Radiomics in gastrointestinal stromal tumours: an up-to-date review.
Antonio GalluzzoSofia BoccioliGinevra DantiFederica De MuzioMichela GabelloniRoberta FuscoAlessandra BorgheresiVincenza GranataAndrea GiovagnoniNicoletta GandolfoVittorio MielePublished in: Japanese journal of radiology (2023)
Gastrointestinal stromal tumours are rare mesenchymal neoplasms originating from the Cajal cells and represent the most common sarcomas in the gastroenteric tract. Symptoms may be absent or non-specific, ranging from fatigue and weight loss to acute abdomen. Nowadays endoscopy, echoendoscopy, contrast-enhanced computed tomography, magnetic resonance imaging and positron emission tomography are the main methods for diagnosis. Because of their rarity, these neoplasms may not be included immediately in the differential diagnosis of a solitary abdominal mass. Radiomics is an emerging technique that can extract medical imaging information, not visible to the human eye, transforming it into quantitative data. The purpose of this review is to demonstrate how radiomics can improve the already known imaging techniques by providing useful tools for the diagnosis, treatment, and prognosis of these tumours.
Keyphrases
- contrast enhanced
- computed tomography
- positron emission tomography
- magnetic resonance imaging
- diffusion weighted
- high resolution
- diffusion weighted imaging
- weight loss
- magnetic resonance
- dual energy
- healthcare
- image quality
- endothelial cells
- induced apoptosis
- pet imaging
- sleep quality
- cell cycle arrest
- lymph node metastasis
- bariatric surgery
- liver failure
- stem cells
- high grade
- electronic health record
- oxidative stress
- physical activity
- bone marrow
- mass spectrometry
- cell death
- body mass index
- signaling pathway
- weight gain
- rare case
- small bowel
- endoplasmic reticulum stress
- squamous cell carcinoma
- extracorporeal membrane oxygenation
- hepatitis b virus
- cell proliferation