Diagnostic accuracy of a fast deep learning-based MRI protocol in diagnosing meniscal and ligament tears of the knee: comparison with standard MRI protocol
Fabio Lombardo, Negrar / Italy
Author Block: F. Lombardo, C. Longo, E. Oliboni, S. Crosara, G. Sala, T. Mignolli, G. Foti; Negrar/ITPurpose: The purpose of this study was to evaluate the diagnostic accuracy of a deep learning- (DL) based protocol in identifying meniscal and ligament tears of the knee in comparison to standard magnetic resonance imaging (MRI) protocol.Methods or Background: We included 88 consecutive patients (46 males and 42 females, mean age of - 2) between April and May 2023. All patients underwent standard MRI protocol, including multiplanar 3 mm T1W, STIR and DP fat-saturated sequences (acquisition time 18 minutes) and a fast protocol acquired with DL sequences (acquisition time 5 minutes) the same day. Four radiologists (21, 16, 13 and 5 years of experience, respectively), blinded to standard MRI protocol, evaluated the presence of meniscal and ligament tears on DL protocol images. Standard MRI images served as standard of reference (consensus reading of two additional experienced MSK radiologists). Diagnostic accuracy values of DL protocol (qualitative assessment) and inter-observer agreement were calculated.
Results or Findings: Standard MRI revealed the presence of meniscal tear in 45/88 patients (- 1%) and ligament tears in 37/88 cases (42.0%). Sensitivity, specificity and overall accuracy of DL protocol for meniscal and ligaments tear were 97.7% (44/45), 100% (43/43) and 98.9% (87/88), and 100% (37/37), 98.0% (50/51) and 98.9% (87/88), respectively. The diagnostic accuracy values of DL protocol were similar to those of standard protocol (p=0.43). Conversely, the acquisition time for DL protocol was significantly lower if compared to that of standard protocol (p=0.001).
The inter-observer agreement was near perfect (k=- 96).
Conclusion: Despite a significant reduction of acquisition time, the DL MRI protocol of the knee showed similar diagnostic accuracy value compared to standard MRI protocol.Limitations: The study is limited by its small sample size.Funding for this study: No funding was received for this study.Has your study been approved by an ethics committee? YesEthics committee - additional information: This study was approved by the relevant Institutional Research Board.