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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
FullText Text:
  Availability: 0
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DbLabel: MEDLINE Ultimate
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PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
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  Data: Token-guided multimodal prognosis in hepatocellular carcinoma: a framework steered by tumour-stroma ratio.
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  Data: <searchLink fieldCode="AU" term="%22Huang+HY%22">Huang HY</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wu+K%22">Wu K</searchLink>; The Image Processing Center, School of Astronautics, Beihang University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Qu+LM%22">Qu LM</searchLink>; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China.<br /><searchLink fieldCode="AU" term="%22Sun+XD%22">Sun XD</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Li+MY%22">Li MY</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wei+F%22">Wei F</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Zhang+P%22">Zhang P</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Kow+AWC%22">Kow AWC</searchLink>; Division of Hepatobiliary & Pancreatic Surgery, Department of Surgery, National University Hospital Singapore, Singapore.<br /><searchLink fieldCode="AU" term="%22Chen+YG%22">Chen YG</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Jin+MS%22">Jin MS</searchLink>; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China.<br /><searchLink fieldCode="AU" term="%22Guo+L%22">Guo L</searchLink>; Department of Pathology, First Hospital of Jilin University, Changchun, Jilin, China.<br /><searchLink fieldCode="AU" term="%22Qiu+W%22">Qiu W</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Wang+M%22">Wang M</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Shi+XJ%22">Shi XJ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Ye+JF%22">Ye JF</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Hu+CH%22">Hu CH</searchLink>; The Image Processing Center, School of Astronautics, Beihang University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Zhao+YX%22">Zhao YX</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Huang+Y%22">Huang Y</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Fan+ZQ%22">Fan ZQ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Zheng+YS%22">Zheng YS</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Xie+FY%22">Xie FY</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Lv+GY%22">Lv GY</searchLink>; 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.
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