Handheld hyperspectral imaging as a tool for the post-mortem interval estimation of human skeletal remains

被引:3
作者
Schmidt, Verena-Maria [1 ]
Zelger, Philipp [2 ]
Woess, Claudia [1 ]
Fodor, Margot [3 ]
Hautz, Theresa [3 ]
Schneeberger, Stefan [3 ]
Huck, Christian Wolfgang [4 ]
Arora, Rohit [5 ]
Brunner, Andrea [6 ]
Zelger, Bettina [6 ]
Schirmer, Michael [7 ]
Pallua, Johannes Dominikus [5 ]
机构
[1] Med Univ Innsbruck, Inst Forens Med, Muellerstr 44, A-6020 Innsbruck, Austria
[2] Med Univ Innsbruck, Univ Clin Hearing Voice & Speech Disorders, Anichstr 35, A-6020 Innsbruck, Austria
[3] Med Univ Innsbruck, Dept Visceral Transplant & Thorac Surg, OrganLifeTM, Innsbruck, Austria
[4] Univ Innsbruck, Inst Analyt Chem & Radiochem, A-6020 Innsbruck, Austria
[5] Med Univ Innsbruck, Dept Orthopaed & Traumatol, Anichstr 35, A-6020 Innsbruck, Austria
[6] Med Univ Innsbruck, Inst Pathol Neuropathol & Mol Pathol, Muellerstr 44, A-6020 Innsbruck, Austria
[7] Med Univ Innsbruck, Dept Internal Med, Clin 2, Anichstr 35, A-6020 Innsbruck, Austria
关键词
Human skeletal remains; Post-mortem interval; Handheld hyperspectral imaging; Digital image analysis; Deep learning; TRANSFORM-INFRARED-SPECTROSCOPY; FORENSIC ANTHROPOLOGY; CITRATE CONTENT; HUMAN-BODY; BONE; TIME; DECOMPOSITION; TISSUE; DEATH; CLASSIFICATION;
D O I
10.1016/j.heliyon.2024.e25844
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
In forensic medicine, estimating human skeletal remains' post -mortem interval (PMI) can be challenging. Following death, bones undergo a series of chemical and physical transformations due to their interactions with the surrounding environment. Post -mortem changes have been assessed using various methods, but estimating the PMI of skeletal remains could still be improved. We propose a new methodology with handheld hyperspectral imaging (HSI) system based on the first results from 104 human skeletal remains with PMIs ranging between 1 day and 2000 years. To differentiate between forensic and archaeological bone material, the Convolutional Neural Network analyzed 65.000 distinct diagnostic spectra: the classification accuracy was 0.58, 0.62, 0.73, 0.81, and 0.98 for PMIs of 0 week-2 weeks, 2 weeks-6 months, 6 months-1 year, 1 year-10 years, and >100 years, respectively. In conclusion, HSI can be used in forensic medicine to distinguish bone materials >100 years old from those <10 years old with an accuracy of 98%. The model has adequate predictive performance, and handheld HSI could serve as a novel approach to objectively and accurately determine the PMI of human skeletal remains.
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页数:11
相关论文
共 132 条
[61]   Comparative use of aqueous humour 1H NMR metabolomics and potassium concentration for PMI estimation in an animal model [J].
Locci, Emanuela ;
Stocchero, Matteo ;
Gottardo, Rossella ;
De-Giorgio, Fabio ;
Demontis, Roberto ;
Nioi, Matteo ;
Chighine, Alberto ;
Tagliaro, Franco ;
D'Aloja, Ernesto .
INTERNATIONAL JOURNAL OF LEGAL MEDICINE, 2021, 135 (03) :845-852
[62]   Post-mortem interval estimation of human skeletal remains by micro-computed tomography, mid-infrared microscopic imaging and energy dispersive X-ray mapping [J].
Longato, S. ;
Woess, C. ;
Hatzer-Grubwieser, P. ;
Bauer, C. ;
Parson, W. ;
Unterberger, S. H. ;
Kuhn, V. ;
Pemberger, N. ;
Pallua, Anton K. ;
Recheis, W. ;
Lackner, R. ;
Stalder, R. ;
Pallua, J. D. .
ANALYTICAL METHODS, 2015, 7 (07) :2917-2927
[63]   Detection of Head and Neck Cancer in Surgical Specimens Using Quantitative Hyperspectral Imaging [J].
Lu, Guolan ;
Little, James V. ;
Wang, Xu ;
Zhang, Hongzheng ;
Patel, Mihir R. ;
Griffith, Christopher C. ;
El-Deiry, Mark W. ;
Chen, Amy Y. ;
Fei, Baowei .
CLINICAL CANCER RESEARCH, 2017, 23 (18) :5426-5436
[64]   Medical hyperspectral imaging: a review [J].
Lu, Guolan ;
Fei, Baowei .
JOURNAL OF BIOMEDICAL OPTICS, 2014, 19 (01)
[65]   Near-infrared hyperspectral imaging (NIR-HSI) and normalized difference image (NDI) data processing: An advanced method to map collagen in archaeological bones [J].
Lugli, F. ;
Sciutto, G. ;
Oliveri, P. ;
Malegori, C. ;
Prati, S. ;
Gatti, L. ;
Silvestrini, S. ;
Romandini, M. ;
Catelli, E. ;
Casale, M. ;
Talamo, S. ;
Iacumin, P. ;
Benazzi, S. ;
Mazzeo, R. .
TALANTA, 2021, 226
[66]   Spectrum classification of citrus tissues infected by fungi and multispectral image identification of early rotten oranges [J].
Luo, Wei ;
Fan, Guozhu ;
Tian, Peng ;
Dong, Wentao ;
Zhang, Hailiang ;
Zhan, Baishao .
SPECTROCHIMICA ACTA PART A-MOLECULAR AND BIOMOLECULAR SPECTROSCOPY, 2022, 279
[67]   SR-90 AS AN INDICATOR OF TIME SINCE DEATH - A PILOT INVESTIGATION [J].
MACLAUGHLINBLACK, SM ;
HERD, RJM ;
WILLSON, K ;
MYERS, M ;
WEST, IE .
FORENSIC SCIENCE INTERNATIONAL, 1992, 57 (01) :51-56
[68]   Methods for determining time of death [J].
Madea, Burkhard .
FORENSIC SCIENCE MEDICINE AND PATHOLOGY, 2016, 12 (04) :451-485
[69]  
MANN RW, 1990, J FORENSIC SCI, V35, P103
[70]   Development of an advanced hyperspectral imaging (HSI) system with applications for cancer detection [J].
Martin, Matthew E. ;
Wabuyele, Musundi B. ;
Chen, Kui ;
Kasili, Paul ;
Panjehpour, Masoud ;
Phan, Mary ;
Overholt, Bergein ;
Cunningham, Glenn ;
Wilson, Dale ;
DeNovo, Robert C. ;
Vo-Dinh, Tuan .
ANNALS OF BIOMEDICAL ENGINEERING, 2006, 34 (06) :1061-1068