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Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging

Co-analysis of Brain Structure and Function using fMRI and Diffusion-weighted Imaging

Published on: November 8, 2012

An alternative approach to contrast-enhanced imaging: diffusion-weighted imaging and T₁-weighted imaging identifies

Harriet J Rogers¹, Martijn V Verhagen², Susan C Shelmerdine²

¹Developmental Imaging and Biophysics Section, Great Ormond Street Institute of Child Health, University College London, 30 Guilford Street, London, WC1N 1EH, UK. harriet.rogers.15@ucl.ac.uk.

European Radiology

|December 19, 2018

Abstract

Objectives:

Volume of necrosis in Wilms tumour is informative of chemotherapy response. Contrast-enhanced T₁-weighted MRI (T₁w) provides a measure of necrosis using gadolinium. This study aimed to develop a non-invasive method of identifying non-enhancing (necrotic) tissue in Wilms tumour.

Methods:

In this single centre, retrospective study, post-chemotherapy MRI data from 34 Wilms tumour patients were reviewed (March 2012-March 2017). Cases with multiple b value diffusion-weighted imaging (DWI) and T₁w imaging pre- and post-gadolinium were included. Fractional T₁ enhancement maps were generated from the gadolinium T₁w data. Multiple linear regression determined whether fitted parameters from a mono-exponential model (ADC) and bi-exponential model (IVIM - intravoxel incoherent motion) (D, D*, f) could predict fractional T₁ enhancement in Wilms tumours, using normalised pre-gadolinium T₁w (T₁w_norm) signal as an additional predictor. Measured and predicted fractional enhancement values were compared using the Bland-Altman plot. An optimum threshold for separating necrotic and viable tissue using fractional T₁ enhancement was established using ROC.

Results:

ADC and D (diffusion coefficient) provided the strongest predictors of fractional T₁ enhancement in tumour tissue (p < 0.001). Using the ADC-T₁w_norm model (adjusted R² = 0.4), little bias (mean difference = - 0.093, 95% confidence interval = [- 0.52, 0.34]) was shown between predicted and measured values of fractional enhancement and analysed via the Bland-Altman plot. The optimal threshold for differentiating viable and necrotic tissue was 33% fractional T₁ enhancement (based on measured values, AUC = 0.93; sensitivity = 85%; specificity = 90%).

Conclusions:

Combining ADC and T₁w imaging predicts enhancement in Wilms tumours and reliably identifies and measures necrotic tissue without gadolinium.

Key Points:

• Alternative method to identify necrotic tissue in Wilms tumour without using contrast agents but rather using diffusion and T ₁ weighted MRI. • A method is presented to visualise and quantify necrotic tissue in Wilms tumour without contrast. • The proposed method has the potential to reduce costs and burden to Wilms tumour patients who undergo longitudinal follow-up imaging as contrast agents are not used.

Keywords:

Diffusion Gadolinium Magnetic resonance imaging Necrosis Neoplasm

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