Infection and Inflammation in Nuclear Medicine Imaging: The Role of Artificial Intelligence.

Journal: Seminars in nuclear medicine
PMID:

Abstract

Infectious and inflammatory diseases represent a global challenge. Delayed diagnosis and treatment lead to death, disabilities and impairment of the quality of life. The detection of low-grade inflammation and occult infections remains challenging. Nuclear medicine techniques are well established in the assessment of the severity and extent of the disease. However, high-level expertise is required to process and interpret the images. Additionally, the workflows are frequently time consuming. Artificial intelligence (AI)-based techniques can be efficiently applied in this setting. We reviewed the literature to assess the state of the application of AI in nuclear medicine imaging in infectious and inflammatory diseases. We included 22 studies, which applied AI-based methods for any of the steps of their workflow. In this review we report and critically discuss the state-of-the-art knowledge on the application of AI models in Infection and Inflammation nuclear medicine imaging.

Authors

  • Margarita Kirienko
    Department of Biomedical Sciences, Humanitas University, Milan, Pieve Emanuele, Italy.
  • Lara Cavinato
    MOX Laboratory, Department of Mathematics, Politecnico di Milano, Milan, Italy. Electronic address: lara.cavinato@polimi.it.
  • Martina Sollini
    Department of Biomedical Sciences, Humanitas University, Pieve Emanuele (Milan), Italy.