Radiomic applications in upper gastrointestinal cancer surgery

被引:0
|
作者
Doyle, Joseph P. P. [1 ]
Patel, Pranav H. H. [1 ]
Petrou, Nikoletta [1 ]
Shur, Joshua [2 ]
Orton, Matthew [2 ]
Kumar, Sacheen [1 ,3 ]
Bhogal, Ricky H. H. [1 ,3 ]
机构
[1] Royal Marsden Hosp NHS Fdn Trust, Dept Surg, 203 Fulham Rd, London SW3 6JJ, England
[2] Royal Marsden Hosp NHS Fdn Trust, Dept Radiol, 203 Fulham Rd, London SW3 6JJ, England
[3] Inst Canc Res, Upper GI Surg Oncol Res Grp, 123 Old Brompton Rd, London SW7 3RP, England
关键词
Upper gastrointestinal cancer; Surgery; Radiomics; Image processing; Artificial intelligence; LYMPH-NODE METASTASIS; PANCREATIC DUCTAL ADENOCARCINOMA; PATHOLOGICAL COMPLETE RESPONSE; CT-BASED RADIOMICS; PREOPERATIVE PREDICTION; ESOPHAGEAL CANCER; RESECTION MARGIN; LIVER-FAILURE; NOMOGRAM; CHEMORADIOTHERAPY;
D O I
10.1007/s00423-023-02951-z
中图分类号
R61 [外科手术学];
学科分类号
摘要
IntroductionCross-sectional imaging plays an integral role in the management of upper gastrointestinal (UGI) cancer, from initial diagnosis and staging to determining appropriate treatment strategies. Subjective imaging interpretation has known limitations. The field of radiomics has evolved to extract quantitative data from medical imaging and relate these to biological processes. The key concept behind radiomics is that the high-throughput analysis of quantitative imaging features can provide predictive or prognostic information, with the goal of providing individualised care.ObjectiveRadiomic studies have shown promising utility in upper gastrointestinal oncology, highlighting a potential role in determining stage of disease and degree of tumour differentiation and predicting recurrence-free survival. This narrative review aims to provide an insight into the concepts underpinning radiomics, as well as its potential applications for guiding treatment and surgical decision-making in upper gastrointestinal malignancy.ConclusionOutcomes from studies to date have been promising; however, further standardisation and collaboration are required. Large prospective studies with external validation and evaluation of radiomic integration into clinical pathways are needed. Future research should now focus on translating the promising utility of radiomics into meaningful patient outcomes.
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页数:14
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