Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA.
Ann Surg Oncol. 2021 Apr;28(4):1982-1989. doi: 10.1245/s10434-020-09134-w. Epub 2020 Sep 20.
Currently, there are no methods to identify patients with an increased risk of liver metastases to guide patient selection for liver-directed therapies. We tried to determine whether quantitative image features (radiomics) of the liver obtained from preoperative staging CT scans at the time of initial colon resection differ in patients that subsequently develop liver metastases, extrahepatic metastases, or demonstrate prolonged disease-free survival.
Patients who underwent resection of stage II/III colon cancer from 2004 to 2012 with available preoperative CT scans were included in this single-institution, retrospective case-control study. Patients were grouped by initial recurrence patterns: liver recurrence, extrahepatic recurrence, or no evidence of disease at 5 years. Radiomic features of the liver parenchyma extracted from CT images were compared across groups.
The cohort consisted of 120 patients divided evenly between three recurrence groups, with an equal number of stage II and III patients in each group. After adjusting for multiple comparisons, 44 of 254 (17%) imaging features displayed different distributions across the three patient groups (p < 0.05), with the clearest distinction between those with liver recurrence and no evidence of disease. Increased heterogeneity in the liver parenchyma by radiomic analysis was protective of liver metastases.
CT radiomics is a promising tool to identify patients at high risk of developing liver metastases and is worthy of further investigation and validation.
目前,尚无方法能够识别肝转移风险增加的患者,从而指导患者选择针对肝脏的治疗方法。我们试图确定在初始结肠癌切除术前分期 CT 扫描中获得的肝脏定量图像特征(放射组学)是否在随后发生肝转移、肝外转移或表现出无病生存时间延长的患者中存在差异。
本单中心回顾性病例对照研究纳入了 2004 年至 2012 年间接受 II/III 期结肠癌切除术且术前 CT 扫描可获得的患者。患者按初始复发模式分组:肝复发、肝外复发或 5 年内无疾病证据。比较 CT 图像中肝脏实质的放射组学特征在各组之间的差异。
队列由 120 名患者组成,在三个复发组中平均分配,每组中 II 期和 III 期患者数量相等。在进行多次比较调整后,254 个影像学特征中有 44 个(17%)在三组患者之间分布不同(p<0.05),其中肝复发患者与无疾病证据患者之间的差异最明显。放射组学分析显示肝脏实质异质性增加可预防肝转移。
CT 放射组学是一种很有前途的工具,可以识别出发生肝转移风险较高的患者,值得进一步研究和验证。