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Magnetic Resonance Elastography for Early Assessment of Response to Neoadjuvant Chemotherapy in Women with Breast Cancer
Patriek Jurrius1,2, Omar Darwish3,4,5, Daniel Fovargue3, Belul Shifa6, Karen Welsh7, Joanna Bell7, Sarah-Jane Hamilton7, John Spence7, Giacomo Annio4, Renee Miller3, Marian Troelstra3, Ashutosh Kothari2, Hisham Hamed2, Georgina Bitsakou2, Ali Sever8, Sultana Hasso8, Yasmin Giambrone8, Isaac Daimiel Naranjo8, Katerina Ntailiani8, Keshthra Satchithananda9, Sarah Willson8, Sarah Pinder1,10, Anne Rigg11, David Nordsletten3, Radhouene Neji3,5, Tony Ng1, Arnie Purushotham1,2, and Ralph Sinkus3,4
1School of Cancer & Pharmaceutical Sciences, King's College London, London, United Kingdom, 2Oncoplastic breast surgery, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom, 3School of Biomedical Engineering & Imaging Sciences, King's College London, London, United Kingdom, 4Inserm U1148, LVTS, University Paris Diderot, Paris, France, 5MR Research Collaborations, Siemens Healthcare Ltd., Frimley, United Kingdom, 6Oncology and Haematology Clinical Trials, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom, 7MRI department, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom, 8Breast Radiology, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom, 9Breast Radiology, King's College Hospital NHS Foundation, London, United Kingdom, 10Histopathology, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom, 11Medical Oncology, Guy's & St. Thomas' NHS Foundation Trust, London, United Kingdom

Synopsis

Approximately one-third of women with breast cancer undergoing neoadjuvant chemotherapy (NACT) have no discernible disease response to their treatment yet are subjected to the potential side-effects of their treatment. Currently, response to NACT is assessed by determining tumour size, contrast avidity, and lymph node involvement on MRI pre-, mid- and post-treatment. As a result, women undergo 3-4 cycles of NACT with unknown efficacy. Changes in a tumour’s biomechanics as assessed by magnetic resonance elastography (MRE) after only one cycle of NACT correlate with response to treatment, allowing for early assessment of a patient’s response to NACT.

Introduction

Women with locally advanced, metastatic, triple negative or inoperable breast cancer, including young women with lymph node positive disease, are amenable to chemotherapy prior to surgery - neoadjuvant chemotherapy (NACT) - with the aim to downstage their cancer1–4. Typically, response to NACT is determined by assessing the tumour size, lymph node involvement and avidity of contrast enhancement on magnetic resonance imaging (MRI) at baseline (pre-NACT), after 3 cycles (mid-NACT) and at the end of chemotherapy (post-NACT) (Figure 1A). This requires a discernible change in size or uptake of a contrast agent to occur2–4. As a result, women would have received 3-4 cycles of each chemotherapy regimen before the efficacy can be determined. Ultimately, 31% of the breast cancer patients undergoing NACT will have no beneficial response or even disease progression3. Therefore, early identification of treatment resistance patients is pivotal in tailoring treatment to individual patients, thereby minimizing unnecessary toxicity and facilitating a better therapeutic response.
By fully integrating magnetic resonance elastography (MRE) into a routine MRI scanner, the tumour’s biomechanical properties can be assessed as early indicators of therapy response8. MRE is performed in addition to standard T1/T2-weighted, diffusion-weighted (DWI) and dynamic contrast-enhanced (DCE) anatomical sequences9–12.

Methods

Women ≥18 years, diagnosed with invasive breast cancer and scheduled to undergo NACT were recruited. MRE was carried out at 5 timepoints, 3 as part of the patients’ standard-of-care MRI scans and 2 additional MRE scans were performed post-cycle 1 of the first drug regimen and, following changing to a new NACT regimen, post-cycle 1 of the second drug(s) (Figure 1B). A routine breast biopsy RF-coil was used as the open design allowed for the addition of the MRE transducer, which produced mechanical waves in the breasts by driving two adjustable paddles in cranio-caudal direction13 (Figure 2). Clinical images were obtained on a 1.5T System Area (Siemens Healthcare, Germany) using the standard-of-care MR sequences. Guided by the anatomical MR images, MRE sequences were centred on the tumour core. The MRE data was acquired using the eXpresso13 sequence with 36 Hz actuation frequency14, 7 wave-phase offsets and fractional motion-encoding gradients15 at 20 mT/m strength. Imaging parameters of the protocol were: 16 slices, 3mm isotropic voxel size, a 128 x 128 acquisition matrix, GRAPPA acceleration factor of 2, resulting in a FOV of 384 x 384 x 48 mm3, and TE = 9.2ms in-phase. The total duration of the MRE scan was 7:17 minutes.
MRE informed about the biomechanics of the tumour, providing e.g., wave speed (cs [m/s]), storage modulus (G' [kPa]), loss modulus (G'' [kPa]) and phase angle ((2/π) * atan(G''/G')). Viscoelastic parameters were reconstructed from the displacement field by local inversion of the complex wave equation. A Gaussian filter was applied prior to the inversion to insure smoother spatial derivatives which were subsequently calculated in Fourier space16 (Figure 3).
Changes in biomechanical properties – in particular the wave speed cs – of the tumour between the pre-NACT and post-cycle 1.1 MRE scans and between mid-NACT and post-cycle 2.1 MRE scans were used to determine the treatment response. MRE findings were correlated with response to NACT, as determined by standard-of-care MRI assessment mid- and post-NACT.

Results

Forty women were recruited between September 2020 and October 2021. Of those, five women have now completed their NACT and their corresponding imaging (n=25 scans). Three women (NC008, NC009 and NC011) had a partial or complete response to their first NACT regimen. Their MRE derived mean wave speed in the tumour decreased following one cycle of NACT. Two women (NC001 and NC012) had disease progression whilst undergoing their first NACT regimen. The tumour’s mean wave speed increased between their pre-NACT and post-cycle 1.1 MRE scan. All women had a partial or complete response to their second NACT regimen, corresponding with a diminution in wave speed from mid-NACT to post-cycle 2.1 (Figure 4).

Discussion

This preliminary interim analysis was performed on a relatively small dataset and will have to be repeated once the full dataset, once completed. However, the mean wave speed results from these 25 scans were significant within 1 sigma. Since for this analysis only the wave speed has been explored, comparisons between treatment response and early changes in the other biomechanical tumour properties will need to be investigated.

Conclusion

Early analysis of 25 MRE scans indicates that variations in the wave speed within a tumour as assessed by MRE after the first cycle of a NACT regimen, correlates with the treatment response as determined by standard-of-care MR imaging. Therefore, changes in MRE derived wave speed could be an early indication of a patient’s response to NACT.

Acknowledgements

This project has received funding from the European Union's Horizon 2020 research and innovation program under Grant Agreement 668039.

References

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8. Fovargue, D. et al. Towards noninvasive estimation of tumour pressure by utilising MR elastography and nonlinear biomechanical models: a simulation and phantom study. Sci. Rep. 10, 1–13 (2020).

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Figures

Figure 1. (A.) Standard-of-care patient pathway. Response to treatment is assessed mid-treatment i.e., after 3 cycles of chemotherapy, and post-treatment i.e., after 4 cycles of a second chemotherapy regimen. (B.) Patient pathway for women participating in MRE study. MRE is performed as part of the patients’ 3 routine MRI scans; 2 additional MRE scans are performed following cycle 1 of the two NACT regimens.

Figure 2. Schematic illustration of the MRE setup. A woman lays in prone position on a standard-of-care breast biopsy RF-coil within the MRI scanner. The MRE hardware is integrated in the RF-coil. The adjustable paddles allow for proper contact between the woman’s breast and the driving paddle for each individual patient, for optimal wave transduction. From a Stepper motor a rotating axle drives the gravitational transducer, which converts rotations into cranio-caudal motion of the driving paddles. This generates transverse and longitudinal waves traveling through the breasts.

Figure 3. The magnitude scan provides anatomical reference (A). ROI (purple oval) marking portion of the tumour not influenced by the localisation coil (black hole in tumour). Biomechanical properties within the tumour: (B) wave speed (C) wave propagation (D) storage modulus (E) loss modulus.

Figure 4. The mean wave speed within the tumour as measured during the five MRE scans for each of the 5 breast cancer patients. Three of the women responded to their NACT (NC008, NC009 and NC011), two had disease progression (NC001, and NC012). The error bars represent a standard error of the mean of 1 sigma.

Proc. Intl. Soc. Mag. Reson. Med. 30 (2022)
1591
DOI: https://doi.org/10.58530/2022/1591