Society: AGA
Introduction:
Acute variceal bleeding (AVB) is a major cause of death in cirrhotic patients. We developed and internally validated a pragmatic model to predict the individualized risk of 30-day readmission with recurrent AVB in liver cirrhosis patients.
Methods:
Hospitalizations with a primary diagnosis of esophageal AVB were identified using the 2019's Nationwide Readmission Database (NRD). We utilized the NRD as it recognizes the same patient's index admissions and recognition of readmissions. Patients were excluded if aged <18 years, had non-AVB, end-stage renal disease, solid organ transplants, anticoagulation use, immunosuppression, para/quadriplegics, lymphomas/leukemias, or malignant tumors. We used supervised machine learning to input variables with increased association with recurrent AVB readmissions to undergo Least Absolute Shrinkage and Selection Operator (LASSO) penalized regression for selecting the best predictors. Receiver operating characteristic (ROC) curves assessed predictive power for each selected predictor and those with a poor threshold of discrimination [area under the curve (AUC <0.60)] were eliminated. The remaining predictors were utilized to develop a variceal AVB nomogram. The nomogram was internally validated using 10 fold cross validation, and ROC curves were generated along with bootstrapped Bias corrected (BC) 95% confidence intervals (CI) for the AUC. The Brier score was used to report measures of overall performance.
Results:
The prevalence of recurrent AVB readmissions was 2.65%. For the model predicting the risk, five predictors were included: Chronic pulmonary disease history (AUC 0.84± 0.003 ), Age >=50 years (AUC 0.61 ± 0.002), Transjugular intrahepatic portosystemic shunt (TIPS) during index hospitalization (AUC 0.89±0.003 ), Obesity (AUC 0.84± 0.002), history of cardiac arrhythmia (AUC 0.84± 0.002) (Figure 1). These variables were used to develop a nomogram that displayed outstanding discrimination AUC 0.91 (Bootstrap Bias Corrected 95%CI 0.90-0.92), correlating to a 91% probability of the model correctly assigning a higher score to patients at risk of recurrent variceal bleed readmission within 30 days of discharge (Figure 2A, 2B). Liu's index was used to determine the cut-off (21 points). Therefore patients with a score ≥ 21 were deemed at high risk for recurrent AVB readmission. For high-risk patients, with a sensitivity of 80.44% and a negative predictive value of 99.47%, the specificity was 100.00% with a positive predictive value of 100.00%. The Brier score was 0.005, indicating the good overall performance of the nomogram.
Conclusions:
The proposed nomogram score can be used to identify such patients with a risk for recurrent variceal bleed readmission within 30 days of discharge.

Figure 1: Individual Receiver operating characteristic (ROC) curves of selected predictors by penalized regression (LASSO) with acceptable discriminative power (ROC curve >0.60)
Figure 2: (A) The proposed risk nomogram; (B) ROC curve with mean cross validated area under the curve (CvAUC) after 10 fold cross validation. AUC: 0.91 (Bootstrap Bias Corrected 95%CI 0.90-0.92)
Background & Objective
Transjugular intrahepatic portosystemic shunt (TIPS) is an established treatment for portal hypertension complications. Still, the role of adjuvant variceal embolization is a matter of debate. Thus, we aim to evaluate the efficacy and safety of TIPS with variceal embolization versus TIPS alone to prevent variceal rebleeding.
Methods
We used PubMed, CENTRAL, and OVID to search for all randomized controlled trials (RCTs) and comparative observational studies up to June 17th, 2022. We pooled binary outcomes using risk ratios (RRs) presented with 95% confidence intervals (CIs) using RevMan 5.4. We prospectively published our protocol in PROSPERO with ID: CRD42022341354.
Results
We included 11 studies (two RCTs and 9 observational studies) with 1024 patients. Pooled RR favored TIPS with embolization in preventing variceal rebleeding (RR: 0.58 with 95% CI [0.44, 0.76]], p=0.0001); however, we found no difference between both groups regarding shunt dysfunction (RR: 0.92 with 95% CI [0.68, 1.23], p=0.57), encephalopathy (RR: 0.88 with 95% CI [0.70, 1.11], p=0.28), or death (RR: 0.97 with 95% CI [0.77, 1.22], p=0.78).
Conclusions
TIPS with embolization significantly prevented variceal rebleeding; however, there was no difference regarding shunt dysfunction, encephalopathy, or death. TIPS with embolization can be an effective strategy, especially in patients with cardio-fundal varices. Finally, more large-scale randomized controlled trials comparing TIPS plus embolization with balloon-occluded retrograde transvenous obliteration or endoscopic variceal ligation are still required.

Effect of TIPS plus embolization versus TIPS alone on A) variceal rebleeding; B) shunt dysfunction; C) Encephalopathy; and D) death.