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Updated: Jan 18, 2026

Optimized Management of Endovascular Treatment for Acute Ischemic Stroke
Published on: January 18, 2018
A Novel Nomogram for the Early Identification of Cardioembolic Stroke Using Clinical and Dual-Energy CT Features
Yao Dai1, Ying Zhao2, Ziyang Song1
1Department of Radiology, The Fourth Affiliated Hospital of Soochow University (Suzhou Dushu Lake Hospital), 215124 Suzhou, Jiangsu, China.
Insights
Identifying cardioembolic (CE) stroke is crucial for treatment. Dual-energy CT (DECT) quantitative thrombus parameters and clinical data combined in a nomogram showed high diagnostic performance for CE stroke.
Area of Science:
- Neurology
- Radiology
- Cardiology
Background:
- Identifying the etiology of acute ischemic stroke (AIS) is critical for secondary prevention and treatment.
- Cardioembolic (CE) stroke is a significant subtype requiring specific management strategies.
- Dual-energy computed tomography (DECT) offers quantitative insights into thrombus characteristics.
Purpose of the Study:
- To investigate DECT quantitative thrombus parameters associated with CE stroke.
- To develop and validate a nomogram combining DECT and clinical data for identifying CE stroke.
- To improve diagnostic accuracy for CE stroke etiology.
Main Methods:
- Retrospective review of AIS patients with anterior circulation and proximal intracranial occlusions (January 2020 - July 2022).
- Classification of patients into CE stroke and non-cardioembolic (NCE) stroke groups using TOAST criteria.
- Development and validation of a nomogram integrating clinical and DECT variables (e.g., normalized iodine concentration, gender, hypertension, NIHSS).
Main Results:
- A total of 96 patients were analyzed; 43 (45%) had CE stroke.
- Multivariable analysis identified normalized iodine concentration (NIC), gender, hypertension, and baseline NIHSS as independent predictors of CE stroke.
- The nomogram achieved an AUC of 0.929 in the study sample and 0.899 in the validation cohort.
Conclusions:
- A nomogram integrating clinical data and DECT quantitative thrombus parameters demonstrates strong diagnostic performance for CE stroke.
- This tool can aid in identifying CE stroke etiology, facilitating targeted secondary prevention and treatment.
- DECT quantitative analysis holds promise for improving stroke subtyping.
Background:
Identifying the etiology of acute ischemic stroke (AIS) is critical for secondary prevention and treatment choice in stroke patients. This study aimed to investigate the dual-energy computed tomography (DECT) quantitative thrombus parameters associated with cardioembolic (CE) stroke and develop a nomogram that combines DECT and clinical data to identify CE stroke.
Methods:
We retrospectively reviewed all consecutive patients from January 2020 to July 2022 with anterior circulation stroke and proximal intracranial occlusions. Patients were divided into CE stroke and non-cardioembolic (NCE) stroke groups according to the Trial of Org 10172 in Acute Stroke Treatment (TOAST) criteria. Univariable and multivariable logistic analyses were conducted, and a nomogram was developed by combining clinical and DECT variables. This nomogram was subsequently validated using an independent internal cohort of patients.
Results:
A total of 96 patients were analyzed, of which 43 (45%) were diagnosed with CE stroke. The multivariable analysis identified the following factors as being independently associated with CE stroke: normalized iodine concentration (NIC) (per 10-2 unit increase) (odds ratio (OR) = 1.598, 95% CI: 1.277-1.998; p < 0.001), gender (OR = 0.113, 95% CI: 0.028-0.446; p = 0.002), hypertension (OR = 0.204, 95% CI: 0.054-0.770; p = 0.019), and baseline National Institutes of Health Stroke Scale (NIHSS) (OR = 1.168, 95% CI: 1.053-1.296; p = 0.003). The matching nomogram displayed an area under the curve (AUC) of 0.929 in the study sample (n = 96) and 0.899 in the validation cohort (n = 29).
Conclusions:
A nomogram that combines clinical and DECT variables can display good diagnostic performance for CE stroke.
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