MRI-based synthetic CT in the detection of knee osteoarthritis: Comparison with CT

Publication date

2023-11

Authors

Arbabi, Saeed
Foppen, WouterORCID 0000-0003-4970-8555
Gielis, Willem Paul
van Stralen, MORCID 0000-0002-3051-5000ISNI 0000000395962765
Jansen, Mylène P.ORCID 0000-0003-1929-6350
Arbabi, VahidORCID 0000-0003-3347-2891ISNI 0000000419547591
de Jong, Pim AORCID 0000-0003-4840-6854ISNI 0000000395539334
Weinans, HarrieORCID 0000-0002-2275-6170ISNI 0000000393288658
Seevinck, P.R.ISNI 0000000390489892

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Document Type

Article

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cc_by_nc_nd

Abstract

Magnetic resonance Imaging is the gold standard for assessment of soft tissues; however, X-ray-based techniques are required for evaluating bone-related pathologies. This study evaluated the performance of synthetic computed tomography (sCT), a novel MRI-based bone visualization technique, compared with CT, for the scoring of knee osteoarthritis. sCT images were generated from the 3T T1-weighted gradient-echo MR images using a trained machine learning algorithm. Two readers scored the severity of osteoarthritis in tibiofemoral and patellofemoral joints according to OACT, which enables the evaluation of osteoarthritis, from its characteristics of joint space narrowing, osteophytes, cysts and sclerosis in CT (and sCT) images. Cohen's κ was used to assess the interreader agreement for each modality, and intermodality agreement of CT- and sCT-based scores for each reader. We also compared the confidence level of readers for grading CT and sCT images using confidence scores collected during grading. Inter-reader agreement for tibiofemoral and patellofemoral joints were almost-perfect for both modalities (κ = 0.83-0.88). The intermodality agreement of osteoarthritis scores between CT and sCT was substantial to almost-perfect for tibiofemoral (κ = 0.63 and 0.84 for the two readers) and patellofemoral joints (κ = 0.78 and 0.81 for the two readers). The analysis of diagnosis confidence scores showed comparable visual quality of the two modalities, where both are showing acceptable confidence levels for scoring OA. In conclusion, in this single-center study, sCT and CT were comparable for the scoring of knee OA.

Keywords

CT, MRI, neural networks, osteoarthritis, synthetic CT, Orthopedics and Sports Medicine, Journal Article

Citation

Arbabi, S, Foppen, W, Gielis, W P, van Stralen, M, Jansen, M, Arbabi, V, de Jong, P A, Weinans, H & Seevinck, P 2023, 'MRI-based synthetic CT in the detection of knee osteoarthritis : Comparison with CT', Journal of Orthopaedic Research, vol. 41, no. 11, pp. 2530-2539. https://doi.org/10.1002/jor.25557