残肝对比增强图像上的放射学特征可预测部分肝切除术后肝细胞癌的预后

Meilong Wu , Liping Liu , Xiaojuan Wang , Ying Xiao , Shizhong Yang , Jiahong Dong
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引用次数: 0

摘要

背景和目的从术前对比增强计算机断层扫描(CT)图像中提取的放射学特征已被证明可预测肝细胞癌(HCC)的预后。然而,从术后残肝对比增强 CT 图像中提取的放射学特征对预后的作用仍不明确。本研究探讨了从 HCC 患者术后对比增强 CT 图像中提取的放射学特征的预后价值。方法从 78 例原发性 HCC 患者的术后对比增强 CT 图像中获取了可靠的放射学特征,并用于构建放射学评分。建立了一个临床模型和一个整合了临床病理指标和放射组学评分的组合模型。结果术后残肝放射组学评分是无病生存期(DFS)和总生存期(OS)的独立预后因素。综合模型在预测 DFS 方面并不逊色于临床模型,但在预测 OS 方面更胜一筹。净再分类指数证实,联合模型在预测 OS 和 DFS 方面更准确、更有效。DFS的放射组学评分与门静脉肿瘤血栓和术后中性粒细胞-淋巴细胞比值显著相关。结论 术后对比增强 CT 残肝放射学特征是有价值的预后指标,可以潜在地反映肿瘤负荷和术后炎症状态,为临床决策提供更多信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Radiomic features on contrast-enhanced images of the remnant liver predict the prognosis of hepatocellular carcinoma after partial hepatectomy

Background and aims

Radiomic features extracted from preoperative contrast-enhanced computed tomography (CT) images have been shown to predict the prognosis of hepatocellular carcinoma (HCC). However, the prognostic role of radiomic features obtained from postoperative contrast-enhanced CT images of the remnant liver remains unclear. This study explored the prognostic value of radiomic features extracted from postoperative contrast-enhanced CT images in patients with HCC.

Methods

Robust radiomic features were obtained from postoperative contrast-enhanced CT images for 78 patients with primary HCC and used to construct a radiomics score. A clinical model and a combined model that integrated clinicopathological indicators and the radiomics score were established. The predictive performance of the model was assessed using the concordance index and net reclassification index.

Results

The postoperative radiomics score for the remnant liver was an independent prognostic factor for disease-free survival (DFS) and overall survival (OS). The combined model was not inferior to the clinical model in predicting DFS but was superior in predicting OS. The net reclassification index confirmed that the combined model was more accurate and efficient in predicting OS and DFS. The radiomics score for DFS was significantly associated with tumor thrombus in the portal vein and the postoperative neutrophil-lymphocyte ratio. The radiomics score for OS was associated with multiple tumors, microvascular invasion, and tumor thrombus in the portal vein.

Conclusion

Postoperative contrast-enhanced CT radiomic features of the remnant liver were valuable prognostic indicators that could potentially reflect tumor burden and postoperative inflammatory status and provide more information for clinical decision-making.

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