Intratumoral in vivo staging of breast cancer by multi-tracer PET and advanced analysis.
Jennifer GriessingerJulian SchwabQian ChenAnna KühnJonathan CottonGregory David BowdenHeike PreibschGerald ReischlLeticia Quintanilla-MartinezHidetoshi MoriAn Nguyen DangUrsula KohlhoferOlulanu H AinaAlexander D BorowskyBernd J PichlerRobert D CardiffAndreas M SchmidPublished in: NPJ breast cancer (2022)
The staging and local management of breast cancer involves the evaluation of the extent and completeness of excision of both the invasive carcinoma component and also the intraductal component or ductal carcinoma in situ. When both invasive ductal carcinoma and coincident ductal carcinoma in situ are present, assessment of the extent and localization of both components is required for optimal therapeutic planning. We have used a mouse model of breast cancer to evaluate the feasibility of applying molecular imaging to assess the local status of cancers in vivo. Multi-tracer positron emission tomography (PET) and magnetic resonance imaging (MRI) characterize the transition from premalignancy to invasive carcinoma. PET tracers for glucose consumption, membrane synthesis, and neoangiogenesis in combination with a Gaussian mixture model-based analysis reveal image-derived thresholds to separate the different stages within the whole-lesion. Autoradiography, histology, and quantitative image analysis of immunohistochemistry further corroborate our in vivo findings. Finally, clinical data further support our conclusions and demonstrate translational potential. In summary, this preclinical model provides a platform for characterizing multistep tumor progression and provides proof of concept that supports the utilization of advanced protocols for PET/MRI in clinical breast cancer imaging.
Keyphrases
- positron emission tomography
- computed tomography
- pet ct
- magnetic resonance imaging
- pet imaging
- contrast enhanced
- mouse model
- lymph node
- deep learning
- high resolution
- electronic health record
- stem cells
- diffusion weighted imaging
- genome wide
- blood pressure
- poor prognosis
- dna methylation
- type diabetes
- high throughput
- skeletal muscle
- blood glucose