C-reactive protein to albumin ratio is a key indicator in a predictive model for anastomosis leakage after esophagectomy: Application of classification and regression tree analysis.
Thorac Cancer
; 10(4): 728-737, 2019 04.
Article
en En
| MEDLINE
| ID: mdl-30734487
ABSTRACT
BACKGROUND:
Anastomotic leakage (AL), a serious complication after esophagectomy, might impair patient quality of life, prolong hospital stay, and even lead to surgery-related death. The aim of this study was to show a novel decision model based on classification and regression tree (CART) analysis for the prediction of postoperative AL among patients who have undergone esophagectomy.METHODS:
A total of 450 patients (training set 356; test set 94) with perioperative information were included. A decision tree model was established to identify the predictors of AL in the training set, which was validated in the test set. A receiver operating characteristic curve was also created to illustrate the diagnostic ability of the decision model.RESULTS:
A total of 12.2% (55/450) of the 450 patients suffered AL, which was diagnosed at median postoperative day 7 (range 6-16). The decision tree model, containing surgical duration, postoperative lymphocyte count, and postoperative C-reactive protein to albumin ratio, was established by CART analysis. Among the three variables, the postoperative C-reactive protein to albumin ratio was identified as the most important indicator in the CART model with normalized importance of 100%. According to the results validated in the test set, the sensitivity, specificity, positive and negative predictive value, and diagnostic accuracy of the prediction model were 80%, 98.8%, 88.9%, 97.6%, and 96.8%, respectively. Moreover, the area under the receiver operating characteristic curve was 0.95.CONCLUSION:
The decision model based on CART analysis presented good performance for predicting AL, and might allow the early identification of patients at high risk.Palabras clave
Texto completo:
1
Banco de datos:
MEDLINE
Asunto principal:
Proteína C-Reactiva
/
Esofagectomía
/
Fuga Anastomótica
/
Albúmina Sérica Humana
Tipo de estudio:
Etiology_studies
/
Prognostic_studies
/
Risk_factors_studies
Límite:
Aged
/
Female
/
Humans
/
Male
/
Middle aged
Idioma:
En
Revista:
Thorac Cancer
Año:
2019
Tipo del documento:
Article
País de afiliación:
China