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Review
. 2023 Sep 19;46(1):249.
doi: 10.1007/s10143-023-02154-6.

A state-of-the-art review on deep learning for estimating eloquent cortex from resting-state fMRI

Daniel A Di Giovanni  1 , D Louis Collins  2
Affiliations
Review

A state-of-the-art review on deep learning for estimating eloquent cortex from resting-state fMRI

Daniel A Di Giovanni et al. Neurosurg Rev. .

Abstract

Deep learning algorithms have greatly improved our ability to estimate eloquent cortex regions from resting-state brain scans for patients about to undergo neurosurgery. The use of deep learning has the potential to fully automate functional mapping of cortex in this context. We present a highly focused state-of-the-art review on current technology for estimating eloquent cortex from resting-state functional magnetic resonance scans and identify potential paths to meet this goal in the future.

Keywords: Eloquent cortex; Presurgical; fMRI.

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References

    1. Matthews PM, Honey GD, Bullmore ET (2006) Applications of fMRI in translational medicine and clinical practice. Nat Rev Neurosci 7(9):732–744 - PubMed - DOI
    1. Vlieger EJ et al (2004) Functional magnetic resonance imaging for neurosurgical planning in neurooncology. Eur Radiol 14(7):1143–1153 - PubMed - DOI
    1. Adcock JE et al (2003) Quantitative fMRI assessment of the differences in lateralization of language-related brain activation in patients with temporal lobe epilepsy. Neuroimage 18(2):423–438 - PubMed - DOI
    1. Haberg A et al (2004) Preoperative blood oxygen level-dependent functional magnetic resonance imaging in patients with primary brain tumors: clinical application and outcome. Neurosurgery 54(4):902–14 - PubMed - DOI
    1. Lang S, Duncan N, Northoff G (2014) Resting-state functional magnetic resonance imaging: review of neurosurgical applications. Neurosurgery 74(5):453–64 - PubMed - DOI

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