Attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectral prediction of postmortem interval from vitreous humor samples

被引:23
|
作者
Zhang, Ji [1 ]
Wei, Xin [2 ]
Huang, Jiao [3 ]
Lin, Hancheng [2 ]
Deng, Kaifei [1 ]
Li, Zhengdong [1 ]
Shao, Yu [1 ]
Zou, Donghua [1 ]
Chen, Yijiu [1 ]
Huang, Ping [1 ]
Wang, Zhenyuan [1 ,2 ]
机构
[1] Shanghai Forens Serv Platform, Acad Forens Sci, Shanghai Key Lab Forens Med, Minist Justice, Shanghai 200063, Peoples R China
[2] Xi An Jiao Tong Univ, Dept Forens Pathol, Xian 710061, Shaanxi, Peoples R China
[3] Xuzhou Med Univ, Dept Forens Med, Xuzhou 221000, Jiangsu, Peoples R China
基金
美国国家科学基金会;
关键词
Forensic medicine; Postmortem interval; Fourier transform infrared spectroscopy; Machine learning; Vitreous humor; ARTIFICIAL NEURAL-NETWORKS; IR SPECTROSCOPY; LEAST-SQUARES; DIAGNOSIS; BLOOD; DEGRADATION; PLASMA; SERUM; DEATH; TIME;
D O I
10.1007/s00216-018-1367-1
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Evaluation of postmortem interval (PMI) is of paramount importance to guide criminal investigations, especially when witnesses are not found. However, accurate PMI estimation is a challenging task in the forensic community due to the limitations of existing methods. The study aims to investigate the potential of attenuated total reflectance Fourier transform infrared (ATR-FTIR) spectroscopy for predicting PMI based on vitreous humor (VH). VH samples were collected from 72 rabbits in the range of 0-48h postmortem at a 6-h interval. Their FTIR spectra were normalized by the extended multiplicative signal correction (RMSC) and divided into calibration and validation sets. After analysis of the absorption bands, the Bayesian ridge regression (BRR), support vector regression (SVR), and artificial neural network (ANN) methods were established by the calibration set using a 10-fold cross-validation that was further used to predict the PMI in the validation set. The validity of the models was assessed by a permutation test. The current study demonstrated that multiple macromolecules in the VH samples were reflected in a FTIR spectrum, and the spectral absorption bands at 1313 and 925cm(-1) were highly correlated with PMI. The three models allowed generalization to the validation set due to similar R-2 and errors between the calibration and validation tests. The highest accuracy with R-2=0.983 and error=2.018h was achieved by the ANN model in the validation test. The results suggest that ATR-FTIR spectroscopy may be useful for VH analysis in order to predict PMI in the future.
引用
收藏
页码:7611 / 7620
页数:10
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