Development and Validation of a Predictive Model for Liver Failure After Transarterial Chemoembolization Using Gadoxetic Acid-Enhanced MRI and Functional Liver Imaging Score

IF 4.7 2区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Academic Radiology Pub Date : 2025-06-01 Epub Date: 2025-01-14 DOI:10.1016/j.acra.2024.12.068
Xinru Wu MD, Yihuan Wang MD, Yiwei He MD, Yongbo Yang MD
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Abstract

Rationale and Objectives

Post-transarterial chemoembolization liver failure (PTLF) is a potentially fatal complication of transarterial chemoembolization (TACE). Accurate preoperative prediction of PTLF is crucial for improving patient outcomes. This study aimed to develop and validate a prediction model based on the functional liver imaging score (FLIS) to assess the risk of PTLF.

Materials and Methods

A total of 156 patients underwent Gadoxetic acid-enhanced MRI within four weeks before TACE. Two radiologists, unaware of the clinical data, independently assessed FLIS on hepatobiliary phase images to quantitatively assess liver function. Univariate and multivariate logistic regression analyses identified independent predictors of PTLF. A nomogram was developed and subjected to internal validation through bootstrap resampling of 1000 samples. The model’s performance was conducted through the area under the curve (AUC), Hosmer–Lemeshow test, calibration curves, and decision curve analysis (DCA). P< 0.05 was considered statistically significant.

Results

PTLF occurred in 37.2% of patients (58/156). Significant differences were observed in factors such as portal vein thrombosis, albumin, aspartate transaminase, international normalized ratio (INR), model for end-stage liver disease scoring, albumin–bilirubin score, and FLIS. Multivariate analysis showed FLIS, portal vein thrombosis, and INR as independent predictors. The model achieved an AUC of 0.759, with 87.8% specificity and 56.9% sensitivity, and demonstrated good calibration (χ² = 7.101, P = 0.526). Calibration curves and DCA confirmed its clinical utility.

Conclusion

This FLIS-based prediction model performs well in predicting PTLF, potentially serving as a practical clinical tool.
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利用钆醋酸增强核磁共振成像和肝脏功能成像评分开发并验证经动脉化疗栓塞术后肝衰竭预测模型
理由和目的:经动脉化疗栓塞后肝衰竭(PTLF)是经动脉化疗栓塞(TACE)的潜在致命并发症。术前准确预测PTLF对改善患者预后至关重要。本研究旨在建立并验证基于肝脏功能影像学评分(FLIS)的预测模型,以评估PTLF的风险。材料与方法:156例患者在TACE术前4周内接受了加多西酸增强MRI检查。两名放射科医生在不了解临床数据的情况下,独立评估了FLIS在肝胆期图像上的定量评估肝功能。单因素和多因素logistic回归分析确定了PTLF的独立预测因子。通过1000个样本的自举重采样,开发了一个nomogram并进行了内部验证。通过曲线下面积(AUC)、Hosmer-Lemeshow检验、校准曲线和决策曲线分析(DCA)对模型进行性能测试。结果:PTLF发生率为37.2%(58/156)。门静脉血栓形成、白蛋白、天冬氨酸转氨酶、国际标准化比值(INR)、终末期肝病评分模型、白蛋白-胆红素评分、FLIS等指标差异均有统计学意义。多变量分析显示FLIS、门静脉血栓形成和INR是独立的预测因子。该模型的AUC为0.759,特异度为87.8%,灵敏度为56.9%,具有良好的定标性(χ²= 7.101,P=0.526)。校正曲线和DCA证实了其临床应用价值。结论:基于flis的PTLF预测模型能较好地预测PTLF,有望成为实用的临床工具。
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来源期刊
Academic Radiology
Academic Radiology 医学-核医学
CiteScore
7.60
自引率
10.40%
发文量
432
审稿时长
18 days
期刊介绍: Academic Radiology publishes original reports of clinical and laboratory investigations in diagnostic imaging, the diagnostic use of radioactive isotopes, computed tomography, positron emission tomography, magnetic resonance imaging, ultrasound, digital subtraction angiography, image-guided interventions and related techniques. It also includes brief technical reports describing original observations, techniques, and instrumental developments; state-of-the-art reports on clinical issues, new technology and other topics of current medical importance; meta-analyses; scientific studies and opinions on radiologic education; and letters to the Editor.
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