Yildirim Abdullah, Genc Omer, Evlice Mert, Erdogan Aslan, Pacaci Emre, Ozderya Ahmet, Yerlikaya Murat Gokhan, Sezici Emre, Guler Yeliz, Sen Omer, Guler Ahmet, Akyuz Ali Riza, Korkmaz Levent, Kurt Ibrahim Halil
Department of Cardiology, University of Health Sciences, Adana City Training and Research Hospital, Adana, TÜRKIYE.
Department of Cardiology, University of Health Sciences, Basaksehir Cam & Sakura City Hospital, Istanbul, TÜRKIYE.
Biomark Med. 2025 May;19(9):305-316. doi: 10.1080/17520363.2025.2483157. Epub 2025 Mar 30.
This retrospective, multi-center study evaluates the relationships between novel liver function scoring systems - Albumin-Bilirubin (ALBI) score, EZ-ALBI, PALBI, and MELD-XI - and outcomes in patients undergoing transcatheter aortic valve implantation (TAVI). Feature importance was assessed with SHAP-values via the XGBoost-algorithm.
The ALBI score exhibited the strongest association with 30-day mortality after TAVI (AUC = 0.723, < 0.001), outperforming other scores in this regard and consistently demonstrating predictive power across various subgroup populations. Higher 30-day mortality rates were observed in the higher tertiles of the ALBI score compared to the lower tertiles (log-rank p-value = 0.004). The ALBI-based nomogram (C-index = 0.81, 95% CI:0.73-0.86, = 0 < 001) demonstrated superior predictive power for 30-day mortality post-TAVI compared to the STS (C-index = 0.71, 95% CI :0.64-0.77, = 0 < 001). In addition, the nomogram showed a significant improvement in reclassification (69.3%, < 0.001) and a stronger discrimination 15.2%, < 0.001) compared to the STS. It integrates nine variables, first ALBI score (SHAP:1.165), including NYHA class (0.594), body mass index (0.510), glomerular filtration rate, creatinine, hemoglobin, gender, predilatation requirement, presence of chronic kidney disease, and providing a comprehensive risk assessment tool.
This study exhibits the significance of liver dysfunction with AS patients and suggests incorporating liver function parameters in pre-operative risk assessments for better clinical outcomes in TAVI procedures.
本项回顾性多中心研究评估了新型肝功能评分系统——白蛋白-胆红素(ALBI)评分、EZ-ALBI、PALBI和MELD-XI与经导管主动脉瓣植入术(TAVI)患者预后之间的关系。通过XGBoost算法使用SHAP值评估特征重要性。
ALBI评分与TAVI术后30天死亡率的相关性最强(AUC = 0.723,P < 0.001),在这方面优于其他评分,并在各亚组人群中始终显示出预测能力。与较低三分位数相比,ALBI评分较高三分位数的患者30天死亡率更高(对数秩p值 = 0.004)。基于ALBI的列线图(C指数 = 0.81,95%CI:0.73 - 0.86,P = 0 < 0.001)在预测TAVI术后30天死亡率方面显示出优于胸外科医师协会(STS)评分(C指数 = 0.71,95%CI: .64 - 0.77,P = 0 < 0.001)的预测能力。此外,与STS评分相比,列线图在重新分类方面有显著改善(69.3%,P < 0.001),且区分能力更强(15.2%,P < 0.001)。它整合了九个变量,首先是ALBI评分(SHAP:1.165),包括纽约心脏协会(NYHA)分级(0.594)、体重指数(0.510)、肾小球滤过率、肌酐、血红蛋白、性别、预扩张需求、慢性肾脏病的存在情况,提供了一个全面的风险评估工具。
本研究显示了肝功能不全在主动脉瓣狭窄(AS)患者中的重要性,并建议在术前风险评估中纳入肝功能参数,以在TAVI手术中获得更好的临床结果。