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MEMRI-Based Imaging Pipeline for Guiding Preclinical Studies in Mouse Models of Sporadic Medulloblastoma
- Source :
- Magn Reson Med
- Publication Year :
- 2019
-
Abstract
- PURPOSE: Genetically engineered mouse models of sporadic cancers are critical for studying tumor biology and for preclinical testing of therapeutics. We present an MRI-based pipeline designed to produce high resolution, quantitative information about tumor progression and response to novel therapies in mouse models of medulloblastoma (MB). METHODS: Sporadic MB was modeled in mice by inducing expression of an activated form of the Smoothened gene (aSmo) in a small number of cerebellar granule cell precursors. aSmo mice were imaged and analyzed at defined time-points using a 3D manganese-enhanced MRI (MEMRI)-based pipeline optimized for high-throughput. RESULTS: A semi-automated segmentation protocol was established that estimates tumor volume in a time-frame compatible with a high-throughput pipeline. Both an empirical, volume-based classifier and a Linear Discriminant Analysis (LDA)-based classifier were tested to distinguish progressing from non-progressing lesions at early stages of tumorigenesis. Tumor centroids measured at early stages revealed that there is a very specific location of the probable origin of the aSmo MB tumors. The efficacy of the MEMRI pipeline was demonstrated with a small scale experimental drug trial designed to reduce the number of tumor associated macrophages and microglia (TAMs). CONCLUSION: Our results revealed a high level of heterogeneity between tumors within and between aSmo MB models, indicating that meaningful studies of sporadic tumor progression and response to therapy could not be conducted without an imaging-based pipeline approach.
- Subjects :
- Response to therapy
High resolution
Biology
medicine.disease_cause
Article
030218 nuclear medicine & medical imaging
Pattern Recognition, Automated
03 medical and health sciences
Mice
0302 clinical medicine
Imaging, Three-Dimensional
Cerebellum
medicine
Image Processing, Computer-Assisted
Animals
Radiology, Nuclear Medicine and imaging
Medulloblastoma
Tumor biology
Discriminant Analysis
medicine.disease
Magnetic Resonance Imaging
Smoothened Receptor
Disease Models, Animal
Tumor progression
Genetically Engineered Mouse
Cancer research
Disease Progression
Linear Models
Smoothened
Carcinogenesis
030217 neurology & neurosurgery
Algorithms
Signal Transduction
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- Magn Reson Med
- Accession number :
- edsair.doi.dedup.....8b339f311bbed12b0ad592501e3605da