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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-9863422 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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