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CT perfusion stroke lesion threshold calibration between deconvolution algorithms

delete2023-12-05
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AI
K
Kevin J. Chung
D
Danny De Sarno
T
Ting‐Yim Lee *
DOI:10.1038/s41598-023-48700-6delete
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摘要

摘要

En 中文
CTP is an important diagnostic tool in managing patients with acute ischemic stroke, but challenges persist in the agreement of stroke lesion volumes and ischemic core-penumbra mismatch profiles determined with different CTP post-processing software. We investigated a systematic method of calibrating CTP stroke lesion thresholds between deconvolution algorithms using a digital perfusion phantom to improve inter-software agreement of mismatch profiles. Deconvolution-estimated cerebral blood flow (CBF) and Tmax was compared to the phantom ground truth via linear regression for one model-independent and two model-based deconvolution algorithms. Using the clinical standard of model-independent CBF<30% and Tmax>6 s as reference thresholds for ischemic core and penumbra, respectively, we determined that model-based CBF<15% and Tmax>6 s were the corresponding calibrated thresholds after accounting for quantitative differences revealed at linear regression. Calibrated thresholds were then validated in 63 patients with large vessel stroke by evaluating agreement (concordance and Cohen's kappa, kappa) between the two model-based and model-independent deconvolution methods in determining mismatch profiles used for clinical decision-making. Both model-based deconvolution methods achieved 95% concordance with model-independent assessment and Cohen's kappa was excellent (kappa=0.87; 95% confidence interval [CI] 0.72-1.00 and kappa=0.86; 95% CI 0.70-1.00). Our systematic method of calibrating CTP stroke lesion thresholds may help harmonize mismatch profiles determined by different software.
Keyword:
ACUTE ISCHEMIC-STROKE
CEREBRAL-BLOOD-FLOW
FINAL INFARCT
TIME
REPERFUSION
THROMBECTOMY
DIFFUSION
SELECTION
SOFTWARE
THERAPY
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期刊

Scientific Reports 封面图
Scientific Reports
IF:
3.9
论文数:
28.2W
被引数:
83.5W

机构

W
western university (university of western ontario)
学者数:
2.9W
论文数: 2.7W
被引数: 33
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