Low-energy virtual monochromatic CT with deep-learning image reconstruction to improve detection of endoleak
Author Block: T. Higashigawa1, Y. Ichikawa1, K. Nakajima2, T. Kobayashi1, K. Domae1, A. Yamazaki1, N. Kato1, H. Sakuma1; 1Tsu/JP, 2Ise/JP
Purpose: To evaluate the diagnostic performance of low-energy virtual monochromatic CT imaging (VMI) combined with deep-learning image reconstruction (DLIR) for the detection of endoleaks.
Methods or Background: A cohort of 71 patients after endovascular aortic repair who underwent dynamic contrast-enhanced CT between March 2022 and August 2023 were studied. Raw data were reconstructed using three different methods: 70-keV VMI using conventional hybrid iterative reconstruction (HIR [ASiR-V50%]), and 40- and 70-keV VMI using DLIR (TrueFidelity-H). Contrast-to-noise ratio (CNR) of the endoleaks on venous phase CT was calculated. Three observers assessed the presence or absence of endoleak on a 5-point scale, taking into account the confidence level: score-1, endoleaks are definitely not present; score-2, probably not present; score-3, may be present; score-4, probably present; score-5, definitely present. A score of 3 or higher was considered positive for endoleak.
Results or Findings: Endoleaks were observed in 41 (58%) of 71 subjects. The CNRs of endoleaks were significantly higher in 40-keV DLIR (17.1±9.8) compared to 70-keV HIR (6.4±3.8; P<0.001) and 70-keV DLIR (10.2±6.2; P<0.001). ROC analysis for endoleak detection showed that AUC for 40-keV DLIR (0.92-0.99) was the largest for all observers (70-keV DLIR, 0.91-0.97; 70-keV HIR, 0.88-0.96). The percentage of patients with endoleaks who were correctly identified with a confidence level of ≥ score-4 in 40-keV VMI with DLIR was significantly higher compared to those in 70-keV VMI with HIR in one observer (Observer1, 85%(35/41) vs 73%(30/41), P=0.02; Observer2, 85%(35/41) vs 78%(32/41), P=0.20; Observer3, 98%(40/41) vs 90%(37/41), P=0.10, respectively).
Conclusion: The 40-keV VMI combined with DLIR reconstruction method improves the CNR of endoleaks and may help to correctly identify endoleaks with higher confidence compared to 70-keV VMI with HIR.
Limitations: The limitations of the study is the relatively small study population.
Funding for this study: No funding was received for this study.
Has your study been approved by an ethics committee? Yes
Ethics committee - additional information: The study was approved by institutional review board (approval number; H2019-207).