Predicting response to non-selective beta-blockers with liver-spleen stiffness and heart rate in patients with liver cirrhosis and high-risk varices

被引:3
|
作者
Giuffre, Mauro [1 ,2 ,4 ]
Dupont, Johannes [1 ,3 ]
Visintin, Alessia [4 ]
Masutti, Flora [4 ]
Monica, Fabio [5 ]
You, Kisung [6 ]
Shung, Dennis L. [1 ]
Croce, Lory Saveria [2 ,4 ]
机构
[1] Yale Univ, Yale Sch Med, Dept Internal Med Digest Dis, New Haven, CT 06510 USA
[2] Univ Trieste, Dept Med Surg & Hlth Sci, Trieste, Italy
[3] Univ Cologne, Fac Med, Cologne, Germany
[4] Trieste Univ Hosp, Liver Clin, Trieste, Italy
[5] Trieste Univ Hosp, Gastroenterol & Endoscopy Unit, Trieste, Italy
[6] CUNY Bernard M Baruch Coll, Dept Math, New York, NY 10010 USA
关键词
Liver cirrhosis; High-risk varices; Non-selective beta-blockers (NSBB); Primary prophylaxis; Spleen stiffness (SS); Liver stiffness (LS); Hepatic venous pressure gradient (HVPG); Elastography; Variceal hemorrhage; Machine learning; PORTAL-HYPERTENSION; DIAGNOSIS; ELASTOGRAPHY; ESOPHAGEAL; CONSENSUS; PRESSURE; UPDATE;
D O I
10.1007/s12072-024-10649-7
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Introduction Non-selective beta-blockers (NSBB) are used for primary prophylaxis in patients with liver cirrhosis and high-risk varices (HRVs). Assessing therapeutic response is challenging due to the invasive nature of hepatic venous pressure gradient (HVPG) measurement. This study aims to define a noninvasive machine-learning based approach to determine response to NSBB in patients with liver cirrhosis and HRVs. Methods We conducted a prospective study on a cohort of cirrhotic patients with documented HRVs receiving NSBB treatment. Patients were followed-up with clinical and elastography appointments at 3, 6, and 12 months after NSBB treatment initiation. NSBB response was defined as stationary or downstaging variceal grading at the 12-month esophagogastroduodenoscopy (EGD). In contrast, non-response was defined as upstaging variceal grading at the 12-month EGD or at least one variceal hemorrhage episode during the 12-month follow-up. We chose cut-off values for univariate and multivariate model with 100% specificity. Results According to least absolute shrinkage and selection operator (LASSO) regression, spleen stiffness (SS) and liver stiffness (LS) percentual decrease, along with changes in heart rate (HR) at 3 months were the most significant predictors of NSBB response. A decrease > 11.5% in SS, > 16.8% in LS, and > 25.3% in HR was associated with better prediction of clinical response to NSBB. SS percentual decrease showed the highest accuracy (86.4%) with high sensitivity (78.8%) when compared to LS and HR. The multivariate model incorporating SS, LS, and HR showed the highest discrimination and calibration metrics (AUROC = 0.96), with the optimal cut-off of 0.90 (sensitivity 94.2%, specificity 100%, PPV 95.7%, NPV 100%, accuracy 97.5%).
引用
收藏
页码:460 / 471
页数:12
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