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Predict Postoperative Anemia of Patients: Nomogram Construction and Validation
Yimin Dai1, Chang Han2,1, Xisheng Weng2
1Peking Union Medical College, Eight-year MD program, Chinese Academy of Medical Sciences, Beijing, China.
Postoperative anemia after total knee arthroplasty (TKA) is common. A new nomogram identifies key risk factors including female sex, low BMI, low hemoglobin, high ESR, and bilateral TKA to predict anemia risk.
Area of Science:
- Orthopedic Surgery
- Anesthesiology
- Hematology
Background:
- Blood loss is a significant complication following Total Knee Arthroplasty (TKA).
- Postoperative anemia after TKA can lead to adverse outcomes, including increased infection rates and prolonged hospital stays.
- Predictive tools for anemia can aid in patient blood management strategies.
Purpose of the Study:
- To identify independent preoperative risk factors for anemia in patients undergoing TKA.
- To develop and validate a predictive nomogram for postoperative anemia after TKA.
Main Methods:
- Retrospective analysis of 2,165 TKA patients (2015-2019).
- Logistic regression analysis to identify preoperative risk factors.
- Construction and validation of a nomogram using AUC, calibration curves, and decision curve analysis (DCA).
Main Results:
- Five independent predictors for anemia were identified: female sex, lower Body Mass Index (BMI), lower preoperative hemoglobin (Hb), higher preoperative Erythrocyte Sedimentation Rate (ESR), and simultaneous bilateral TKA.
- The nomogram demonstrated good predictive performance with AUCs of 74.6% (training) and 68.8% (validation).
- Calibration curves confirmed the nomogram's accuracy, and DCA indicated its clinical utility.
Conclusions:
- Female sex, lower BMI, lower preoperative Hb, higher preoperative ESR, and simultaneous bilateral TKA are significant risk factors for postoperative anemia (<9.0 g/dL) in TKA patients.
- A practical nomogram has been developed to predict the risk of postoperative anemia, aiding in patient management.
- The study provides evidence-level 4 for its findings regarding TKA-associated anemia risk factors.
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