The aim of this study is to investigate the potential of radiomic features extracted from postmortem computed tomography (PMCT) scans of the lateral cerebral ventricles (LCVs) to provide information on the time since death, or postmortem interval (PMI), a critical aspect of forensic medicine. Periodic PMCT scans, referred to as “sequential scans”, were obtained from twelve corpses with known times of death, ranging from 5.5 to 273 h postmortem. Radiomics features were then extracted from the LCVs, and a mixed-effect model, specifically designed for sequential data, was employed to assess the association between feature values and PMI. Four model variants were fitted to the data to identify the best functional form to explain the relationship between the variables. Significant associations were observed for features, the most significant being the median Hounsfield Units (HU) within the LCVs (p < 9.47 × 10⁻⁹), LCVs surface area (p < 4.69 × 10⁻⁶), L-major axis (p < 2.17 × 10⁻⁵), L-minor axis (p < 1.30 × 10⁻⁴), and HU entropy (p < 4.16 × 10⁻⁴). Our findings align with previous studies, supporting a logarithmic model for PMI-related changes in LCV volume and mean HU intensity value. This study highlights the potential of PMCT-based radiomics as source of complementary information that could be integrated into existing methods for PMI estimation. Our results support the application of a quantitative imaging approach in forensic investigations.

De Giorgio, F., Guerreri, M., Gatta, R., Bergamin, E., De Vita, V., Mancino, M., Boldrini, L., Sala, E., Pascali, V. L., Exploring radiomic features of lateral cerebral ventricles in postmortem CT for postmortem interval estimation, <<INTERNATIONAL JOURNAL OF LEGAL MEDICINE>>, 2025; 139 (2): 667-677. [doi:10.1007/s00414-024-03396-9] [https://hdl.handle.net/10807/312946]

Exploring radiomic features of lateral cerebral ventricles in postmortem CT for postmortem interval estimation

De Giorgio, Fabio;Bergamin, Eva;De Vita, Vittorio;Boldrini, Luca;Sala, Evis;Pascali, Vincenzo Lorenzo
2025

Abstract

The aim of this study is to investigate the potential of radiomic features extracted from postmortem computed tomography (PMCT) scans of the lateral cerebral ventricles (LCVs) to provide information on the time since death, or postmortem interval (PMI), a critical aspect of forensic medicine. Periodic PMCT scans, referred to as “sequential scans”, were obtained from twelve corpses with known times of death, ranging from 5.5 to 273 h postmortem. Radiomics features were then extracted from the LCVs, and a mixed-effect model, specifically designed for sequential data, was employed to assess the association between feature values and PMI. Four model variants were fitted to the data to identify the best functional form to explain the relationship between the variables. Significant associations were observed for features, the most significant being the median Hounsfield Units (HU) within the LCVs (p < 9.47 × 10⁻⁹), LCVs surface area (p < 4.69 × 10⁻⁶), L-major axis (p < 2.17 × 10⁻⁵), L-minor axis (p < 1.30 × 10⁻⁴), and HU entropy (p < 4.16 × 10⁻⁴). Our findings align with previous studies, supporting a logarithmic model for PMI-related changes in LCV volume and mean HU intensity value. This study highlights the potential of PMCT-based radiomics as source of complementary information that could be integrated into existing methods for PMI estimation. Our results support the application of a quantitative imaging approach in forensic investigations.
2025
AREA06 - SCIENZE MEDICHE
Pubblicazione su rivista con Impact Factor
Inglese
Articolo in rivista
Inglese
Lateral cerebral ventricle
Postmortem computed tomography
Postmortem interval
Radiomic features
Radiomics
Time of death
Settore MEDS-22/A - Diagnostica per immagini e radioterapia
Springer Science and Business Media Deutschland GmbH
139
2
2025
667
677
11
111772
info:eu-repo/semantics/article
De Giorgio, F., Guerreri, M., Gatta, R., Bergamin, E., De Vita, V., Mancino, M., Boldrini, L., Sala, E., Pascali, V. L., Exploring radiomic features of lateral cerebral ventricles in postmortem CT for postmortem interval estimation, <<INTERNATIONAL JOURNAL OF LEGAL MEDICINE>>, 2025; 139 (2): 667-677. [doi:10.1007/s00414-024-03396-9] [https://hdl.handle.net/10807/312946]
none
262
De Giorgio, Fabio; Guerreri, M.; Gatta, R.; Bergamin, Eva; De Vita, Vittorio; Mancino, M.; Boldrini, Luca; Sala, Evis; Pascali, Vincenzo Lorenzo...espandi
9
art_per_29
03. Contributo in rivista::Articolo in rivista, Nota a sentenza
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10807/312946
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