A novel approach using ATR-FTIR spectroscopy and chemometric analysis to distinguish male and female human hair samples

被引:0
|
作者
Thakur, Sukriti [1 ]
Sharma, Akanksha [1 ]
Ciesla, Rafal [2 ]
Mishra, Pawan Kumar [3 ]
Sharma, Vishal [1 ]
机构
[1] Panjab Univ, Inst Forens Sci & Criminol, Chandigarh 160014, India
[2] Univ Wroclaw, Fac Law Adm & Econ, Dept Forens Sci, Uniwersytecka St 22-26, PL-50145 Wroclaw, Poland
[3] Mendel Univ Brno, Fac Business & Econ, Brno 61300, Czech Republic
来源
SCIENCE OF NATURE | 2024年 / 111卷 / 01期
关键词
ATR-FTIR; Chemometrics; Sex discrimination; Human hair; Forensic analysis; DRUGS;
D O I
10.1007/s00114-024-01896-7
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This article presents an attempt to discriminate between human male and female hair samples using a single strand of scalp hair. The methodology involves the non-destructive application of ATR-FTIR spectroscopy coupled with chemometric analysis. A total of 96 hair samples, evenly distributed between 48 male and 48 female volunteers from India, were collected. Spectral analysis revealed subtle differences between the two groups, and reliance on visual interpretation might introduce biasness. To avoid subjective biases, chemometric techniques such as principal component analysis (PCA) and partial least square-discriminant analysis (PLS-DA) were employed for enhanced data visualization and separation. PCA results revealed that the first 10 principal components accounted for 93% of the total variance, with three significant PCs. The PLS-DA model demonstrated a remarkable sensitivity and specificity in sex discrimination from hair samples, establishing its efficacy as a robust classification tool. Furthermore, the proposed model exhibited 100% accuracy in predicting unknown samples, underscoring its potential applicability in real-world scenarios. These outcomes affirm the viability of our approach for non-invasive classification of human male and female hair based on single-strand scalp hair analysis.
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页数:10
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