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Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy

The increasing interest in plant phenolic compounds in the past few years has become necessary because of their several important physicochemical properties. Thus, their identification through non-destructive methods has become crucial. This study carried out comparative non-destructive measurements...

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Autores principales: Joshi, Rahul, Sathasivam, Ramaraj, Jayapal, Praveen Kumar, Patel, Ajay Kumar, Nguyen, Bao Van, Faqeerzada, Mohammad Akbar, Park, Sang Un, Lee, Seung Hyun, Kim, Moon S., Baek, Insuck, Cho, Byoung-Kwan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003000/
https://www.ncbi.nlm.nih.gov/pubmed/35406816
http://dx.doi.org/10.3390/plants11070836
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author Joshi, Rahul
Sathasivam, Ramaraj
Jayapal, Praveen Kumar
Patel, Ajay Kumar
Nguyen, Bao Van
Faqeerzada, Mohammad Akbar
Park, Sang Un
Lee, Seung Hyun
Kim, Moon S.
Baek, Insuck
Cho, Byoung-Kwan
author_facet Joshi, Rahul
Sathasivam, Ramaraj
Jayapal, Praveen Kumar
Patel, Ajay Kumar
Nguyen, Bao Van
Faqeerzada, Mohammad Akbar
Park, Sang Un
Lee, Seung Hyun
Kim, Moon S.
Baek, Insuck
Cho, Byoung-Kwan
author_sort Joshi, Rahul
collection PubMed
description The increasing interest in plant phenolic compounds in the past few years has become necessary because of their several important physicochemical properties. Thus, their identification through non-destructive methods has become crucial. This study carried out comparative non-destructive measurements of Arabidopsis thaliana leaf powder sample phenolic compounds using Fourier-transform infrared and near-infrared spectroscopic techniques under six distinct stress conditions. The prediction analysis of 600 leaf powder samples under different stress conditions (LED lights and drought) was performed using PLSR, PCR, and NAS-based HLA/GO regression analysis methods. The results obtained through FT-NIR spectroscopy yielded the highest correlation coefficient ([Formula: see text]) value of 0.999, with a minimum error (RMSEP) value of 0.003 mg/g, based on the PLSR model using the MSC preprocessing method, which was slightly better than the correlation coefficient ([Formula: see text]) value of 0.980 with an error (RMSEP) value of 0.055 mg/g for FT-IR spectroscopy. Additionally, beta coefficient plots present spectral differences and the identification of important spectral signatures sensitive to the phenolic compounds in the measured powdered samples. Thus, the obtained results demonstrated that FT-NIR spectroscopy combined with partial least squares regression (PLSR) and suitable preprocessing method has a solid potential for non-destructively predicting phenolic compounds in Arabidopsis thaliana leaf powder samples.
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spelling pubmed-90030002022-04-13 Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy Joshi, Rahul Sathasivam, Ramaraj Jayapal, Praveen Kumar Patel, Ajay Kumar Nguyen, Bao Van Faqeerzada, Mohammad Akbar Park, Sang Un Lee, Seung Hyun Kim, Moon S. Baek, Insuck Cho, Byoung-Kwan Plants (Basel) Article The increasing interest in plant phenolic compounds in the past few years has become necessary because of their several important physicochemical properties. Thus, their identification through non-destructive methods has become crucial. This study carried out comparative non-destructive measurements of Arabidopsis thaliana leaf powder sample phenolic compounds using Fourier-transform infrared and near-infrared spectroscopic techniques under six distinct stress conditions. The prediction analysis of 600 leaf powder samples under different stress conditions (LED lights and drought) was performed using PLSR, PCR, and NAS-based HLA/GO regression analysis methods. The results obtained through FT-NIR spectroscopy yielded the highest correlation coefficient ([Formula: see text]) value of 0.999, with a minimum error (RMSEP) value of 0.003 mg/g, based on the PLSR model using the MSC preprocessing method, which was slightly better than the correlation coefficient ([Formula: see text]) value of 0.980 with an error (RMSEP) value of 0.055 mg/g for FT-IR spectroscopy. Additionally, beta coefficient plots present spectral differences and the identification of important spectral signatures sensitive to the phenolic compounds in the measured powdered samples. Thus, the obtained results demonstrated that FT-NIR spectroscopy combined with partial least squares regression (PLSR) and suitable preprocessing method has a solid potential for non-destructively predicting phenolic compounds in Arabidopsis thaliana leaf powder samples. MDPI 2022-03-22 /pmc/articles/PMC9003000/ /pubmed/35406816 http://dx.doi.org/10.3390/plants11070836 Text en © 2022 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
Joshi, Rahul
Sathasivam, Ramaraj
Jayapal, Praveen Kumar
Patel, Ajay Kumar
Nguyen, Bao Van
Faqeerzada, Mohammad Akbar
Park, Sang Un
Lee, Seung Hyun
Kim, Moon S.
Baek, Insuck
Cho, Byoung-Kwan
Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title_full Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title_fullStr Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title_full_unstemmed Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title_short Comparative Determination of Phenolic Compounds in Arabidopsis thaliana Leaf Powder under Distinct Stress Conditions Using Fourier-Transform Infrared (FT-IR) and Near-Infrared (FT-NIR) Spectroscopy
title_sort comparative determination of phenolic compounds in arabidopsis thaliana leaf powder under distinct stress conditions using fourier-transform infrared (ft-ir) and near-infrared (ft-nir) spectroscopy
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9003000/
https://www.ncbi.nlm.nih.gov/pubmed/35406816
http://dx.doi.org/10.3390/plants11070836
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