Masked Co-attentional Transformer reconstructs 100x ultra-fast/low-dose whole-body PET from longitudinal images and anatomically guided MRI

TL;DR

This paper introduces Masked-LMCTrans, a novel CNN-Transformer model that reconstructs ultra-low-dose, fast whole-body PET scans from baseline images, enabling safer, quicker, and more frequent longitudinal cancer imaging in children.

Contribution

The study presents a new longitudinal multi-modality co-attentional CNN-Transformer that leverages baseline PET/MR similarity to reconstruct ultra-low-dose PET scans, achieving 100x reduction in radio-exposure.

Findings

Reconstructed 100x ultra-low-dose PET images with high quality.

Validated model on pediatric lymphoma PET/MRI data from Stanford and Tübingen.

Enabled safer, faster, and more frequent longitudinal PET imaging.

Abstract

Despite its tremendous value for the diagnosis, treatment monitoring and surveillance of children with cancer, whole body staging with positron emission tomography (PET) is time consuming and associated with considerable radiation exposure. 100x (1% of the standard clinical dosage) ultra-low-dose/ultra-fast whole-body PET reconstruction has the potential for cancer imaging with unprecedented speed and improved safety, but it cannot be achieved by the naive use of machine learning techniques. In this study, we utilize the global similarity between baseline and follow-up PET and magnetic resonance (MR) images to develop Masked-LMCTrans, a longitudinal multi-modality co-attentional CNN-Transformer that provides interaction and joint reasoning between serial PET/MRs of the same patient. We mask the tumor area in the referenced baseline PET and reconstruct the follow-up PET scans. In this manner, Masked-LMCTrans reconstructs 100x almost-zero radio-exposure whole-body PET that was not possible before. The technique also opens a new pathway for longitudinal radiology imaging reconstruction, a significantly under-explored area to date. Our model was trained and tested with Stanford PET/MRI scans of pediatric lymphoma patients and evaluated externally on PET/MRI images from T\"ubingen University. The high image quality of the reconstructed 100x whole-body PET images resulting from the application of Masked-LMCTrans will substantially advance the development of safer imaging approaches and shorter exam-durations for pediatric patients, as well as expand the possibilities for frequent longitudinal monitoring of these patients by PET.