AI in radiological imaging of soft-tissue and bone tumours: a systematic review evaluating against CLAIM and FUTURE-AI guidelines.

Journal: EBioMedicine
PMID: 40118007

Abstract

BACKGROUND: Soft-tissue and bone tumours (STBT) are rare, diagnostically challenging lesions with variable clinical behaviours and treatment approaches. This systematic review aims to provide an overview of Artificial Intelligence (AI) methods using radiological imaging for diagnosis and prognosis of these tumours, highlighting challenges in clinical translation, and evaluating study alignment with the Checklist for AI in Medical Imaging (CLAIM) and the FUTURE-AI international consensus guidelines for trustworthy and deployable AI to promote the clinical translation of AI methods.

Authors

  • Douwe J Spaanderman
    Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands. d.spaanderman@erasmusmc.nl.
  • Matthew Marzetti
    Department of Medical Physics, Leeds Teaching Hospitals NHS Trust, UK; Leeds Biomedical Research Centre, University of Leeds, UK.
  • Xinyi Wan
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: wan_xiaojiu@sina.com.
  • Andrew F Scarsbrook
    Department of Radiology, Leeds Teaching Hospitals NHS Trust, Leeds, United Kingdom.
  • Philip Robinson
    Department of Radiology, Leeds Teaching Hospitals NHS Trust, UK.
  • Edwin H G Oei
    Department of Radiology & Nuclear Medicine, University Medical Center Rotterdam, Rotterdam, The Netherlands.
  • Jacob J Visser
    Department of Radiology & Nuclear Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands.
  • Robert Hemke
    Division of Musculoskeletal Imaging and Intervention, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, 55 Fruit Street, YAW 6048, Boston, MA, 02114, USA.
  • Kirsten van Langevelde
    Department of Radiology, Leiden University Medical Center, Leiden, the Netherlands.
  • David F Hanff
    Department of Radiology and Nuclear Medicine, Erasmus MC, Rotterdam, The Netherlands.
  • Geert J L H van Leenders
    Department of Pathology, Erasmus MC Cancer Institute, Rotterdam, The Netherlands.
  • Cornelis Verhoef
    Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus MC Cancer Centre, University Medical Centre Rotterdam, the Netherlands.
  • Dirk J Grünhagen
    Department of Surgical Oncology and Gastrointestinal Surgery, Erasmus MC Cancer Centre, University Medical Centre Rotterdam, the Netherlands.
  • Wiro J Niessen
    Biomedical Imaging Group Rotterdam, Departments of Medical Informatics and Radiology, Erasmus University Medical Center, Rotterdam, the Netherlands.
  • Stefan Klein
  • Martijn P A Starmans
    Biomedical Imaging Group Rotterdam, Departments of Radiology and Nuclear Medicine Medical Informatics, Erasmus MC-University Medical Centre Rotterdam, Rotterdam, the Netherlands.

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