AI Article Synopsis

  • Model-based iterative reconstruction (MBIR) enhances brain CT images by reducing noise and increasing spatial resolution compared to traditional methods.
  • A study with 41 acute ischemic stroke patients and 39 controls found that MBIR images demonstrated significantly lower noise levels and higher contrast-to-noise ratios (CNR) than hybrid IR images.
  • The results indicate that using thin-slice MBIR improved sensitivity and accuracy in detecting acute strokes in the middle cerebral artery territory, suggesting it may be beneficial for clinical diagnosis.

Article Abstract

Purpose: Model-based iterative reconstruction (MBIR) yields higher spatial resolution and a lower image noise than conventional reconstruction methods. We hypothesized that thin-slice MBIR designed for brain CT could improve the detectability of acute ischemic stroke in the middle cerebral artery (MCA) territory.

Methods: Included were 41 patients with acute ischemic stroke in the MCA territory; they were seen at 4 medical centers. The controls were 39 subjects without acute stroke. Images were reconstructed with hybrid IR and with MBIR designed for brain CT at slice thickness of 2 mm. We measured the image noise in the ventricle and compared the contrast-to-noise ratio (CNR) in the ischemic lesion. We analyzed the ability of reconstructed images to detect ischemic lesions using receiver operating characteristics (ROC) analysis; 8 observers read the routine clinical hybrid IR with 5 mm-thick images, while referring to 2 mm-thick hybrid IR images or MBIR images.

Results: The image noise was significantly lower on MBIR- than hybrid IR images (1.2 vs. 3.4, p < 0.001). The CNR was significantly higher with MBIR than hybrid IR (6.3 vs. 1.6, p < 0.001). The mean area under the ROC curve was also significantly higher on hybrid IR plus MBIR than hybrid IR (0.55 vs. 0.48, p < 0.036). Sensitivity, specificity, and accuracy were 41.2%, 88.8%, and 65.7%, respectively, for hybrid IR; they were 58.8%, 86.1%, and 72.9%, respectively, for hybrid IR plus MBIR.

Conclusion: The additional thin-slice MBIR designed for brain CT may improve the detection of acute MCA stroke.

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Source
http://dx.doi.org/10.1007/s00234-021-02745-4DOI Listing

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