A phantom study to optimise the automatic tube current modulation for chest CT in COVID-19.
Victor GombolevskiySergey MorozovValeria CherninaIvan BlokhinJenia VassilevaPublished in: European radiology experimental (2021)
On March 11, 2020, the World Health Organization declared the coronavirus disease 2019 (COVID-19) pandemic. The expert organisations recommend more cautious use of thoracic computed tomography (CT), opting for low-dose protocols. We aimed at determining a threshold value of automatic tube current modulation noise index below which there is a chance to miss an onset of ground-glass opacities (GGO) in COVID-19. A team of radiologists and medical physicists performed 25 phantom CT studies using different automatic tube current modulation settings (SUREExposure3D technology). We then conducted a retrospective evaluation of the chest CT images from 22 patients with COVID-19 and calculated the density difference between the GGO and unaffected tissue. Finally, the results were matched to the phantom study results to determine the minimum noise index threshold value. The minimum density difference at the onset of COVID-19 was 252 HU (p < 0.001). This was found to correspond to the SUREExposure 3D noise index of 36. We established the noise index threshold of 36 for the Canon scanner without iterative reconstructions, allowing for a decrease in the dose-length product by 80%. The proposed protocol needs to be validated in a prospective study.
Keyphrases
- image quality
- coronavirus disease
- dual energy
- computed tomography
- sars cov
- deep learning
- low dose
- air pollution
- positron emission tomography
- contrast enhanced
- machine learning
- healthcare
- magnetic resonance imaging
- respiratory syndrome coronavirus
- high dose
- artificial intelligence
- palliative care
- spinal cord
- pet ct
- clinical practice