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Post-Mortem imaging biobanks: Building data for reproducibility, standardization, and AI integration.

Fabio De-Giorgio1, Beatrice Benedetti1, Matteo Mancino2

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European Journal of Radiology
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Summary

Advancements in post-mortem imaging, like Post-Mortem Computed Tomography (PMCT), aid injury assessment. Integrating AI with imaging biobanks shows promise but requires careful ethical and operational guidelines.

Keywords:
Artificial intelligenceBiobanksDatabasePost-mortem computed tomographyPost-mortem imagingRadiomics

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Area of Science:

  • Forensic Radiology
  • Medical Imaging Analysis
  • Radiomics

Background:

  • Post-mortem imaging techniques, including Post-Mortem Computed Tomography (PMCT) and Post-Mortem Magnetic Resonance imaging (PMMR), have significantly evolved.
  • PMCT offers valuable insights into skeletal injuries, vascular lesions, and post-mortem interval estimation.
  • Radiomics, a key analytical principle, is a rapidly developing field with a current limitation in specialized expertise.

Purpose of the Study:

  • To highlight the potential of post-mortem imaging biobanks, particularly when augmented with Artificial Intelligence (AI).
  • To underscore the necessity of specialized expertise for radiomics analysis in forensic contexts.
  • To emphasize the importance of adhering to guidelines concerning consent, data, cooperation, and operational models.

Main Methods:

  • Review of current advancements in post-mortem imaging technologies (PMCT, PMMR).
  • Discussion of radiomics principles applied to post-mortem imaging data.
  • Exploration of the role and implementation of AI in post-mortem imaging biobanks.

Main Results:

  • Post-mortem imaging provides detailed data for forensic analysis.
  • Radiomics analysis of PMCT data can enhance accuracy in injury assessment and time-of-death estimation.
  • AI integration with post-mortem imaging biobanks can potentially overcome expertise limitations.

Conclusions:

  • Post-mortem imaging biobanks, enhanced by AI, represent a significant future development for forensic science.
  • Ethical considerations, including informed consent and data management, are paramount for the responsible development of these resources.
  • Standardized guidelines are crucial for international cooperation and the sustainable, nonprofit operation of post-mortem imaging biobanks.