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Quantification and reduction of cross-vendor variation in multicenter DWI MR imaging: results of the Cancer Core Europe imaging task force.

Oliver Lukas Sedlaczek ,
Jens Kleesiek ,
Ferdia A Gallagher ,
Jacob Murray ,
Sebastian Prinz ,
Raquel Perez-Lopez ,
Evia Sala ,
Caroline Caramella ,
Sebastian Diffetock ,
Nathalie Lassau ,
Andrew N Priest ,
Chikako Suzuki ,
Roberto Vargas ,
Tommaso Giandini ,
Marta Vaiani ,
Antonella Messina ,
Lennart K Blomqvist ,
Regina G H Beets-Tan ,
Petra Oberrauch ,
Heinz-Peter Schlemmer ,
Michael Bach ,

Abstract

METHODS

Phantom and volunteer measurements (single-shot T2w and DW-EPI) were performed at the seven CCE sites using the MR hardware produced by three different vendors. Repeated measurements were performed at the sites and across the sites including a traveling volunteer, comparing qualitative and quantitative ROI-based results including an explorative radiomics analysis.

CONCLUSION

Harmonization of MR acquisition and post-processing parameters results in acceptable standard deviations for MR/DW imaging. MRI could be the tool in oncologic multicenter trials to overcome the limitations of RECIST-based response evaluation.

RESULTS

For DWI/ADC phantom measurements using a central post-processing algorithm, the maximum deviation could be decreased to 2%. However, there is no significant difference compared to a decentralized ADC value calculation at the respective MRI devices. In volunteers, the measurement variation in 2 repeated scans did not exceed 11% for ADC and is below 20% for single-shot T2w in systematic liver ROIs. The measurement variation between sites amounted to 20% for ADC and < 25% for single-shot T2w. Explorative radiomics classification experiments yield better results for ADC than for single-shot T2w.

KEY POINTS

• Harmonizing acquisition parameters and post-processing homogenization, standardized protocols result in acceptable standard deviations for multicenter MR-DWI studies. • Total measurement variation does not to exceed 11% for ADC in repeated measurements in repeated MR acquisitions, and below 20% for an identical volunteer travelling between sites. • Radiomic classification experiments were able to identify stable features allowing for reliable discrimination of different physiological tissue samples, even when using heterogeneous imaging data.

OBJECTIVES

In the Cancer Core Europe Consortium (CCE), standardized biomarkers are required for therapy monitoring oncologic multicenter clinical trials. Multiparametric functional MRI and particularly diffusion-weighted MRI offer evident advantages for noninvasive characterization of tumor viability compared to CT and RECIST. A quantification of the inter- and intraindividual variation occurring in this setting using different hardware is missing. In this study, the MRI protocol including DWI was standardized and the residual variability of measurement parameters quantified.

More about this publication

European radiology

Volume 32
Issue nr. 12
Pages 8617-8628
Publication date 01-12-2022

Full text links

Publisher website (DOI) 10.1007/s00330-022-08880-7
Europe PubMed Central 35678860
Pubmed 35678860

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