Preoperative prediction of Ki-67 level in hepatocellular carcinoma based on radiomics signatures during Kupffer phase of Sonazoid contrast enhanced ultrasound
10.3760/cma.j.cn131148-20220616-00436
- VernacularTitle:基于Sonazoid超声造影库普弗期表现术前预测肝细胞癌Ki-67水平的影像组学研究
- Author:
Dan ZUO
1
;
Yi DONG
;
Hanzhang WANG
;
Yijie QIU
;
Xiaofan TIAN
;
Wenping WANG
Author Information
1. 复旦大学附属中山医院超声科，上海 200032
- Keywords:
Contrast enhanced ultrasound;
Hepatocellular carcinoma;
Ki-67 protein;
Radiomics
- From:
Chinese Journal of Ultrasonography
2023;32(2):123-128
- CountryChina
- Language:Chinese
-
Abstract:
Objective:To evaluate the value of Sonazoid contrast enhanced ultrasound (CEUS) in preoperative prediction of proliferating cell nuclear antigen 67 (Ki-67) level of hepatocellular carcinoma (HCC) by establishing predictive model based on radiomics features of Kupffer phase.Methods:From October 2020 to August 2021, patients with histologically confirmed HCC lesion and who underwent Sonazoid CEUS examination 1 week before surgery were prospectively enrolled. The radiomics signatures were extracted from the whole tumor region on gray scale images and Kupffer phase images. Two predictive radiomics models were constructed using radiomic method. The predictive performance of 2 models was compared.Results:A total of 50 patients with histologically confirmed single HCC lesions were prospectively enrolled in this study. Among them, histological results revealed 24 HCC lesions with high level representation of Ki-67 (>20%) and 26 HCC lesions with low level representation of Ki-67 (≤20%). Two radiomics predictive models were established based on gray scale images and Kupffer phase images respectively. While compared with model based on B-mode ultrasound images, model based on Kupffer phase images showed significantly higher area under receiver operating characteristic curve (0.753 vs 0.535, P=0.017), accuracy (0.720 vs 0.580, P=0.023) and sensitivity (0.458 vs 0.250, P=0.043). Calibration plot indicated that Kupffer phase model showed better consistency with the actual Ki-67 level than gray scale model. Conclusions:The radiomics model based on Kupffer phase features of Sonazoid CEUS is a preoperative and noninvasive prediction the presentation level of Ki-67 in HCC lesions.
