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Internal Validation of Preoperative Inflammation-Nutrition Markers for Predicting Complications After Complex
Zhengyi Hu1, Bitao Zhu1, Xiaoxiao Wu1
1Department of Orthopedics 2, The Affiliated Taihe Hospital of Hubei University of Medicine, Shiyan, Hubei, 442000, People's Republic of China.
Background:
Complications after complex lower-extremity wound reconstruction remain common in clinically heterogeneous adult patients, many of whom are older and multimorbid. We evaluated whether adding the C-reactive protein-to-albumin ratio and prognostic nutritional index to a prespecified clinical baseline model improves internally validated prediction of 30-day clinically significant reconstruction-related complications.
Methods:
In a prospective single-center cohort from 2021 to 2024, consecutive adults undergoing complex lower-extremity reconstruction were enrolled. The C-reactive protein-to-albumin ratio and prognostic nutritional index were calculated from routine preoperative laboratories. A ridge-penalized logistic regression clinical baseline model was compared with an augmented model adding log-transformed C-reactive protein-to-albumin ratio and prognostic nutritional index. Internal validation used 5-fold cross-validation with out-of-fold predictions. Performance was assessed by area under the receiver operating characteristic curve (AUC) and Brier score; calibration and decision-curve analyses were interpreted descriptively from the internally validated predictions. Log-transformed C-reactive protein-to-albumin ratio was used as a monotonic skewness-reducing transformation rather than as a broader nonlinear biologic model.
Results:
Among 693 patients (median age 70.7 years; 62.3% male), 139 (20.1%) met the composite endpoint. Infection, necrosis, and additional unplanned interventions occurred in 12.1%, 7.6%, and 10.2%, respectively (non-mutually exclusive). The C-reactive protein-to-albumin ratio was higher (median 0.55 vs 0.19) and the prognostic nutritional index lower (43.2±4.2 vs 46.1±4.5) in patients with complications. With the augmented model, higher log-transformed C-reactive protein-to-albumin ratio and lower prognostic nutritional index shifted predicted risk in the expected direction. The augmented model improved discrimination from AUC 0.71 (0.65-0.75) to 0.79 (0.75-0.83), reduced Brier score (0.132 vs 0.147), and showed higher net benefit than the baseline model across an approximate 10-35% threshold range in exploratory decision-curve analysis.
Conclusion:
Routine preoperative C-reactive protein-to-albumin ratio and prognostic nutritional index may provide potentially useful incremental prognostic information for early complications after complex lower-extremity wound reconstruction, should be interpreted alongside clinical judgment, and external validation is warranted.