Deep Learning Reconstructed New-Generation 0.55 T MRI of the Knee-A Prospective Comparison With Conventional 3 T MRI.

Invest Radiol

From the Department of Radiology, University Hospital Basel, Basel, Switzerland (R.D., J.V., M.S., M.S., M.B., M.O., D.H., H.-C.B.); Siemens Healthineers, Erlangen, Germany (M.F., M.D.N.); and Department of Radiology, Balgrist University Hospital, Zürich, Switzerland (F.S., I.T.).

Published: December 2024

AI Article Synopsis

  • - The study aimed to compare the quality and effectiveness of deep learning reconstructed (DLR) 0.55 T MRI against the conventional 3 T MRI for identifying and grading knee injuries in trauma patients.
  • - Conducted on 26 patients, the study involved paired MRI scans, where four radiologists assessed the images based on quality, structural anomalies, and their confidence in reporting findings.
  • - Results indicated that DLR 0.55 T MRI achieved good image quality and nearly perfect agreement with 3 T MRI in identifying anomalies, proving it as a reliable alternative with high confidence levels from radiologists.

Article Abstract

Objectives: The aim of this study was to compare deep learning reconstructed (DLR) 0.55 T magnetic resonance imaging (MRI) quality, identification, and grading of structural anomalies and reader confidence levels with conventional 3 T knee MRI in patients with knee pain following trauma.

Materials And Methods: This prospective study of 26 symptomatic patients (5 women) includes 52 paired DLR 0.55 T and conventional 3 T MRI examinations obtained in 1 setting. A novel, commercially available DLR algorithm was employed for 0.55 T image reconstruction. Four board-certified radiologists reviewed all images independently and graded image quality, noted structural anomalies and their respective reporting confidence levels for the presence or absence, as well as grading of bone, cartilage, meniscus, ligament, and tendon lesions. Image quality and reader confidence levels were compared ( P < 0.05, significant), and MRI findings were correlated between 0.55 T and 3 T MRI using Cohen kappa (κ).

Results: In reader's consensus, good image quality was found for DLR 0.55 T MRI and 3 T MRI (3.8 vs 4.1/5 points, P = 0.06). There was near-perfect agreement between 0.55 T DLR and 3 T MRI regarding the identification of structural anomalies for all readers (each κ ≥ 0.80). Substantial to near-perfection agreement between 0.55 T and 3 T MRI was reported for grading of cartilage (κ = 0.65-0.86) and meniscus lesions (κ = 0.71-1.0). High confidence levels were found for all readers for DLR 0.55 T and 3 T MRI, with 3 readers showing higher confidence levels for reporting cartilage lesions on 3 T MRI.

Conclusions: In conclusion, new-generation 0.55 T DLR MRI provides good image quality, comparable to conventional 3 T MRI, and allows for reliable identification of internal derangement of the knee with high reader confidence.

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Source
http://dx.doi.org/10.1097/RLI.0000000000001093DOI Listing

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