Development and Validation of a Nomogram for Predicting Subtherapeutic Tacrolimus Blood Levels in Renal Transplant Recipients: A Multivariate Logistic Regression Analysis
Bowen Duan, Jinxian Gao, Bin Ge, Shujin Wu, Jing Yu
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引用次数: 0
Abstract
This study constructs a nomogram risk prediction model to identify factors affecting subtherapeutic tacrolimus (FK506) blood concentrations in postrenal transplant patients, enhancing clinical management. Data from renal transplant patients treated with tacrolimus from January to December 2023 were analyzed using multivariate logistic regression to identify risk factors. A nomogram model was constructed and validated through cross-validation and bootstrapping. Predictive performance was assessed via receiver operating characteristic curve and Hosmer– Lemeshow test. Among 340 patients, 224 achieved target FK506 concentrations (5-15 ng/mL). Independent risk factors for subtherapeutic levels included white blood cell count ≤4 × 10^9/L, total bilirubin >20 μmol/L, creatinine >73 μmol/L, and blood urea nitrogen ≤7.1 mmol/L. The model's receiver operating characteristic area under the curve was 0.84, with a Hosmer– Lemeshow test P-value of .386, indicating high predictive accuracy and good calibration. The nomogram effectively predicts subtherapeutic FK506 levels, providing a valuable tool for personalized patient management. Future research should refine and externally validate the model.
期刊介绍:
Transplantation Proceedings publishes several different categories of manuscripts, all of which undergo extensive peer review by recognized authorities in the field prior to their acceptance for publication.
The first type of manuscripts consists of sets of papers providing an in-depth expression of the current state of the art in various rapidly developing components of world transplantation biology and medicine. These manuscripts emanate from congresses of the affiliated transplantation societies, from Symposia sponsored by the Societies, as well as special Conferences and Workshops covering related topics.
Transplantation Proceedings also publishes several special sections including publication of Clinical Transplantation Proceedings, being rapid original contributions of preclinical and clinical experiences. These manuscripts undergo review by members of the Editorial Board.
Original basic or clinical science articles, clinical trials and case studies can be submitted to the journal?s open access companion title Transplantation Reports.