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Correlation Analysis Between Low-Density Lipoprotein and Clinical Prognosis in Aneurysmal Subarachnoid Hemorrhage: A
Zhixing Wang1, Yongxing Li2, Mengdi Gao3
1Department of Neurosurgery, The Affiliated Hospital of Qingdao University.
Insights
Elevated low-density lipoprotein (LDL) levels, particularly preoperative and mean levels, predict poor outcomes in aneurysmal subarachnoid hemorrhage (aSAH) patients. Combining LDL with clinical data improves prognostic accuracy.
Area of Science:
- Neurology
- Cardiovascular Medicine
- Biomarker Research
Background:
- Low-density lipoprotein (LDL) is a key biomarker for cardiovascular and cerebrovascular diseases.
- The prognostic value of LDL in aneurysmal subarachnoid hemorrhage (aSAH) is not well understood.
Purpose of the Study:
- To investigate the association between LDL levels and clinical prognosis in aSAH patients.
- To develop a predictive model for aSAH outcomes incorporating LDL levels.
Main Methods:
- Retrospective observational study of 204 aSAH patients (2015-2022).
- Analysis included demographic data, LDL levels (preoperative, postoperative, mean), aneurysm details, and Glasgow Coma Scale (GCS) scores.
- Multivariate logistic regression, LASSO regression, ROC curve, and DCA were used for analysis.
Main Results:
- Significant differences in LDL levels were found between good and adverse prognosis groups.
- Elevated preoperative, postoperative, and mean LDL levels correlated with adverse outcomes.
- A combined model of LDL and clinical characteristics achieved an AUC of 0.836.
Conclusions:
- LDL levels, especially preoperative and mean, are crucial predictors of postoperative prognosis in aSAH.
- A predictive model integrating LDL and clinical data can aid in identifying high-risk patients and optimizing treatment strategies.
Background:
Low-density lipoprotein (LDL) serves as a critical biomarker for cardiovascular and cerebrovascular diseases, potentially influencing disease progression and prognosis. However, the relationship between LDL and the clinical prognostic value of aneurysmal subarachnoid hemorrhage (aSAH) remains underexplored.
Methods:
This retrospective observational study enrolled 204 patients diagnosed with aneurysmal aSAH. Data collected from 2015 to 2022 encompassed demographic characteristics, preoperative and postoperative LDL levels, aneurysm details, and Glasgow Coma Scale (GCS) scores. Patients were stratified into 2 groups based on their clinical outcomes. Multivariate logistic regression and Least Absolute Shrinkage and Selection Operator (LASSO) regression models were used to identify key predictors. The receiver operating characteristic (ROC) curve and decision curve analysis (DCA) were utilized to evaluate model performance.
Results:
Significant differences in LDL levels were observed between the good and adverse prognosis groups. Elevated LDL levels, particularly preoperative, postoperative, and mean LDL levels, were associated with adverse clinical outcomes. Multivariate regression analysis revealed that increased LDL levels contributed to poorer postoperative clinical prognoses. Integrating LDL levels with clinical characteristics enhanced prediction accuracy, achieving an area under the curve (AUC) of 0.836.
Conclusion:
LDL level represents a crucial predictor of postoperative clinical prognosis in patients with aSAH, especially preoperative and mean LDL levels. A model combining LDL data with clinical characteristics can effectively guide clinical decision-making, facilitate the identification of high-risk patients, and optimize intervention strategies.
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