Three-dimensional catheter navigation of airways using continuous-sweep limited angle fluoroscopy on a C-arm.
Martin G WagnerSarvesh PeriyasamySebastian SchaferPaul F LaesekeMichael A SpeidelPublished in: Journal of medical imaging (Bellingham, Wash.) (2021)
Purpose: To develop an imaging-based 3D catheter navigation system for transbronchial procedures including biopsy and tumor ablation using a single-plane C-arm x-ray system. The proposed system provides time-resolved catheter shape and position as well as motion compensated 3D airway roadmaps. Approach: A continuous-sweep limited angle (CLA) imaging mode where the C-arm continuously rotates back and forth within a limited angular range while acquiring x-ray images was used for device tracking. The catheter reconstruction was performed using a sliding window of the most recent x-ray images, which captures information on device shape and position versus time. The catheter was reconstructed using a model-based approach and was displayed together with the 3D airway roadmap extracted from a pre-navigational cone-beam CT (CBCT). The roadmap was updated in regular intervals using deformable registration to tomosynthesis reconstructions based on the CLA images. The approach was evaluated in a porcine study (three animals) and compared to a gold standard CBCT reconstruction of the device. Results: The average 3D root mean squared distance between CLA and CBCT reconstruction of the catheter centerline was 1 ± 0.5 mm for a stationary catheter and 2.9 ± 1.1 mm for a catheter moving at ∼ 1 cm / s . The average tip localization error was 1.3 ± 0.7 mm and 2.7 ± 1.8 mm , respectively. Conclusions: The results indicate catheter navigation based on the proposed single plane C-arm imaging technique is feasible with reconstruction errors similar to the diameter of a typical ablation catheter.
Keyphrases
- ultrasound guided
- high resolution
- image quality
- deep learning
- fine needle aspiration
- dual energy
- emergency department
- computed tomography
- magnetic resonance imaging
- magnetic resonance
- cystic fibrosis
- convolutional neural network
- cone beam
- photodynamic therapy
- health information
- electronic health record
- pet ct
- radiofrequency ablation