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High-definition Fourier Transform Infrared FT-IR Spectroscopic Imaging of Human Tissue Sections towards Improving Pathology
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Relationship between Postmortem Interval and FTIR Spectroscopy Changes of the Rat Skin.
J Huang1, Y Y Zhou2, K F Deng3
1Department of Forensic Medicine, Xuzhou Medical University, Xuzhou 221004, Jiangsu Province, China.
Fourier transform infrared (FTIR) spectroscopy detects spectral changes in rat dorsal skin to estimate postmortem interval (PMI). This method accurately predicts PMI within 15 days using machine learning, offering a novel approach for forensic science.
Area of Science:
- Forensic Science
- Biophysics
- Analytical Chemistry
Background:
- Accurate postmortem interval (PMI) estimation is crucial in forensic investigations.
- Traditional methods for PMI determination have limitations.
- Spectroscopic analysis offers potential for objective PMI assessment.
Purpose of the Study:
- To develop a method for inferring postmortem interval (PMI) in rats.
- To utilize Fourier transform infrared (FTIR) spectroscopy for detecting spectral changes in dorsal skin.
- To establish a machine learning model for PMI estimation within 15 days postmortem.
Main Methods:
- Rats were maintained at controlled conditions (25°C, 50% RH) after sacrifice.
- FTIR spectral data were collected from dorsal skin at various postmortem intervals.
- Partial least squares (PLS) regression was employed for model construction.
Main Results:
- Peak intensities of FTIR spectra changed significantly with PMI, while peak locations remained consistent.
- The PLS regression model achieved a high accuracy with R² = 0.92 and RMSE = 1.30 days.
- Specific spectral bands (1760-1700, 1660-1640, 1580-1540, 1460-1420 cm⁻¹) were identified as key predictors.
Conclusions:
- FTIR spectroscopy effectively detects postmortem spectral alterations in rat skin.
- This technique provides a novel and promising approach for objective PMI estimation.
- Machine learning models enhance the accuracy and reliability of FTIR-based PMI determination.
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