Prospective motion correction improves the sensitivity of fMRI pattern decoding.
Human brain mapping
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Huang, P., Carlin, J., Alink, A., Kriegeskorte, N., Henson, R., & Morgado Correia, M. (2018). Prospective motion correction improves the sensitivity of fMRI pattern decoding.. Human brain mapping, 39 (10), 4018-4031. https://doi.org/10.1002/hbm.24228
We evaluated the effectiveness of prospective motion correction (PMC) on a simple visual task when no deliberate subject motion was present. The PMC system utilizes an in-bore optical camera to track an external marker attached to the participant via a custom-moulded mouthpiece. The study was conducted at two resolutions (1.5mm vs 3mm) and under three conditions (PMC On and Mouthpiece On vs PMC Off and Mouthpiece On vs PMC Off and Mouthpiece Off). Multiple data analysis methods were conducted, including univariate and multivariate approaches, and we demonstrated that the benefit of PMC is most apparent for multi-voxel pattern decoding at higher resolutions. Additional testing on two participants showed that our inexpensive, commercially available mouthpiece solution produced comparable results to a dentist-moulded mouthpiece. Our results showed that PMC is increasingly important at higher resolutions for analyses that require accurate voxel registration across time.
Visual Cortex, Humans, Magnetic Resonance Imaging, Artifacts, Sensitivity and Specificity, Pattern Recognition, Visual, Head Movements, Image Processing, Computer-Assisted, Pattern Recognition, Automated, Adult, Functional Neuroimaging, Support Vector Machine
Medical Research Council (MC_UU_00005/8)
Medical Research Council (MC_UU_00005/14)
External DOI: https://doi.org/10.1002/hbm.24228
This record's URL: https://www.repository.cam.ac.uk/handle/1810/283270
Attribution 4.0 International
Licence URL: https://creativecommons.org/licenses/by/4.0/