Improved segmentation of multiple cavities of the heart in wideview 3-D transesophageal echocardiograms
Minimally invasive interventions in the heart such as in electrophysiology are becoming more and more important in clinical practice. Currently, preoperative computed tomography angiography (CTA) is used to provide anatomic information during electrophysiology interventions, but this does not provide real-time feedback and burdens the patient with additional radiation and side effects of the contrast agent. Three-dimensional transesophageal echocardiography (TEE) is an excellent modality for visualization of anatomic structures and instruments in real time, but some cavities, especially the left atrium, suffer from the limited coverage of the 3-D TEE volumes. This leads to difficulty in segmenting the left atrium. We propose replacing or complementing preoperative CTA imaging with wide-view TEE.We tested this proposal on 20 patients for which TEE image volumes covering the left atrium and CTA images were acquired. The TEE images were manually registered, and wide-view volumes were generated. Five heart cavities in single-view and wide-view TEE were segmented and compared with atlas based-segmentations derived from the CTA images. We found that the segmentation accuracy (Dice coefficients) improved relative to segmentation of single-view images by 5, 15 and 9 percentage points for the left atrium, right atrium and aorta, respectively.Average anatomic coverage was improved by 2, 29, 62 and 49 percentage points for the right ventricle, left atrium, right atrium and aorta, respectively. This finding confirms that wide-view 3-D TEEcan be useful in supporting electrophysiology interventions.
|Keywords||Active shape model, Electrophysiology, Expectation maximization, Gamma mixture model, Segmentation, Transesophageal echocardiography, Ultrasound|
|Persistent URL||dx.doi.org/10.1016/j.ultrasmedbio.2015.03.011, hdl.handle.net/1765/81161|
|Journal||Ultrasound in Medicine & Biology|
Haak, A, Ren, B, Mulder, H.W, Vegas-Sanchez-Ferrero, G, van Burken, G, van der Steen, A.F.W, … Bosch, J.G. (2015). Improved segmentation of multiple cavities of the heart in wideview 3-D transesophageal echocardiograms. Ultrasound in Medicine & Biology, 41(7), 1991–2000. doi:10.1016/j.ultrasmedbio.2015.03.011