Deformable registration with intensity correction for CESM monitoring response to Neoadjuvant Chemotherapy

Author:

Jailin ClémentORCID,Milioni De Carvalho Pablo,Mohamed Sara,Vancamberg Laurence,Amr Farouk Ibrahim Moustafa,Gomaa Mohammed Mohammed,Kamal Rasha Mohammed,Muller Serge

Abstract

Abstract This paper proposes a robust longitudinal registration method for Contrast Enhanced Spectral Mammography in monitoring neoadjuvant chemotherapy. Because breast texture intensity changes with the treatment, a non-rigid registration procedure with local intensity compensations is developed. The approach allows registering the low energy images of the exams acquired before and after the chemotherapy. The measured motion is then applied to the corresponding recombined images. The difference of registered images, called residual, makes vanishing the breast texture that did not changed between the two exams. Consequently, this registered residual allows identifying local density and iodine changes, especially in the lesion area. The method is validated with a synthetic NAC case where ground truths are available. Then the procedure is applied to 51 patients with 208 CESM image pairs acquired before and after the chemotherapy treatment. The proposed registration converged in all 208 cases. The intensity-compensated registration approach is evaluated with different mathematical metrics and through the repositioning of clinical landmarks (RMSE: 5.9 mm) and outperforms state-of-the-art registration techniques.

Publisher

IOP Publishing

Subject

General Nursing

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Quantitative Evaluation of the Response to Neo-Adjuvant Chemotherapy based on Non-Rigid Registration of CEM;2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI);2023-04-18

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