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Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm

Nitrate is a prominent pollutant in water bodies around the world. The isotopes in nitrate provide an effective approach to trace the sources and transformations of nitrate in water bodies. However, determination of isotopic composition by conventional analytical techniques is time-consuming, labori...

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Autores principales: Wu, Ke, Ma, Fei, Wei, Cuilan, Gan, Fangqun, Du, Changwen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863422/
https://www.ncbi.nlm.nih.gov/pubmed/36677625
http://dx.doi.org/10.3390/molecules28020567
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author Wu, Ke
Ma, Fei
Wei, Cuilan
Gan, Fangqun
Du, Changwen
author_facet Wu, Ke
Ma, Fei
Wei, Cuilan
Gan, Fangqun
Du, Changwen
author_sort Wu, Ke
collection PubMed
description Nitrate is a prominent pollutant in water bodies around the world. The isotopes in nitrate provide an effective approach to trace the sources and transformations of nitrate in water bodies. However, determination of isotopic composition by conventional analytical techniques is time-consuming, laborious, and expensive, and alternative methods are urgently needed. In this study, the rapid determination of (15)NO(3)(−) in water bodies using Fourier transform infrared attenuated total reflectance spectroscopy (FTIR-ATR) coupled with a deconvolution algorithm and a partial least squares regression (PLSR) model was explored. The results indicated that the characteristic peaks of (14)NO(3)(−)/(15)NO(3)(−) mixtures with varied (14)N/(15)N ratios were observed, and the proportion of (15)NO(3)(−) was negatively correlated with the wavenumber of absorption peaks. The PLSR models for nitrate prediction of (14)NO(3)(−)/(15)NO(3)(−) mixtures with different proportions were established based on deconvoluted spectra, which exhibited good performance with the ratio of prediction to deviation (RPD) values of more than 2.0 and the correlation coefficients (R(2)) of more than 0.84. Overall, the spectra pretreatment by the deconvolution algorithm dramatically improved the prediction models. Therefore, FTIR-ATR combined with deconvolution and PLSR provided a rapid, simple, and affordable method for determination of (15)NO(3)(−) content in water bodies, which would facilitate and enhance the study of nitrate sources and water environment quality management.
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spelling pubmed-98634222023-01-22 Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm Wu, Ke Ma, Fei Wei, Cuilan Gan, Fangqun Du, Changwen Molecules Article Nitrate is a prominent pollutant in water bodies around the world. The isotopes in nitrate provide an effective approach to trace the sources and transformations of nitrate in water bodies. However, determination of isotopic composition by conventional analytical techniques is time-consuming, laborious, and expensive, and alternative methods are urgently needed. In this study, the rapid determination of (15)NO(3)(−) in water bodies using Fourier transform infrared attenuated total reflectance spectroscopy (FTIR-ATR) coupled with a deconvolution algorithm and a partial least squares regression (PLSR) model was explored. The results indicated that the characteristic peaks of (14)NO(3)(−)/(15)NO(3)(−) mixtures with varied (14)N/(15)N ratios were observed, and the proportion of (15)NO(3)(−) was negatively correlated with the wavenumber of absorption peaks. The PLSR models for nitrate prediction of (14)NO(3)(−)/(15)NO(3)(−) mixtures with different proportions were established based on deconvoluted spectra, which exhibited good performance with the ratio of prediction to deviation (RPD) values of more than 2.0 and the correlation coefficients (R(2)) of more than 0.84. Overall, the spectra pretreatment by the deconvolution algorithm dramatically improved the prediction models. Therefore, FTIR-ATR combined with deconvolution and PLSR provided a rapid, simple, and affordable method for determination of (15)NO(3)(−) content in water bodies, which would facilitate and enhance the study of nitrate sources and water environment quality management. MDPI 2023-01-05 /pmc/articles/PMC9863422/ /pubmed/36677625 http://dx.doi.org/10.3390/molecules28020567 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wu, Ke
Ma, Fei
Wei, Cuilan
Gan, Fangqun
Du, Changwen
Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title_full Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title_fullStr Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title_full_unstemmed Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title_short Rapid Determination of Nitrate Nitrogen Isotope in Water Using Fourier Transform Infrared Attenuated Total Reflectance Spectroscopy (FTIR-ATR) Coupled with Deconvolution Algorithm
title_sort rapid determination of nitrate nitrogen isotope in water using fourier transform infrared attenuated total reflectance spectroscopy (ftir-atr) coupled with deconvolution algorithm
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9863422/
https://www.ncbi.nlm.nih.gov/pubmed/36677625
http://dx.doi.org/10.3390/molecules28020567
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