sensitivity to VOCs could change significantly, exceeding the lower limits of the SWNT-based sensors. For qualitative and quantitative analysis of the four VOCs, the data collected by the sensor arrays were processed using different regression models including partial least squares (PLS) and an artificial neural network (ANN), which further offered a diagnostic basis for Huanglongbing disease at the asymptomatic stage.https://www.frontiersin.org/article/10.3389/fchem.2020.00362/fullcitrus greening diseasecarbon nanotubemetalloporphyrinchemiresistorvolatile organic compoundsartificial neural networks (ANN) |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Hui Wang Hui Wang Hui Wang Hui Wang Pankaj Ramnani Tung Pham Claudia Chaves Villarreal Xuejun Yu Gang Liu Ashok Mulchandani |
spellingShingle |
Hui Wang Hui Wang Hui Wang Hui Wang Pankaj Ramnani Tung Pham Claudia Chaves Villarreal Xuejun Yu Gang Liu Ashok Mulchandani Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays Frontiers in Chemistry citrus greening disease carbon nanotube metalloporphyrin chemiresistor volatile organic compounds artificial neural networks (ANN) |
author_facet |
Hui Wang Hui Wang Hui Wang Hui Wang Pankaj Ramnani Tung Pham Claudia Chaves Villarreal Xuejun Yu Gang Liu Ashok Mulchandani |
author_sort |
Hui Wang |
title |
Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays |
title_short |
Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays |
title_full |
Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays |
title_fullStr |
Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays |
title_full_unstemmed |
Asymptomatic Diagnosis of Huanglongbing Disease Using Metalloporphyrin Functionalized Single-Walled Carbon Nanotubes Sensor Arrays |
title_sort |
asymptomatic diagnosis of huanglongbing disease using metalloporphyrin functionalized single-walled carbon nanotubes sensor arrays |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Chemistry |
issn |
2296-2646 |
publishDate |
2020-05-01 |
description |
Porphyrins, with or without metal ions (MPs), have been explored and applied in optical and electrochemical sensor fields owing to their special physicochemical properties. The presence of four nitrogen atoms at the centers of porphyrins means that porphyrins chelate most metal ions, which changes the binding ability of MPs with gas molecules via non-specific binding. In this article, we report hybrid chemiresistor sensor arrays based on single-walled carbon nanotubes (SWNTs) non-covalently functionalized with six different MPs using the solvent casting technique. The characteristics of MP-SWNTs were investigated through various optical and electrochemical methods, including UV spectroscopy, Raman, atomic force microscopy, current-voltage (I-V), and field-effect transistor (FET) measurement. The proposed sensor arrays were employed to monitor the four VOCs (tetradecene, linalool, phenylacetaldehyde, and ethylhexanol) emitted by citrus trees infected with Huanglongbing (HLB), of which the contents changed dramatically at the asymptomatic stage. The sensitivity to VOCs could change significantly, exceeding the lower limits of the SWNT-based sensors. For qualitative and quantitative analysis of the four VOCs, the data collected by the sensor arrays were processed using different regression models including partial least squares (PLS) and an artificial neural network (ANN), which further offered a diagnostic basis for Huanglongbing disease at the asymptomatic stage. |
topic |
citrus greening disease carbon nanotube metalloporphyrin chemiresistor volatile organic compounds artificial neural networks (ANN) |
url |
https://www.frontiersin.org/article/10.3389/fchem.2020.00362/full |
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