Identification and discrimination of human keratinized tissues using ATR-FTIR and chemometrics.

IF 2.2 3区 医学 Q1 MEDICINE, LEGAL
Arathy Nv, Mebin Wilson Thomas, Hana Fathima, Drisya Dinesh, Suchita Rawat
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引用次数: 0

Abstract

In forensic investigations, human keratinized tissues like skin and nails are commonly encountered as trace evidence, yet the use of vibrational spectroscopy for their identification and differentiation has been underexplored. This research utilized ATR-FTIR to distinguish between human nails and skin samples collected from a group of 50 participants, employing advanced chemometric analysis techniques. The spectral signatures of human keratinized tissues, such as nails and skin, exhibit similarities consistent with previous studies. Chemometric analysis aimed at distinguishing these tissues showed that the PLS-DA model achieved an overall accuracy of 67 % with an AUC score of 0.65, while the SVM model had an overall accuracy of 56 % with an AUC score of 0.71. For sex identification, the PLS-DA model demonstrated an overall accuracy of 83 % with an AUC value of 1, whereas the SVM model achieved an overall accuracy of 100 % with an AUC score of 1. The study underscores the potential of ATR-FTIR coupled with chemometrics in the precise identification and differentiation of human keratinized tissue, thereby enhancing the capabilities of forensic investigations.

利用ATR-FTIR和化学计量学对人角化组织的鉴别。
在法医调查中,人类角质化组织,如皮肤和指甲,通常作为痕量证据,但使用振动光谱进行鉴定和区分尚未得到充分探索。本研究采用先进的化学计量分析技术,利用ATR-FTIR从50名参与者中收集的人体指甲和皮肤样本进行区分。人类角化组织的光谱特征,如指甲和皮肤,显示出与先前研究一致的相似性。旨在区分这些组织的化学计量学分析表明,PLS-DA模型的总体精度为67 %,AUC评分为0.65,而SVM模型的总体精度为56 %,AUC评分为0.71。对于性别识别,PLS-DA模型的总体准确率为83 %,AUC值为1,而SVM模型的总体准确率为100 %,AUC值为1。该研究强调了ATR-FTIR与化学计量学相结合在人类角化组织精确识别和分化方面的潜力,从而提高了法医调查的能力。
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来源期刊
Forensic science international
Forensic science international 医学-医学:法
CiteScore
5.00
自引率
9.10%
发文量
285
审稿时长
49 days
期刊介绍: Forensic Science International is the flagship journal in the prestigious Forensic Science International family, publishing the most innovative, cutting-edge, and influential contributions across the forensic sciences. Fields include: forensic pathology and histochemistry, chemistry, biochemistry and toxicology, biology, serology, odontology, psychiatry, anthropology, digital forensics, the physical sciences, firearms, and document examination, as well as investigations of value to public health in its broadest sense, and the important marginal area where science and medicine interact with the law. The journal publishes: Case Reports Commentaries Letters to the Editor Original Research Papers (Regular Papers) Rapid Communications Review Articles Technical Notes.
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