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Radiomics score: a potential prognostic imaging feature for postoperative survival of solitary HCC patients

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机构: [1]Fudan Univ, Dept Liver Surg & Transplantat, Liver Canc Inst, Zhongshan Hosp, 180 Fenglin Rd, Shanghai 200032, Peoples R China [2]Fudan Univ, Key Lab Carcinogenesis & Canc Invas, 180 Fenglin Rd, Shanghai 200032, Peoples R China [3]Fudan Univ, Inst Biomed Sci, Shanghai 200032, Peoples R China [4]Fudan Univ, Zhongshan Hosp, Dept Pathol, Shanghai 200032, Peoples R China [5]Fudan Univ, Zhongshan Hosp, Dept Radiol, Shanghai 200032, Peoples R China [6]Shanghai Jiao Tong Univ, Sch Med, Affiliated Tongren Hosp, Dept Hematol, Shanghai, Peoples R China [7]Fudan Univ, State Key Lab Genet Engn, Shanghai, Peoples R China
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关键词: Hepatocellular carcinoma Prognosis Multidetector computed tomography Nomogram

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Background: Radiomics is an emerging field in oncological research. In this study, we aimed at developing a radiomics score (rad-score) to estimate postoperative recurrence and survival in patients with solitary hepatocellular carcinoma (HCC). Methods: A total of 319 solitary HCC patients (training cohort: n = 212; validation cohort: n = 107) were enrolled. Radiomics features were extracted from the artery phase of preoperatively acquired computed tomography (CT) in all patients. A rad-score was generated by using the least absolute shrinkage and selection operator (lasso) logistic model. Kaplan-Meier and Cox's hazard regression analyses were used to evaluate the prognostic significance of the rad-score. Final nomograms predicting recurrence and survival of solitary HCC patients were established based on the rad-score and clinicopathological factors. C-index and calibration statistics were used to assess the performance of nomograms. Results: Six potential radiomics features were selected out of 110 texture features to formulate the rad-score. Low rad-score positively correlated with aggressive tumor phenotypes, like larger tumor size and vascular invasion. Meanwhile, low rad-score was significantly associated with increased recurrence and reduced survival. In addition, multivariate analysis identified the rad-score as an independent prognostic factor (recurrence: Hazard ratio (HR): 2.472, 95% confident interval (CI): 1.339-4.564, p = 0.004;survival: HR: 1.558, 95%CI: 1.022-2.375, p = 0.039). Notably, the nomogram integrating rad-score had a better prognostic performance as compared with traditional staging systems. These results were further confirmed in the validation cohort. Conclusions: The preoperative CT image based rad-score was an independent prognostic factor for the postoperative outcome of solitary HCC patients. This score may be complementary to the current staging system and help to stratify individualized treatments for solitary HCC patients.

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出版当年[2017]版:
大类 | 3 区 医学
小类 | 3 区 肿瘤学
最新[2025]版:
大类 | 3 区 医学
小类 | 3 区 肿瘤学
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出版当年[2016]版:
Q2 ONCOLOGY
最新[2023]版:
Q2 ONCOLOGY

影响因子: 最新[2023版] 最新五年平均 出版当年[2016版] 出版当年五年平均 出版前一年[2015版] 出版后一年[2017版]

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第一作者机构: [1]Fudan Univ, Dept Liver Surg & Transplantat, Liver Canc Inst, Zhongshan Hosp, 180 Fenglin Rd, Shanghai 200032, Peoples R China [2]Fudan Univ, Key Lab Carcinogenesis & Canc Invas, 180 Fenglin Rd, Shanghai 200032, Peoples R China
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通讯机构: [1]Fudan Univ, Dept Liver Surg & Transplantat, Liver Canc Inst, Zhongshan Hosp, 180 Fenglin Rd, Shanghai 200032, Peoples R China [2]Fudan Univ, Key Lab Carcinogenesis & Canc Invas, 180 Fenglin Rd, Shanghai 200032, Peoples R China [7]Fudan Univ, State Key Lab Genet Engn, Shanghai, Peoples R China
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