Journal Article

FZJ-2022-01463

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Use of advanced neuroimaging and artificial intelligence in meningiomas

Galldiks, N. (Corresponding author)FZJ* ; Angenstein, F. ; Werner, J.-M. ; Bauer, E. K. ; Gutsche, R.FZJ* ; Fink, G. R.FZJ* ; Langen, K.-J.FZJ* ; Lohmann, P. (Corresponding author)FZJ*

2022
Wiley-Blackwell Oxford

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Please use a persistent id in citations: http://hdl.handle.net/2128/30808  doi:10.1111/bpa.13015

Abstract: Anatomical cross-sectional imaging methods such as contrast-enhanced MRI and CT are the standard for the delineation, treatment planning, and follow-up of patients with meningioma. Besides, advanced neuroimaging is increasingly used to non-invasively provide detailed insights into the molecular and metabolic features of meningiomas. These techniques are usually based on MRI, e.g., perfusion-weighted imaging, diffusion-weighted imaging, MR spectroscopy, and positron emission tomography. Furthermore, artificial intelligence methods such as radiomics offer the potential to extract quantitative imaging features from routinely acquired anatomical MRI and CT scans and advanced imaging techniques. This allows the linking of imaging phenotypes to meningioma characteristics, e.g., the molecular-genetic profile. Here, we review several diagnostic applications and future directions of these advanced neuroimaging techniques, including radiomics in preclinical models and patients with meningioma.

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Contributing Institute(s):

1. Physik der Medizinischen Bildgebung (INM-4)
2. Kognitive Neurowissenschaften (INM-3)

Research Program(s):

1. 5253 - Neuroimaging (POF4-525) (POF4-525)
2. DFG project 428090865 - Radiomics basierend auf MRT und Aminosäure PET in der Neuroonkologie (428090865)

Appears in the scientific report 2022

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Database coverage:
; ; ; ; BIOSIS Previews ; Biological Abstracts ; Clarivate Analytics Master Journal List ; Current Contents - Life Sciences ; DEAL Wiley ; DOAJ Seal ; Ebsco Academic Search ; Essential Science Indicators ; IF >= 5 ; JCR ; SCOPUS ; Science Citation Index Expanded ; Web of Science Core Collection

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