揭示象牙的起源:一种新的ATR-FTIR光谱和化学计量学方法来区分亚洲和非洲的变体。

IF 2.1 3区 生物学 Q2 MULTIDISCIPLINARY SCIENCES
Chandra Prakash Sharma, Dimple Bhatia, Rajinder Singh
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引用次数: 0

摘要

在查获野生动物的程序中,必须准确识别和区分查获的亚洲象和非洲象象牙及其雕刻制品。这种区分对于有效跟踪象牙贸易是必要的,这将有助于打击非法象牙贩运。然而,从密切相关的物种中区分相似类型的样本是一项具有挑战性的任务,因为它们具有相似的化学成分。因此,本研究旨在区分亚洲象和非洲象的象牙样本,从每个物种的10个个体中收集。为了实现这一目标,采用了一种快速且经济有效的ATR-FTIR光谱结合化学计量学。对象牙样品的光谱进行目测比较,然后进行化学计量分析。PCA模型将亚洲象和非洲象的象牙样本分为两个不同的聚类,准确率达到95%。此外,PLS-DA模型成功地将象牙样品分为两个不同的类别,准确率为100%。为了验证所建立的PLS-DA模型的性能,进行了交叉验证和外部验证,分类准确率为100%。对PLS-DA模型的预测准确率进行盲测,预测准确率也达到100%。此外,PLS-DA模型有效区分了象牙和骨样品。本研究结果强调了利用ATR-FTIR光谱结合PLS-DA工具区分亚洲象和非洲象象牙样品的有效性。目前的方法是有效的,即使样品已经失去了他们的形态特征或由象牙粉末的痕迹从犯罪现场恢复。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Revealing ivory origin: a novel ATR-FTIR spectroscopic and chemometric approach to distinguish Asian and African variants

In wildlife seizure proceedings, it is essential to accurately identify and differentiate between seized Asian and African elephant ivory and their carved products. This differentiation is necessary for effectively tracking the ivory trade, which will assist in combating illegal ivory trafficking. However, distinguishing similar types of samples from closely related species poses a challenging task, as they share similar chemical compositions. Therefore, the present study aimed to differentiate Asian and African elephant ivory samples, collected from ten individuals of each species. To achieve this objective, a rapid and cost-effective ATR-FTIR spectroscopy combined with chemometrics was employed. The spectra of the ivory samples were visually compared and subsequently subjected to chemometric analysis. The PCA model differentiated Asian and African elephant ivory samples into two distinct clusters, achieving an accuracy of 95%. Furthermore, the PLS-DA model successfully classified the ivory samples into two distinct categories with 100% accuracy. To validate the performance of the developed PLS-DA model, both cross-validation and external validation were conducted, yielding a classification accuracy of 100%. A blind test was also conducted to assess the prediction accuracy of the PLS-DA model, which also achieved 100% prediction accuracy. Additionally, the PLS-DA model effectively differentiated ivory from bone samples. The findings of this study highlighted the effectiveness of employing ATR-FTIR spectroscopy combined with PLS-DA tool to differentiate ivory samples sourced from Asian and African elephants. The present approach is effective even for the samples that have lost their morphological characteristics or consist of powdered ivory traces recovered from crime scenes.

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来源期刊
The Science of Nature
The Science of Nature 综合性期刊-综合性期刊
CiteScore
3.40
自引率
0.00%
发文量
47
审稿时长
4-8 weeks
期刊介绍: The Science of Nature - Naturwissenschaften - is Springer''s flagship multidisciplinary science journal. The journal is dedicated to the fast publication and global dissemination of high-quality research and invites papers, which are of interest to the broader community in the biological sciences. Contributions from the chemical, geological, and physical sciences are welcome if contributing to questions of general biological significance. Particularly welcomed are contributions that bridge between traditionally isolated areas and attempt to increase the conceptual understanding of systems and processes that demand an interdisciplinary approach.
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