CHESS Group, Department of Interventional Therapy, Beijing Shijitan Hospital, Capital Medical University, Beijing, China.
CHESS Group, Hepatic Hemodynamic Lab, Institute of Hepatology, State Key Laboratory of Organ Failure Research, Nanfang Hospital, Southern Medical University, Guangzhou, China; School of Biomedical Engineering, Southern Medical University, Guangzhou, China.
EBioMedicine. 2018 Oct;36:151-158. doi: 10.1016/j.ebiom.2018.09.023. Epub 2018 Sep 27.
Clinically significant portal hypertension (CSPH) is associated with an incremental risk of esophageal varices and overt clinical decompensations. However, hepatic venous pressure gradient (HVPG) measurement, the gold standard for defining CSPH (HVPG≥10 mm Hg) is invasive and therefore not suitable for routine clinical practice. This study aims to develop and validate a radiomics-based model as a noninvasive method for accurate detection of CSPH in cirrhosis. The prospective multicenter diagnostic trial (CHESS1701, ClinicalTrials.gov identifier: NCT03138915) involved 385 patients with cirrhosis from five liver centers in China between August 2016 and September 2017. Patients who had both HVPG measurement and contrast-enhanced CT within 14 days prior to the catheterization were collected. The noninvasive radiomics model, termed rHVPG for CSPH was developed based on CT images in a training cohort consisted of 222 consecutive patients and the diagnostic performance was prospectively assessed in 163 consecutive patients in four external validation cohorts. rHVPG showed a good performance in detection of CSPH with a C-index of 0·849 (95%CI: 0·786-0·911). Application of rHVPG in four external prospective validation cohorts still gave excellent performance with the C-index of 0·889 (95%CI: 0·752-1·000, 0·800 (95%CI: 0·614-0·986), 0·917 (95%CI: 0·772-1·000), and 0·827 (95%CI: 0·618-1·000), respectively. Intraclass correlation coefficients for inter- and intra-observer agreement were 0·92-0·99 and 0·97-0·99, respectively. A radiomics signature was developed and prospectively validated as an accurate method for noninvasive detection of CSPH in cirrhosis. The tool of rHVPG assessment can facilitate the identification of CSPH rapidly when invasive transjugular procedure is not available.
临床上显著的门静脉高压症(CSPH)与食管静脉曲张和显性临床失代偿的风险增加有关。然而,肝静脉压力梯度(HVPG)测量是定义 CSPH 的金标准(HVPG≥10mmHg),具有侵入性,因此不适合常规临床实践。本研究旨在开发和验证一种基于放射组学的模型,作为一种非侵入性方法,用于准确检测肝硬化中的 CSPH。这项前瞻性多中心诊断试验(CHESS1701,ClinicalTrials.gov 标识符:NCT03138915)纳入了 2016 年 8 月至 2017 年 9 月期间来自中国五个肝脏中心的 385 例肝硬化患者。这些患者在进行经导管 HVPG 测量前 14 天内均进行了 HVPG 测量和对比增强 CT。该非侵入性放射组学模型被命名为 rHVPG for CSPH,是基于 222 例连续患者的 CT 图像建立的,其诊断性能在 4 个外部验证队列中的 163 例连续患者中进行了前瞻性评估。rHVPG 在检测 CSPH 方面表现良好,C 指数为 0.849(95%CI:0.786-0.911)。在四个外部前瞻性验证队列中应用 rHVPG 仍然具有优异的性能,C 指数分别为 0.889(95%CI:0.752-1.000)、0.800(95%CI:0.614-0.986)、0.917(95%CI:0.772-1.000)和 0.827(95%CI:0.618-1.000)。观察者间和观察者内的组内相关系数分别为 0.92-0.99 和 0.97-0.99。放射组学特征已被开发并前瞻性验证为一种准确的非侵入性检测肝硬化 CSPH 的方法。rHVPG 评估工具可在无法进行经颈静脉肝内门体分流术时,快速识别 CSPH。