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Attenuated Total Reflection Fourier Transform Infrared Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption from Human Nails
[Image: see text] Fourier transform infrared (FT-IR) spectroscopy is used throughout forensic laboratories for many applications. FT-IR spectroscopy can be useful with ATR accessories in forensic analysis for several reasons. It provides excellent data quality combined with high reproducibility, wit...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10286297/ https://www.ncbi.nlm.nih.gov/pubmed/37360459 http://dx.doi.org/10.1021/acsomega.3c02579 |
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author | Mitu, Bilkis Cerda, Migdalia Hrib, Radovan Trojan, Václav Halámková, Lenka |
author_facet | Mitu, Bilkis Cerda, Migdalia Hrib, Radovan Trojan, Václav Halámková, Lenka |
author_sort | Mitu, Bilkis |
collection | PubMed |
description | [Image: see text] Fourier transform infrared (FT-IR) spectroscopy is used throughout forensic laboratories for many applications. FT-IR spectroscopy can be useful with ATR accessories in forensic analysis for several reasons. It provides excellent data quality combined with high reproducibility, with minimal user-induced variations and no sample preparation. Spectra from heterogeneous biological systems, including the integumentary system, can be associated with hundreds or thousands of biomolecules. The nail matrix of keratin possesses a complicated structure with captured circulating metabolites whose presence may vary in space and time depending on context and history. We developed a new approach by using machine-learning (ML) tools to leverage the potential and enhance the selectivity of the instrument, create classification models, and provide invaluable information saved in human nails with statistical confidence. Here, we report chemometric analysis of ATR FT-IR spectra for the classification and prediction of long-term alcohol consumption from nail clippings in 63 donors. A partial least squares discriminant analysis (PLS-DA) was used to create a classification model that was validated against an independent data set which resulted in 91% correctly classified spectra. However, when considering the prediction results at the donor level, 100% accuracy was achieved, and all donors were correctly classified. To the best of our knowledge, this proof-of-concept study demonstrates for the first time the ability of ATR FT-IR spectroscopy to discriminate donors who do not drink alcohol from those who drink alcohol on a regular basis. |
format | Online Article Text |
id | pubmed-10286297 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-102862972023-06-23 Attenuated Total Reflection Fourier Transform Infrared Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption from Human Nails Mitu, Bilkis Cerda, Migdalia Hrib, Radovan Trojan, Václav Halámková, Lenka ACS Omega [Image: see text] Fourier transform infrared (FT-IR) spectroscopy is used throughout forensic laboratories for many applications. FT-IR spectroscopy can be useful with ATR accessories in forensic analysis for several reasons. It provides excellent data quality combined with high reproducibility, with minimal user-induced variations and no sample preparation. Spectra from heterogeneous biological systems, including the integumentary system, can be associated with hundreds or thousands of biomolecules. The nail matrix of keratin possesses a complicated structure with captured circulating metabolites whose presence may vary in space and time depending on context and history. We developed a new approach by using machine-learning (ML) tools to leverage the potential and enhance the selectivity of the instrument, create classification models, and provide invaluable information saved in human nails with statistical confidence. Here, we report chemometric analysis of ATR FT-IR spectra for the classification and prediction of long-term alcohol consumption from nail clippings in 63 donors. A partial least squares discriminant analysis (PLS-DA) was used to create a classification model that was validated against an independent data set which resulted in 91% correctly classified spectra. However, when considering the prediction results at the donor level, 100% accuracy was achieved, and all donors were correctly classified. To the best of our knowledge, this proof-of-concept study demonstrates for the first time the ability of ATR FT-IR spectroscopy to discriminate donors who do not drink alcohol from those who drink alcohol on a regular basis. American Chemical Society 2023-06-06 /pmc/articles/PMC10286297/ /pubmed/37360459 http://dx.doi.org/10.1021/acsomega.3c02579 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by-nc-nd/4.0/Permits non-commercial access and re-use, provided that author attribution and integrity are maintained; but does not permit creation of adaptations or other derivative works (https://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Mitu, Bilkis Cerda, Migdalia Hrib, Radovan Trojan, Václav Halámková, Lenka Attenuated Total Reflection Fourier Transform Infrared Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption from Human Nails |
title | Attenuated Total
Reflection Fourier Transform Infrared
Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption
from Human Nails |
title_full | Attenuated Total
Reflection Fourier Transform Infrared
Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption
from Human Nails |
title_fullStr | Attenuated Total
Reflection Fourier Transform Infrared
Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption
from Human Nails |
title_full_unstemmed | Attenuated Total
Reflection Fourier Transform Infrared
Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption
from Human Nails |
title_short | Attenuated Total
Reflection Fourier Transform Infrared
Spectroscopy for Forensic Screening of Long-Term Alcohol Consumption
from Human Nails |
title_sort | attenuated total
reflection fourier transform infrared
spectroscopy for forensic screening of long-term alcohol consumption
from human nails |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10286297/ https://www.ncbi.nlm.nih.gov/pubmed/37360459 http://dx.doi.org/10.1021/acsomega.3c02579 |
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