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Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks
We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high preci...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4838944/ https://www.ncbi.nlm.nih.gov/pubmed/27097717 http://dx.doi.org/10.1038/srep24845 |
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author | Buddhachat, Kittisak Thitaram, Chatchote Brown, Janine L. Klinhom, Sarisa Bansiddhi, Pakkanut Penchart, Kitichaya Ouitavon, Kanita Sriaksorn, Khanittha Pa-in, Chalermpol Kanchanasaka, Budsabong Somgird, Chaleamchat Nganvongpanit, Korakot |
author_facet | Buddhachat, Kittisak Thitaram, Chatchote Brown, Janine L. Klinhom, Sarisa Bansiddhi, Pakkanut Penchart, Kitichaya Ouitavon, Kanita Sriaksorn, Khanittha Pa-in, Chalermpol Kanchanasaka, Budsabong Somgird, Chaleamchat Nganvongpanit, Korakot |
author_sort | Buddhachat, Kittisak |
collection | PubMed |
description | We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high precision. Spatially, the majority of measured elements (n = 26) exhibited a homogeneous distribution in cross-section, but a more heterologous pattern in the longitudinal direction. Twenty-one of twenty four elements differed between Asian and African samples. Data were subjected to hierarchical cluster analysis followed by a stepwise discriminant analysis, which identified elements for the functional equation. The best equation consisted of ratios of Si, S, Cl, Ti, Mn, Ag, Sb and W, with Zr as the denominator. Next, Bayesian binary regression model analysis was conducted to predict the probability that a tusk would be of African origin. A cut-off value was established to improve discrimination. This Bayesian hybrid classification model was then validated by scanning an additional 30 Asian and 41 African tusks, which showed high accuracy (94%) and precision (95%) rates. We conclude that handheld XRF is an accurate, non-invasive method to discriminate origin of elephant tusks provides rapid results applicable to use in the field. |
format | Online Article Text |
id | pubmed-4838944 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-48389442016-04-28 Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks Buddhachat, Kittisak Thitaram, Chatchote Brown, Janine L. Klinhom, Sarisa Bansiddhi, Pakkanut Penchart, Kitichaya Ouitavon, Kanita Sriaksorn, Khanittha Pa-in, Chalermpol Kanchanasaka, Budsabong Somgird, Chaleamchat Nganvongpanit, Korakot Sci Rep Article We describe the use of handheld X-ray fluorescence, for elephant tusk species identification. Asian (n = 72) and African (n = 85) elephant tusks were scanned and we utilized the species differences in elemental composition to develop a functional model differentiating between species with high precision. Spatially, the majority of measured elements (n = 26) exhibited a homogeneous distribution in cross-section, but a more heterologous pattern in the longitudinal direction. Twenty-one of twenty four elements differed between Asian and African samples. Data were subjected to hierarchical cluster analysis followed by a stepwise discriminant analysis, which identified elements for the functional equation. The best equation consisted of ratios of Si, S, Cl, Ti, Mn, Ag, Sb and W, with Zr as the denominator. Next, Bayesian binary regression model analysis was conducted to predict the probability that a tusk would be of African origin. A cut-off value was established to improve discrimination. This Bayesian hybrid classification model was then validated by scanning an additional 30 Asian and 41 African tusks, which showed high accuracy (94%) and precision (95%) rates. We conclude that handheld XRF is an accurate, non-invasive method to discriminate origin of elephant tusks provides rapid results applicable to use in the field. Nature Publishing Group 2016-04-21 /pmc/articles/PMC4838944/ /pubmed/27097717 http://dx.doi.org/10.1038/srep24845 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Buddhachat, Kittisak Thitaram, Chatchote Brown, Janine L. Klinhom, Sarisa Bansiddhi, Pakkanut Penchart, Kitichaya Ouitavon, Kanita Sriaksorn, Khanittha Pa-in, Chalermpol Kanchanasaka, Budsabong Somgird, Chaleamchat Nganvongpanit, Korakot Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title | Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_full | Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_fullStr | Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_full_unstemmed | Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_short | Use of handheld X-ray fluorescence as a non-invasive method to distinguish between Asian and African elephant tusks |
title_sort | use of handheld x-ray fluorescence as a non-invasive method to distinguish between asian and african elephant tusks |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4838944/ https://www.ncbi.nlm.nih.gov/pubmed/27097717 http://dx.doi.org/10.1038/srep24845 |
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