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A Nomogram Model to Predict Malignant Cerebral Edema in Ischemic Stroke Patients Treated with Endovascular
Mingyang Du1,2, Xianjun Huang3,4, Shun Li2
1Department of Neurology, Jinling Clinical College of Nanjing Medical University, Nanjing 210002, Jiangsu Province, People's Republic of China.
Purpose:
Malignant cerebral edema (MCE) in patients undergoing endovascular thrombectomy (EVT) is not uncommon and can reduce the benefit of EVT. We aimed to develop a nomogram model to predict the risk of MCE in ischemic stroke patients after EVT.
Patients And Methods:
We retrospectively collected patients treated with EVT caused by anterior circulation large vessel occlusion stroke at two comprehensive stroke centers. MCE was defined as midline shift >5 mm at the septum pellucidum or pineal gland with obliteration of the basal cisterns or the need for early decompressive hemicraniectomy. A multivariate logistic model was utilized to construct the best-fit nomogram model. The discrimination and calibration of the nomogram were estimated using the area under the receiver operating characteristic curve (AUC-ROC) and Hosmer-Lemeshow test.
Results:
A total of 370 patients (mean age, 67.2±11.9 years; male, 56.8%) were enrolled in the final analysis. Among them, 71 (19.2%) patients experienced MCE after EVT treatment. After adjustment for potential confounders, age, baseline National Institutes of Health Stroke Scale score, collateral circulation, fast blood glucose level and recanalization were independent predictors of MCE and were incorporated into the nomogram. The AUC-ROC value of the nomogram was 0.805 (95% confidence interval [CI]: 0.750-0.860). The Hosmer-Lemeshow goodness-of-fit test showed good calibration of the nomogram (P = 0.681).
Conclusion:
The nomogram composed of age, baseline National Institutes of Health Stroke Scale score, blood glucose level, collateral circulation and recanalization may predict the probability of MCE in anterior circulation large vessel occlusion stroke patients treated with EVT.
Insights
Malignant cerebral edema (MCE) is a risk after endovascular thrombectomy (EVT) for stroke. A new nomogram predicts MCE risk using age, stroke severity, glucose, and recanalization, aiding treatment decisions.
Area of Science:
- Neurology
- Neurosurgery
- Stroke Medicine
Background:
- Malignant cerebral edema (MCE) is a serious complication following endovascular thrombectomy (EVT) for ischemic stroke.
- MCE can significantly reduce the benefits of EVT and increase patient morbidity and mortality.
Purpose of the Study:
- To develop and validate a predictive model (nomogram) for MCE risk in patients undergoing EVT for anterior circulation large vessel occlusion stroke.
- To identify key clinical and imaging factors associated with MCE development post-EVT.
Main Methods:
- Retrospective analysis of 370 patients treated with EVT for anterior circulation large vessel occlusion stroke.
- MCE definition included midline shift >5 mm or need for decompressive hemicraniectomy.
- A multivariate logistic regression model was used to construct the nomogram, with discrimination assessed by AUC-ROC and calibration by the Hosmer-Lemeshow test.
Main Results:
- 19.2% of patients developed MCE post-EVT.
- Independent predictors of MCE identified were age, baseline National Institutes of Health Stroke Scale score, collateral circulation, blood glucose level, and recanalization.
- The nomogram demonstrated good predictive performance with an AUC-ROC of 0.805 and good calibration (P=0.681).
Conclusions:
- The developed nomogram effectively predicts MCE risk in ischemic stroke patients undergoing EVT.
- The nomogram incorporates readily available clinical and imaging parameters, facilitating clinical application.
- This tool can aid in patient selection and management strategies to mitigate MCE complications.
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