Artificial intelligence-enabled assessment of right ventricular to pulmonary artery coupling in patients undergoing transcatheter tricuspid valve intervention.

AIMS: Right ventricular to pulmonary artery (RV-PA) coupling has been established as a prognostic marker in patients with severe tricuspid regurgitation (TR) undergoing transcatheter tricuspid valve interventions (TTVI). RV-PA coupling assesses right ventricular systolic function related to pulmonary artery pressure levels, which are ideally measured by right heart catheterization. This study aimed to improve the RV-PA coupling concept by relating tricuspid annular plane systolic excursion (TAPSE) to mean pulmonary artery pressure (mPAP) levels. Moreover, instead of right heart catheterization, this study sought to employ an extreme gradient boosting (XGB) algorithm to predict mPAP levels based on standard echocardiographic parameters. METHODS AND RESULTS: This multicentre study included 737 patients undergoing TTVI for severe TR; among them, 55 patients from one institution served for external validation. Complete echocardiography and right heart catheterization data were available from all patients. The XGB algorithm trained on 10 echocardiographic parameters could reliably predict mPAP levels as evaluated on right heart catheterization data from external validation (Pearson correlation coefficient R: 0.68; P value: 1.3 × 10-8). Moreover, predicted mPAP (mPAPpredicted) levels were superior to echocardiographic systolic pulmonary artery pressure (sPAPechocardiography) levels in predicting 2-year mortality after TTVI [area under the curve (AUC): 0.607 vs. 0.520; P value: 1.9 × 10-6]. Furthermore, TAPSE/mPAPpredicted was superior to TAPSE/sPAPechocardiography in predicting 2-year mortality after TTVI (AUC: 0.633 vs. 0.586; P value: 0.008). Finally, patients with preserved RV-PA coupling (defined as TAPSE/mPAPpredicted > 0.617 mm/mmHg) showed significantly higher 2-year survival rates after TTVI than patients with reduced RV-PA coupling (81.5% vs. 58.8%, P < 0.001). Moreover, independent association between TAPSE/mPAPpredicted levels and 2-year mortality after TTVI was confirmed by multivariate regression analysis (P value: 6.3 × 10-4). CONCLUSION: Artificial intelligence-enabled RV-PA coupling assessment can refine risk stratification prior to TTVI without necessitating invasive right heart catheterization. A comparison with conservatively treated patients is mandatory to quantify the benefit of TTVI in accordance with RV-PA coupling.

Risk Stratification of Patients Undergoing Percutaneous Repair of Mitral and Tricuspid Valves Using a Multidimensional Geriatric Assessment.

BACKGROUND: Given their advanced age and high comorbidity, individual risk assessment is crucial in patients undergoing transcatheter mitral and tricuspid valve repair. Therefore, we evaluated the use of a comprehensive geriatric assessment score, the multidimensional prognostic index (MPI), for risk stratification in these patients. METHODS: We conducted a prospective, observational single-center study, including 226 patients undergoing percutaneous repair for mitral or tricuspid regurgitation. The MPI was calculated preprocedural and covers 8 domains (activities of daily living, instrumental activities of daily living, mental status, nutrition, risk of pressure ulcers, comorbidity, medication, and marital/cohabitation status). We sought to identify an association of MPI score with procedural outcomes and 6-month mortality. RESULTS: A total of 53.1% of patients were stratified as low risk according to MPI (MPI-1 group), 44.2% as medium risk (MPI-2 group), and 2.7% as high risk (MPI-3 group). Procedural efficacy and safety were similar between groups. The estimated survival rate at 6 months was 97±2% in MPI-1 group, 79±4% in MPI-2 group (hazard ratio, 6.90 [95% CI, 2.36-12.2]; P≤0.001) and 50±20% in MPI-3 group (hazard ratio, 20.3 [95% CI, 4.51-91.3]; P<0.001). An increase in 1 SD of the MPI score (0.14 points, possible range of MPI score 0-1) was associated with a hazard ratio of 2.13 (95% CI, 1.58-2.73; P≤0.001) for death after 6 months. The risk association of the MPI with mortality remained significant in multivariate analysis including risk factors, such as peripheral artery disease and NT-proBNP (N-terminal pro-B-type natriuretic peptide) levels. CONCLUSIONS: A comprehensive geriatric assessment with the MPI score provides additional information on mortality risk beyond established cardiovascular risk factors.