Reproducibility and postacquisition correction methods for quantitative magnetic resonance imaging of the anterior cruciate ligament (ACL)

Quantitative magnetic resonance imaging has been used to evaluate the structural integrity of knee joint structures. However, variations in acquisition parameters between scanners pose significant challenges. Understanding the effect of small differences in acquisition parameters for quantitative sequences is vital to the validity of cross-institutional studies, and for the harmonization of large, heterogeneous datasets to train machine learning models. The study objective was to assess the reproducibility of T-2* relaxometry and the constructive interference in steady-state sequence (CISS) across scanners, with minimal hardware-necessitated changes to acquisition parameters. It was hypothesized that there would be no significant differences between scanners in anterior cruciate ligament T-2* relaxation times and CISS signal intensities (SI). Secondarily, it was hypothesized that differences could be corrected by rescaling the SI distribution to harmonize between scanners. Seven volunteers were scanned on 3T Prisma and Tim Trio scanners (Siemens). Three correction methods were evaluated for T-2*: inverse echo time scaling, z-scoring, and Nyul histogram matching. For CISS, scans were normalized to cortical bone, scaled by the background noise ratio, and log-transformed. Before correction, significant mean differences of 6.0 +/- 3.2 ms (71.8%; p = 0.02) and 0.49 +/- 0.15 units (40.7%; p = 0.02) for T-2* and CISS across scanners were observed, respectively. After rescaling, T-2* differences decreased to 2.6 +/- 2.7 ms (23.9%; p = 0.03), 1.3 +/- 2.5 ms (10.9%; p = 0.13), and 1.27 +/- 3.0 ms (19.6%; p = 0.40) for inverse echo time, z-scoring, and Nyul, respectively, while CISS decreased to 0.01 +/- 0.11 units (4.0%; p = 0.87). These findings suggest that small acquisition parameter differences may lead to large changes in T-2* and SI values that must be reconciled to compare data across magnets.

Automated summary

This study aimed to assess the reproducibility of T-2* relaxometry and CISS signal across different scanners without changing hardware-necessitated parameters. The results suggest that small differences in acquisition parameters can lead to significant discrepancies in T-2* and CISS values across scanners, but these differences can be mitigated through rescaling the signal intensity distribution.