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Development and validation of a radiomics signature for clinically significant portal hypertension in cirrhosis (CHESS1701): a prospective multicenter study

机译:肝硬化临床上重要的门脉高压的放射学签名的开发和验证(CHESS1701):一项前瞻性多中心研究

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摘要

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, identifier: ) 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.
机译:临床上显着的门脉高压症(CSPH)与食管静脉曲张和明显的临床代偿失调的风险增加有关。但是,肝静脉压力梯度(HVPG)的测量是定义CSPH的金标准(HVPG≥10mm Hg)具有侵入性,因此不适合常规临床实践。这项研究旨在开发和验证一种基于放射组学的模型,作为一种准确检测肝硬化CSPH的无创方法。这项前瞻性多中心诊断试验(CHESS1701,标识符:)涉及2016年8月至2005年间来自中国五个肝中心的385例肝硬化患者2017年9月。收集在导管插入前14天内既有HVPG测量又有造影剂CT扫描的患者。基于CT图像的无创放射学模型,称为CSHV的rHVPG,是在由222名连续患者组成的训练队列中开发的,并在四个外部验证队列中对163名连续患者进行了前瞻性评估.rHVPG在CSPH的检测中表现良好C索引为0·849(95%CI:0·786-0·911)。 rHVPG在四个外部前瞻性验证队列中的应用仍然表现出色,C指数为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)。观察者之间和观察者内部协议的类内相关系数研究人员开发了一种放射性标记物,并对其进行了前瞻性验证,以作为一种无创性检测肝硬化CSPH的准确方法,rHVPG评估工具可促进CSPH的鉴定。当无法进行侵入性经颈静脉手术时,迅速。

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