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Untapped Neuroimaging Tools for Neuro-Oncology: Connectomics and Spatial Transcriptomics
Jurgen Germann1, Gelareh Zadeh1,2,3,4,5, Alireza Mansouri6
1Department of Surgery, Division of Neurosurgery, University of Toronto, Toronto, ON M5T 2S8, Canada.
Cancers
|February 15, 2022
Summary
Normative analyses in neuro-oncology offer a novel approach to studying brain tumors using advanced magnetic resonance imaging (MRI) techniques. This method allows for deeper insights into tumor characteristics, connectomics, and gene expression, though limitations exist.
Area of Science:
- Neuroscience
- Oncology
- Radiology
Background:
- Neuroimaging, particularly magnetic resonance imaging (MRI), is crucial for brain tumor diagnosis and monitoring.
- Structural and perfusion MRI sequences are standard for characterizing tumors.
- Normative analyses, using average brain templates, are underutilized in neuro-oncology.
Purpose of the Study:
- To introduce and frame the application of normative analyses in neuro-oncology research.
- To explore the potential of normative analyses in understanding brain tumors through advanced imaging techniques.
- To highlight the unexplored possibilities in connectomics and imaging transcriptomics within neuro-oncology.
Main Methods:
- Transformation of structural brain MRI into an average brain template for retrospective group analysis.
- Performing voxel-wise analyses and spatial mapping on normalized data.
- Utilizing functional, structural, and spatial transcriptomics templates for comprehensive investigations.
Main Results:
- Previous normative analyses have revealed links between tumor traits and location.
- Insights into neural circuitry related to tumors causing epilepsy and post-surgical depression have been observed.
- The full potential of normative analyses, especially in connectomics and imaging transcriptomics, remains largely untapped.
Conclusions:
- Normative analyses provide a unique perspective for neuro-oncology research.
- This framework facilitates a deeper understanding of brain tumors by integrating imaging, connectomics, and transcriptomics.
- Further exploration of normative analyses is encouraged to address complex neuro-oncology questions.

