Deep learning-based iodine contrast-augmenting algorithm for low-contrast-dose liver CT to assess hypovascular hepatic metastasis
Taehee Lee, Seoul / Korea, Republic of
Author Block: T. Lee1, J-H. Yoon1, J. Park2, J. Lee1, J. W. Choi1, C. Ahn1, J-M. Lee1; 1Seoul/KR, 2Busan/KRPurpose: The study aimed to investigate the diagnostic value of low-contrast-dose liver CT using a deep learning-based iodine contrast-augmenting algorithm (DLICA) to assess hypovascular hepatic metastases.Methods or Background: This retrospective study included 128 patients who underwent contrast-enhanced DECT for hepatic metastasis surveillance between July 2019 and June 2022 using a 30% reduced iodine contrast dose in the portal phase. Three image types were reconstructed: 50-keV virtual monoenergetic images (50-keV VMI); linearly blended images simulating 120-kVp images (120-kVp); and post-processed 120-kVp images using DLICA (DLICA 120-kVp). Three reviewers evaluated lesion conspicuity, and contrast-to-noise ratios (CNRs) were measured from the regions of interest in the metastatic lesions and liver parenchyma. The detection performance for hepatic metastases was evaluated using a jackknife alternative free-response receiver operating characteristic method, with the consensus of two independent radiologists as the reference standard.Results or Findings: DLICA 120-kVp demonstrated significantly higher CNR of lesions to liver (- 7±3.1 vs. 3.8±2.1 vs. 3.8±2.1) and superior lesion conspicuity (4.0[3.3–4.3] vs. 3.7[3.0–4.0] vs. 3.7[3.0–4.0]) compared with 50-keV VMI and 120-kVp (P<0.001 for all). Although there was no significant difference of merit in the figure for lesion detection among the three methods (P=0.105), DLICA 120-kVp had a significantly higher figure of merit for lesions with a diameter <20 mm than 50-keV VMI (0.677 vs. 0.648, P=0.007). DLICA 120-kVp also demonstrated higher sensitivity on a per-lesion basis than the 50-keV VMI (81.2% vs. 72.9%, P<0.001).
Conclusion: DLICA 120-kVp provided higher lesion conspicuity and similar diagnostic performance to detect hypovascular hepatic metastases compared with 50 keV VMI. DLICA 120-kVp can serve as an alternative to 50keV VMI for improved detection of liver metastases, particularly in the case of smaller lesions, circumventing the need for high-end DECT equipment.Limitations: The retrospective study design and the small sample size were identified limitations.Funding for this study: This study was supported by a research grant from ClariPi (No. 06-2022-4530).Has your study been approved by an ethics committee? YesEthics committee - additional information: This retrospective study was approved by the Institutional Review Board of Seou National University Hospital and the requirement for written informed consent was waived.