| Literature DB >> 32548284 |
Dariya I Malyarenko1, David C Newitt2, Ghoncheh Amouzandeh1, Lisa J Wilmes2, Ek T Tan3, Luca Marinelli4, Ajit Devaraj5, Johannes M Peeters6, Shivraman Giri7, Axel Vom Endt8, Nola M Hylton2, Savannah C Partridge9, Thomas L Chenevert1.
Abstract
The presented analysis of multisite, multiplatform clinical oncology trial data sought to enhance quantitative utility of the apparent diffusion coefficient (ADC) metric, derived from diffusion-weighted magnetic resonance imaging, by reducing technical interplatform variability owing to systematic gradient nonlinearity (GNL). This study tested the feasibility and effectiveness of a retrospective GNL correction (GNC) implementation for quantitative quality control phantom data, as well as in a representative subset of 60 subjects from the ACRIN 6698 breast cancer therapy response trial who were scanned on 6 different gradient systems. The GNL ADC correction based on a previously developed formalism was applied to trace-DWI using system-specific gradient-channel fields derived from vendor-provided spherical harmonic tables. For quantitative DWI phantom images acquired in typical breast imaging positions, the GNC improved interplatform accuracy from a median of 6% down to 0.5% and reproducibility of 11% down to 2.5%. Across studied trial subjects, GNC increased low ADC (<1 µm2/ms) tumor volume by 16% and histogram percentiles by 5%-8%, uniformly shifting percentile-dependent ADC thresholds by ∼0.06 µm2/ms. This feasibility study lays the grounds for retrospective GNC implementation in multiplatform clinical imaging trials to improve accuracy and reproducibility of ADC metrics used for breast cancer treatment response prediction.Entities:
Keywords: Nonuniform diffusion weighting; apparent diffusion coefficient; breast cancer therapy response; gradient nonlinearity bias; multi-platform clinical trials; retrospective correction
Mesh:
Year: 2020 PMID: 32548284 PMCID: PMC7289257 DOI: 10.18383/j.tom.2019.00025
Source DB: PubMed Journal: Tomography ISSN: 2379-1381