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揭示象牙来源:一种用于区分亚洲和非洲象牙变种的新型衰减全反射傅里叶变换红外光谱及化学计量学方法

Revealing ivory origin: a novel ATR-FTIR spectroscopic and chemometric approach to distinguish Asian and African variants.

作者信息

Sharma Chandra Prakash, Bhatia Dimple, Singh Rajinder

机构信息

Wildlife Forensic & Conservation Genetics Cell, Wildlife Institute of India, Dehradun, Uttarakhand, 248002, India.

Department of Forensic Science, Punjabi University, Patiala, Punjab, 147002, India.

出版信息

Naturwissenschaften. 2025 Aug 4;112(5):55. doi: 10.1007/s00114-025-02005-y.

Abstract

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.

摘要

在野生动物查获程序中,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至关重要。这种区分对于有效追踪象牙贸易是必要的,这将有助于打击非法象牙贩运。然而,区分来自密切相关物种的类似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,本研究旨在区分从每个物种的十头个体采集的亚洲象和非洲象象牙样本。为实现这一目标,采用了一种快速且经济高效的衰减全反射傅里叶变换红外光谱(ATR-FTIR)结合化学计量学的方法。对视察比较象牙样本的光谱,随后进行化学计量分析。主成分分析(PCA)模型将亚洲象和非洲象象牙样本分为两个不同的聚类,准确率达到95%。此外偏最小二乘判别分析(PLS-DA)模型成功地将象牙样本分为两个不同类别,准确率为100%。为验证所开发的PLS-DA模型的性能,进行了交叉验证和外部验证,分类准确率均为100%。还进行了盲测以评估PLS-DA模型的预测准确率,其也达到了100%的预测准确率。此外,PLS-DA模型有效地将象牙与骨样本区分开来。本研究结果突出了采用ATR-FTIR光谱结合PLS-DA工具区分来自亚洲象和非洲象的象牙样本的有效性。即使对于那些已失去形态特征或由从犯罪现场 recovered 到的粉状象牙痕迹组成的样本,本方法也是有效的。 (注:“recovered”这里原英文可能有误,推测可能是“recovered”,翻译为“获取”或“找到”等,这里暂按“recovered”翻译为“ recovered到”)

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