A radiomics approach to predict lymph node metastasis and clinical outcome of intrahepatic cholangiocarcinoma
EUROPEAN RADIOLOGY
Authors: Ji, Gu-Wei; Zhu, Fei-Peng; Zhang, Yu-Dong; Liu, Xi-Sheng; Wu, Fei-Yun; Wang, Ke; Xia, Yong-Xiang; Zhang, Yao-Dong; Jiang, Wang-Jie; Li, Xiang-Cheng; Wang, Xue-Hao
Abstract
ObjectivesThis study was conducted in order to establish and validate a radiomics model for predicting lymph node (LN) metastasis of intrahepatic cholangiocarcinoma (IHC) and to determine its prognostic value.MethodsFor this retrospective study, a radiomics model was developed in a primary cohort of 103 IHC patients who underwent curative-intent resection and lymphadenectomy. Radiomics features were extracted from arterial phase computed tomography (CT) scans. A radiomics signature was built based on highly reproducible features using the least absolute shrinkage and selection operator (LASSO) method. Multivariate logistic regression analysis was adopted to establish a radiomics model incorporating radiomics signature and other independent predictors. Model performance was determined by its discrimination, calibration, and clinical usefulness. The model was internally validated in 52 consecutive patients.ResultsThe radiomics signature comprised eight LN-status-related features and showed significant association with LN metastasis in both cohorts (p<0.001). A radiomics nomogram that incorporates radiomics signature and CA 19-9 level showed good calibration and discrimination in the primary cohort (AUC 0.8462) and validation cohort (AUC 0.8921). Promisingly, the radiomics nomogram yielded an AUC of 0.9224 in the CT-reported LN-negative subgroup. Decision curve analysis confirmed the clinical utility of this nomogram. High risk for metastasis portended significantly lower overall and recurrence-free survival than low risk for metastasis (both p<0.001). The radiomics nomogram was an independent preoperative predictor of overall and recurrence-free survival.ConclusionsOur radiomics model provided a robust diagnostic tool for prediction of LN metastasis, especially in CT-reported LN-negative IHC patients, that may facilitate clinical decision-making.Key Points center dot The radiomics nomogram showed good performance for prediction of LN metastasis in IHC patients, particularly in the CT-reported LN-negative subgroup.center dot Prognosis of high-risk patients remains dismal after curative-intent resection.center dot The radiomics model may facilitate clinical decision-making and define patient subsets benefiting most from surgery.
A high BNP level predicts an improvement in exercise tolerance after a successful catheter ablation of persistent atrial fibrillation
JOURNAL OF CARDIOVASCULAR ELECTROPHYSIOLOGY
Authors: Katsumata, Yoshinori; Tamura, Yuichi; Kimura, Takehiro; Kohsaka, Shun; Sadahiro, Taketaro; Nishiyama, Takahiko; Aizawa, Yoshiyasu; Azuma, Koichiro; Fukuda, Keiichi; Takatsuki, Seiji
Abstract
Introduction Restoration of sinus rhythm (SR) by catheter ablation (CA) of atrial fibrillation (AF) improves exercise tolerance. However, it is still unclear what characteristics of patients are contributing to an improvement in exercise tolerance after CA of AF without heart failure. Methods and results This study consisted of 51 consecutive patients with persistent or long-standing persistent AF without heart failure who were restored to SR for over 6 months by a successful CA. Exercise tolerance was evaluated by cardiopulmonary exercise testing before and 3 and 6 months after CA. The clinical characteristics contributing to an improvement in exercise tolerance was elucidated. The peak oxygen uptake (VO2)% significantly increased from 101.4 +/- 20.3% to 110.9 +/- 19.9% 3 months after the CA (P < .001). The improvement rate in the peak VO2% exhibited a positive correlation to the baseline brain natriuretic peptide (BNP; rho = 0.39, P < .01), but not to the age, AF duration, left ventricular ejection fraction, or left atrial size. The linear regression analysis revealed that the baseline BNP was an independent predictor of an improvement in the peak VO2% (coefficients = 0.32; 95% con?dence interval = 0.08, 0.54; P = .01). The peak VO2% improved significantly in the patients whose baseline BNP level was greater than 100 pg/mL, compared to the others (P < .01). These favorable findings were also observed 6 months after the CA. Conclusion Elimination of persistent AF by CA was associated with an improvement in exercise tolerance. This was particularly true in patients with high BNP values at baseline.