Application of Fourier transform infrared spectroscopy (FTIR) techniques in the mid-IR (MIR) and near-IR (NIR) spectroscopy to determine n-alkane and long-chain alcohol contents in plant species and faecal samples.
Abstract: n-Alkanes and long-chain alcohols (LCOH) have been used as faecal markers to assess the feeding behaviour of both wild and domestic herbivore species. However, their chemical analysis is time-consuming and expensive, making it necessary to develop more expeditious methodologies to evaluate concentrations of these markers. This work aimed to evaluate the use of Fourier Transform Infrared Spectroscopy (FTIR) technology in the near infrared (NIR) and mid infrared (MIR) intervals, for the determination of n-alkane and LCOH concentrations of different plant species and faecal samples of domestic herbivores. Spectra of 33 feed samples, namely L. perenne, T. repens, U. gallii, short heathers (mixture of Erica spp. and Calluna vulgaris), improved pasture grasses (mixture of L. perenne and A. capillaris), heath grasses (mixture of P. longifolium and A. curtissii), improved pasture species (mixture of L. perenne, T. repens and A. capillaris) and herbaceous species (mixture of all herbaceous species found in the plot)) and 181 faecal samples (cattle and horses) were recorded. In order to develop calibrations for the prediction of n-alkanes and LCOH concentrations, partial least squares (PLS) regression was used. Regarding the models developed for plant species, the best results were observed for the calibrations using NIR. The best external validation coefficients of determination (Rv) obtained were 0.90 and 0.79 for LCOH and n-alkanes, respectively. For faecal samples, in the NIR interval, results indicate similar external validation predictions (Rv) for both animal species (0.64). On the contrary, in the MIR interval, differences between cattle (0.70) and horses (0.57) faecal samples in Rv were observed. Regarding the models created for both animal species faeces, LCOH (C-OH and C-OH concentrations ranging from 713.3 to 4451.9 mg/kg DM, respectively; Rv values ranging from 0.72 to 0.95) and n-alkanes (C31 and C33 concentrations ranging from 112.8 to 643.2 mg/kg DM, respectively; Rv values ranging from 0.19 to 0.90) present in higher concentrations tended to be those with better estimates. Results obtained suggest that the selection of the technique to be used may depend on the type of matrix, being the homogeneity of the matrices one of the most important factors for its success. In order to improve the accuracy and robustness of the models created for the estimation of the concentrations of these markers using these methodologies, the database (greater variability) used for the calibrations of these models must be increased.
Copyright © 2022 Elsevier B.V. All rights reserved.
Publication Date: 2022-06-21 PubMed ID: 35753098DOI: 10.1016/j.saa.2022.121544Google Scholar: Lookup
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Summary
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This research article discusses the utilization of Fourier Transform Infrared Spectroscopy (FTIR) for determining n-alkane and long-chain alcohol contents in multiple plant species and faecal samples from domestic herbivores, providing a faster, less expensive alternative to current analysis methods.
Objective and Methodology
- The primary goal of this study was to assess the applicability of Fourier Transform Infrared Spectroscopy (FTIR) in the near infrared (NIR) and mid infrared (MIR) intervals for determining n-alkane and long-chain alcohol concentrations in multiple plant species and herbivorous animal faecal samples. These substances, n-alkanes and LCOH, are used as faecal indicators to understand the feeding behaviour of both wild and domestic herbivores.
- To achieve this, the researchers collected spectra of 33 feed samples—which included a variety of plant species—and 181 faecal samples from cattle and horses. Partial least squares (PLS) regression was used to develop calibrations for predicting n-alkane and LCOH concentrations.
Findings
- The researchers found that models for plant species gave the best results when using NIR calibrations. The best external validation coefficients of determination (Rv) obtained were 0.90 and 0.79 for LCOH and n-alkanes, respectively.
- For faecal samples, the results in the NIR interval indicate similar external validation predictions (Rv) for both cattle and horse samples (0.64). However, in the MIR interval, differences were noted between cattle (0.70) and horse (0.57) faecal sample Rv scores.
- The researchers observed that markers present in higher concentrations tended to have better estimates. Particular models for both animal species faeces, LCOH (C-OH and C-OH concentrations ranging from 713.3 to 4451.9 mg/kg DM, respectively; Rv values ranging from 0.72 to 0.95) and n-alkanes (C31 and C33 concentrations ranging from 112.8 to 643.2 mg/kg DM, respectively; Rv values ranging from 0.19 to 0.90), were found to exhibit this trend.
Implications and Recommendations
- The researchers suggest that the ideal technique to use may depend on the type of matrix that’s being analyzed. The homogeneity of the matrices is considered one of the most critical factors influencing the success of the FTIR technique.
- They also recommend increasing the database (i.e., greater variability) used for the calibrations of these models to improve their accuracy and robustness when estimating the concentrations of these faecal markers.
Cite This Article
APA
Ferreira L, Machado N, Gouvinhas I, Santos S, Celaya R, Rodrigues M, Barros A.
(2022).
Application of Fourier transform infrared spectroscopy (FTIR) techniques in the mid-IR (MIR) and near-IR (NIR) spectroscopy to determine n-alkane and long-chain alcohol contents in plant species and faecal samples.
Spectrochim Acta A Mol Biomol Spectrosc, 280, 121544.
https://doi.org/10.1016/j.saa.2022.121544 Publication
Researcher Affiliations
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro (UTAD-CITAB)/Inov4Agro (Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production), Vila Real, Portugal. Electronic address: lmf@utad.pt.
- CoLAB Vines&Wines - National Collaborative Laboratory for the Portuguese Wine Sector, Associação para o Desenvolvimento da Viticultura Duriense (ADVID), Régia Douro Park, 5000-033 Vila Real, Portugal.
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro (UTAD-CITAB)/Inov4Agro (Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production), Vila Real, Portugal.
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro (UTAD-CITAB)/Inov4Agro (Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production), Vila Real, Portugal.
- Regional Service for Agri-Food Research and Development (SERIDA), Villaviciosa, Asturias, Spain.
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro (UTAD-CITAB)/Inov4Agro (Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production), Vila Real, Portugal.
- Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro (UTAD-CITAB)/Inov4Agro (Institute for Innovation, Capacity Building and Sustainability of Agri-Food Production), Vila Real, Portugal.
MeSH Terms
- Alkanes / analysis
- Animals
- Biomarkers / analysis
- Cattle
- Feces / chemistry
- Feeding Behavior
- Horses
- Plants
- Spectroscopy, Fourier Transform Infrared
Citations
This article has been cited 1 times.- Purnomo AS, Putra SR, Putro HS, Hamzah A, Rohma NA, Rohmah AA, Rizqi HD, Asranudin, Tangahu BV, Warmadewanthi IDAA, Shimizu K. The application of biosurfactant-producing bacteria immobilized in PVA/SA/bentonite bio-composite for hydrocarbon-contaminated soil bioremediation.. RSC Adv 2023 Jul 12;13(31):21163-21170.
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