1
|
Cao J, Mroueh N, Mercaldo N, Lennartz S, Kongboonvijit S, Srinivas Rao S, Pisuchpen N, Baliyan V, Pierce TT, Anderson MA, Sertic M, Shenoy-Bhangle AS, Kambadakone AR, Atzen S. Detectability of Hypoattenuating Liver Lesions with Deep Learning CT Reconstruction: A Phantom and Patient Study. Radiology 2024; 313:e232749. [PMID: 39377679 PMCID: PMC11535864 DOI: 10.1148/radiol.232749] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2023] [Revised: 06/12/2024] [Accepted: 07/29/2024] [Indexed: 10/09/2024]
Abstract
Background CT deep learning image reconstruction (DLIR) improves image quality by reducing noise compared with adaptive statistical iterative reconstruction-V (ASIR-V). However, objective assessment of low-contrast lesion detectability is lacking. Purpose To investigate low-contrast detectability of hypoattenuating liver lesions on CT scans reconstructed with DLIR compared with CT scans reconstructed with ASIR-V in a patient and a phantom study. Materials and Methods This single-center retrospective study included patients undergoing portal venous phase abdominal CT between February and May 2021 and a low-contrast-resolution phantom scanned with the same protocol. Four reconstructions (ASIR-V at 40% strength [ASIR-V 40] and DLIR at three strengths) were generated. Five radiologists qualitatively assessed the images using the five-point Likert scale for image quality, lesion diagnostic confidence, conspicuity, and small lesion (≤1 cm) visibility. Up to two key lesions per patient, confirmed at histopathologic testing or at prior or follow-up imaging studies, were included. Lesion-to-background contrast-to-noise ratio was calculated. Interreader variability was analyzed. Intergroup qualitative and quantitative metrics were compared between DLIR and ASIR-V 40 using proportional odds logistic regression models. Results Eighty-six liver lesions (mean size, 15 mm ± 9.5 [SD]) in 50 patients (median age, 62 years [IQR, 57-73 years]; 27 [54%] female patients) were included. Differences were not detected for various qualitative low-contrast detectability metrics between ASIR-V 40 and DLIR (P > .05). Quantitatively, medium-strength DLIR and high-strength DLIR yielded higher lesion-to-background contrast-to-noise ratios than ASIR-V 40 (medium-strength DLIR vs ASIR-V 40: odds ratio [OR], 1.96 [95% CI: 1.65, 2.33]; high-strength DLIR vs ASIR-V 40: OR, 5.36 [95% CI: 3.68, 7.82]; P < .001). Low-contrast lesion attenuation was reduced by 2.8-3.6 HU with DLIR. Interreader agreement was moderate to very good for the qualitative metrics. Subgroup analysis based on lesion size of larger than 1 cm and 1 cm or smaller yielded similar results (P > .05). Qualitatively, phantom study results were similar to those in patients (P > .05). Conclusion The detectability of low-contrast liver lesions was similar on CT scans reconstructed with low-, medium-, and high-strength DLIR and ASIR-V 40 in both patient and phantom studies. Lesion-to-background contrast-to-noise ratios were higher for DLIR medium- and high-strength reconstructions compared with ASIR-V 40. © RSNA, 2024 Supplemental material is available for this article.
Collapse
Affiliation(s)
| | | | - Nathaniel Mercaldo
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Simon Lennartz
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Sasiprang Kongboonvijit
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Shravya Srinivas Rao
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Nisanard Pisuchpen
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Vinit Baliyan
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Theodore T. Pierce
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Mark A. Anderson
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Madeleine Sertic
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Anuradha S. Shenoy-Bhangle
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Avinash R. Kambadakone
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| | - Sarah Atzen
- From the Department of Radiology, Division of Abdominal Radiology,
Massachusetts General Hospital, Harvard Medical School, 55 Fruit St, White 270,
Boston, MA 02114-2696 (J.C., N. Mroueh, N. Mercaldo, S.L., S.K., S.S.R., N.P.,
V.B., T.T.P., M.A.A., M.S., A.S.S.B., A.R.K.); Institute for Diagnostic and
Interventional Radiology, Faculty of Medicine, University Cologne, University
Hospital Cologne, Cologne, Germany (S.L.); and Department of Radiology, Faculty
of Medicine, King Chulalongkorn Memorial Hospital, Thai Red Cross Society,
Chulalongkorn University, Bangkok, Thailand (S.K., N.P.)
| |
Collapse
|