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.
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Tamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
Eevera, T.
Chinnasamy, G. P.
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Tamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
Chinnasamy, G. P.
Venkatesan, S.
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Tamil Nadu Agr Univ, Directorate Res, Coimbatore 641003, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
Venkatesan, S.
Navamaniraj, K. Nelson
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Tamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
Navamaniraj, K. Nelson
Albert, V. Alex
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Tamil Nadu Agr Univ, Agr Coll & Res Inst, Madurai 625104, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
Albert, V. Alex
Anandhan, J.
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Agr Coll & Res Inst, Dept Soil Sci & Agr Chem, Madurai 625104, Tamil Nadu, IndiaTamil Nadu Agr Univ, Dept Seed Sci & Technol, Coimbatore 641003, Tamil Nadu, India
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Szentirmai, Veronika
Wacha, Andras
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Wacha, Andras
Nemeth, Csaba
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Nemeth, Csaba
Kitka, Diana
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Kitka, Diana
Racz, Anita
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Plasma Chem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Racz, Anita
Heberger, Karoly
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Plasma Chem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Heberger, Karoly
Mihaly, Judith
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary
Mihaly, Judith
Varga, Zoltan
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Res Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, HungaryRes Ctr Nat Sci, Inst Mat & Environm Chem, Biol Nanochem Res Grp, Magyar Tudosok Korutja 2, H-1117 Budapest, Hungary