Untapped Neuroimaging Tools for Neuro-Oncology: Connectomics and Spatial Transcriptomics

Jurgen Germann, Gelareh Zadeh, Alireza Mansouri, Walter Kucharczyk, Andres M. Lozano, Alexandre Boutet

Research output: Contribution to journalArticlepeer-review

8 Scopus citations

Abstract

Neuro-oncology research is broad and includes several branches, one of which is neuroimaging. Magnetic resonance imaging (MRI) is instrumental for the diagnosis and treatment monitoring of patients with brain tumors. Most commonly, structural and perfusion MRI sequences are acquired to characterize tumors and understand their behaviors. Thanks to technological advances, structural brain MRI can now be transformed into a so-called average brain accounting for individual morphological differences, which enables retrospective group analysis. These normative analyses are uncommonly used in neuro-oncology research. Once the data have been normalized, voxel-wise analyses and spatial mapping can be performed. Additionally, investigations of underlying connectomics can be performed using functional and structural templates. Additionally, a recently available template of spatial transcriptomics has enabled the assessment of associated gene expression. The few published normative analyses have shown relationships between tumor characteristics and spatial localization, as well as insights into the circuitry associated with epileptogenic tumors and depression after cingulate tumor resection. The wide breadth of possibilities with normative analyses remain largely unexplored, specifically in terms of connectomics and imaging transcriptomics. We provide a framework for performing normative analyses in oncology while also highlighting their limitations. Normative analyses are an opportunity to address neuro-oncology questions from a different perspective.

Original languageEnglish (US)
Article number464
JournalCancers
Volume14
Issue number3
DOIs
StatePublished - Feb 2022

All Science Journal Classification (ASJC) codes

  • Oncology
  • Cancer Research

Fingerprint

Dive into the research topics of 'Untapped Neuroimaging Tools for Neuro-Oncology: Connectomics and Spatial Transcriptomics'. Together they form a unique fingerprint.

Cite this