Low-iodine-dose computed tomography coupled with an artificial intelligence-based contrast-boosting technique in children: a retrospective study on comparison with conventional-iodine-dose computed tomography

• Published in: Pediatric radiology Vol. 54; no. 8; pp. 1315 - 1324
• Main Authors: Shin, Dong-Joo, Choi, Young Hun, Lee, Seul Bi, Cho, Yeon Jin, Lee, Seunghyun, Cheon, Jung-Eun
• Format: Journal Article
• Language: English
• Published: Berlin/Heidelberg Springer Berlin Heidelberg 01-07-2024; Springer Nature B.V
• Subjects: Abdomen; Adolescent; Artificial Intelligence; Attenuation; Blood vessels; Child; Child, Preschool; Children; Computed tomography; Conspicuity; Contrast Media - administration & dosage; Correlation coefficients; Female; Humans; Image contrast; Image enhancement; Image quality; Imaging; Infant; Iodine; Iohexol - administration & dosage; Lesions; Male; Medical imaging; Medicine; Medicine & Public Health; Neuroradiology; Noise levels; Nuclear Medicine; Oncology; Organs; Original; Original Article; Parameters; Pediatrics; Qualitative analysis; Quantitative analysis; Radiation; Radiation Dosage; Radiographic Image Interpretation, Computer-Assisted - methods; Radiography, Abdominal - methods; Radiology; Retrospective Studies; Signal to noise ratio; Tomography; Tomography, X-Ray Computed - methods; Ultrasound; Variance analysis; Image quality; Pediatrics; Computed tomography; Artificial intelligence; Contrast enhancement; Iodine
• ISSN: 1432-1998; 0301-0449; 1432-1998
• DOI: 10.1007/s00247-024-05953-1

Background
Low-iodine-dose computed tomography (CT) protocols have emerged to mitigate the risks associated with contrast injection, often resulting in decreased image quality.
Objective
To evaluate the image quality of low-iodine-dose CT combined with an artificial intelligence (AI)-based contrast-boosting technique in abdominal CT, compared to a standard-iodine-dose protocol in children.
Materials and methods
This single-center retrospective study included 35 pediatric patients (mean age 9.2 years, range 1–17 years) who underwent sequential abdominal CT scans—one with a standard-iodine-dose protocol (standard-dose group, Iobitridol 350 mgI/mL) and another with a low-iodine-dose protocol (low-dose group, Iohexol 240 mgI/mL)—within a 4-month interval from January 2022 to July 2022. The low-iodine CT protocol was reconstructed using an AI-based contrast-boosting technique (contrast-boosted group). Quantitative and qualitative parameters were measured in the three groups. For qualitative parameters, interobserver agreement was assessed using the intraclass correlation coefficient, and mean values were employed for subsequent analyses. For quantitative analysis of the three groups, repeated measures one-way analysis of variance with post hoc pairwise analysis was used. For qualitative analysis, the Friedman test followed by post hoc pairwise analysis was used. Paired
t
-tests were employed to compare radiation dose and iodine uptake between the standard- and low-dose groups.
Results
The standard-dose group exhibited higher attenuation, contrast-to-noise ratio (CNR), and signal-to-noise ratio (SNR) of organs and vessels compared to the low-dose group (all
P
-values < 0.05 except for liver SNR,
P
 = 0.12). However, noise levels did not differ between the standard- and low-dose groups (
P
 = 0.86). The contrast-boosted group had increased attenuation, CNR, and SNR of organs and vessels, and reduced noise compared with the low-dose group (all
P
 < 0.05). The contrast-boosted group showed no differences in attenuation, CNR, and SNR of organs and vessels (all
P
 > 0.05), and lower noise (
P
 = 0.002), than the standard-dose group. In qualitative analysis, the contrast-boosted group did not differ regarding vessel enhancement and lesion conspicuity (
P
 > 0.05) but had lower noise (
P
 < 0.05) and higher organ enhancement and artifacts (all
P
 < 0.05) than the standard-dose group. While iodine uptake was significantly reduced in low-iodine-dose CT (
P
 < 0.001), there was no difference in radiation dose between standard- and low-iodine-dose CT (all
P
 > 0.05).
Conclusion
Low-iodine-dose abdominal CT, combined with an AI-based contrast-boosting technique exhibited comparable organ and vessel enhancement, as well as lesion conspicuity compared to standard-iodine-dose CT in children. Moreover, image noise decreased in the contrast-boosted group, albeit with an increase in artifacts.
Graphical Abstract