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DOI 10.1016/j.ijmedinf.2025.105991

Медицинская библиотека · International journal of medical informatics · 2025

Automated transcatheter heart valve 4DCT-based deformation assessment throughout the cardiac cycle: Towards enhanced long-term durability.

Busto Laura, Veiga César, González-Nóvoa José A, Campanioni Silvia, Martínez Carlos, Juan-Salvadores Pablo, Jiménez Víctor, Suárez Sofía, López-Campos José Ángel, Segade Abraham, Alba-Castro José L, Kütting Maximilian, Baz José A, Íñiguez Andrés

СтатьяПоддержка исследования: вне правительства СШАПеревод в очереди

Аннотация

BACKGROUND

Transcatheter heart valve (THV) durability is a critical concern, and its deformation may influence long-term performance. Current assessments rely on CT-based single-phase measurements and require a tedious analysis process, potentially overlooking deformation dynamics throughout the cardiac cycle.

METHODS

A fully automated artificial intelligence-based method was developed to assess THV deformation in post-transcatheter aortic valve implantation (TAVI) 4DCT scans. The approach involves segmenting the THV, extracting orthogonal cross-sections along its axis, fitting ellipses to these cross-sections, and computing eccentricity to analyze deformation over the cardiac cycle.

RESULTS

The method was evaluated in 21 TAVI patients with different self-expandable THV models, using one post-TAVI 4DCT series per patient. The THV inflow level exhibited the greatest eccentricity variations (0.35-0.69 among patients with the same THV model at end-diastole). Additionally, eccentricity varied throughout the cardiac cycle (0.23-0.57), highlighting the limitations of single-phase assessments in characterizing THV deformation.

CONCLUSIONS

This method enables automated THV deformation assessment based on cross-sectional eccentricity. Significant differences were observed at the inflow level, and cyclic variations suggest that full cardiac cycle analysis provides a more comprehensive evaluation than single-phase measurements. This approach may aid in optimizing THV durability and function while preventing related complications.

Для цитирования: Busto Laura, Veiga César, González-Nóvoa José A, Campanioni Silvia, Martínez Carlos, Juan-Salvadores Pablo, Jiménez Víctor, Suárez Sofía, López-Campos José Ángel, Segade Abraham, Alba-Castro José L, Kütting Maximilian, Baz José A, Íñiguez Andrés. Automated transcatheter heart valve 4DCT-based deformation assessment throughout the cardiac cycle: Towards enhanced long-term durability.. International journal of medical informatics. 2025. DOI: 10.1016/j.ijmedinf.2025.105991.

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