Post-Mortem Interval of Human Skeletal Remains Estimated with Handheld NIR Spectrometry.
Verena Maria SchmidtPhilipp ZelgerClaudia WössChristian Wolfgang HuckRohit AroraEtienne BechtelAndreas StahlAndrea BrunnerBettina ZelgerSchirmer MichaelWalter RablJohannes Dominikus PalluaPublished in: Biology (2022)
Estimating the post-mortem interval (PMI) of human skeletal remains is a critical issue of forensic analysis, with important limitations such as sample preparation and practicability. In this work, NIR spectroscopy (NIRONE ® Sensor X; Spectral Engines, 61449, Germany) was applied to estimate the PMI of 104 human bone samples between 1 day and 2000 years. Reflectance data were repeatedly collected from eight independent spectrometers between 1950 and 1550 nm with a spectral resolution of 14 nm and a step size of 2 nm, each from the external and internal bone. An Artificial Neural Network was used to analyze the 66,560 distinct diagnostic spectra, and clearly distinguished between forensic and archaeological bone material: the classification accuracies for PMIs of 0-2 weeks, 2 weeks-6 months, 6 months-1 year, 1 year-10 years, and >100 years were 0.90, 0.94, 0.94, 0.93, and 1.00, respectively. PMI of archaeological bones could be determined with an accuracy of 100%, demonstrating the adequate predictive performance of the model. Applying a handheld NIR spectrometer to estimate the PMI of human skeletal remains is rapid and extends the repertoire of forensic analyses as a distinct, novel approach.
Keyphrases
- endothelial cells
- photodynamic therapy
- induced pluripotent stem cells
- high resolution
- pluripotent stem cells
- neural network
- magnetic resonance
- deep learning
- fluorescent probe
- drug release
- mass spectrometry
- soft tissue
- electronic health record
- computed tomography
- drug delivery
- data analysis
- bone regeneration
- dual energy
- sensitive detection