Token-guided multimodal prognosis in hepatocellular carcinoma: a framework steered by tumour-stroma ratio.

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Title: Token-guided multimodal prognosis in hepatocellular carcinoma: a framework steered by tumour-stroma ratio.
Authors: Huang HY; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Wu K; The Image Processing Center, School of Astronautics, Beihang University, Beijing, China., Qu LM; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China., Sun XD; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Li MY; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Wei F; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Zhang P; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Kow AWC; Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, National University Hospital Singapore, Singapore., Chen YG; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Jin MS; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China., Guo L; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China., Qiu W; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Wang M; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Shi XJ; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Ye JF; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Hu CH; The Image Processing Center, School of Astronautics, Beihang University, Beijing, China., Zhao YX; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Huang Y; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Fan ZQ; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China lvgy@jlu.edu.cn fanzhongqi@jlu.edu.cn yszheng@buaa.edu.cn xfy_73@buaa.edu.cn.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China., Zheng YS; School of Engineering Medicine, Beijing Advanced Innovation Center on Biomedical Engineering, Beihang University, Beijing, China lvgy@jlu.edu.cn fanzhongqi@jlu.edu.cn yszheng@buaa.edu.cn xfy_73@buaa.edu.cn., Xie FY; The Image Processing Center, School of Astronautics, Beihang University, Beijing, China lvgy@jlu.edu.cn fanzhongqi@jlu.edu.cn yszheng@buaa.edu.cn xfy_73@buaa.edu.cn., Lv GY; Department of Hepatobiliary and Pancreatic Surgery, General Surgery Center, First Hospital of Jilin University, Changchun, Jilin, China lvgy@jlu.edu.cn fanzhongqi@jlu.edu.cn yszheng@buaa.edu.cn xfy_73@buaa.edu.cn.; China-Singapore Belt and Road Joint Laboratory on Liver Disease Research, First Hospital of Jilin University, Changchun, Jilin, China.
Source: Gut [Gut] 2026 Mar 18. Date of Electronic Publication: 2026 Mar 18.
Publication Type: Journal Article
Journal Info: Publisher: British Medical Assn Country of Publication: England NLM ID: 2985108R Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1468-3288 (Electronic) Linking ISSN: 00175749 NLM ISO Abbreviation: Gut Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1468-3288
DOI:10.1136/gutjnl-2025-337945