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Updated: Sep 27, 2025

An Experimental Paradigm for the Prediction of Post-Operative Pain PPOP
Published on: January 27, 2010
Nomogram for Postoperative Headache in Adult Patients Undergoing Elective Cardiac Surgery
Dashuai Wang1,2, Sheng Le1,3, Jia Wu4
1Department of Cardiovascular Surgery Union Hospital Tongji Medical CollegeHuazhong University of Science and Technology Wuhan China.
Insights
Postoperative headache (POH) after cardiac surgery affects 23.5% of patients. Researchers identified 8 key risk factors and developed a validated nomogram to predict POH risk, aiding clinical decision-making.
Area of Science:
- Cardiology
- Neurosurgery
- Anesthesiology
Background:
- Postoperative headache (POH) is a common complication following cardiac surgery.
- Limited research exists on identifying specific risk factors for POH.
- Developing a predictive tool for POH is crucial for patient management.
Purpose of the Study:
- To identify and analyze risk factors associated with POH after elective cardiac surgery.
- To develop and validate a predictive system for POH.
- To establish clinical utility for risk stratification and individualized treatment.
Main Methods:
- Retrospective analysis of adult patients undergoing elective open-heart surgery (2016-2020).
- Data split into training (2/3) and validation (1/3) sets.
- Univariate and multivariate analyses to identify predictors; nomogram construction and validation.
Main Results:
- POH occurred in 23.5% (3154/13440) of patients; overall mortality was 2.3%.
- Eight independent risk factors identified: female sex, younger age, smoking, chronic headache, hypertension, low LVEF, longer CPB time, and RBC transfusion.
- A validated nomogram demonstrated good calibration, discrimination, and clinical utility, with 3 risk intervals defined.
Conclusions:
- A nomogram model incorporating 8 predictors for POH after elective cardiac surgery was successfully developed and validated.
- This tool shows potential for clinical risk assessment, decision-making, and personalized POH management.
- The nomogram facilitates risk stratification into distinct intervals for practical clinical application.
Abstract:
Background Postoperative headache (POH) is frequent after cardiac surgery; however, few studies on risk factors for POH exist. The aims of the current study were to explore risk factors related to POH after elective cardiac surgery and to establish a predictive system. Methods and Results Adult patients undergoing elective open-heart surgery under cardiopulmonary bypass from 2016 to 2020 in 4 cardiac centers were retrospectively included. Two thirds of the patients were randomly allocated to a training set and one third to a validation set. Predictors for POH were selected by univariate and multivariate analysis. POH developed in 3154 of the 13 440 included patients (23.5%) and the overall mortality rate was 2.3%. Eight independent risk factors for POH after elective cardiac surgery were identified, including female sex, younger age, smoking history, chronic headache history, hypertension, lower left ventricular ejection fraction, longer cardiopulmonary bypass time, and more intraoperative transfusion of red blood cells. A nomogram based on the multivariate model was constructed, with reasonable calibration and discrimination, and was well validated. Decision curve analysis revealed good clinical utility. Finally, 3 risk intervals were divided to better facilitate clinical application. Conclusions A nomogram model for POH after elective cardiac surgery was developed and validated using 8 predictors, which may have potential application value in clinical risk assessment, decision-making, and individualized treatment associated with POH.
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