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Longitudinal FMRI Analysis: A Review of Methods

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Journal Stat Interface
Date 2011 Sep 28
PMID 21691445
Citations 9
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Abstract

Functional magnetic resonance imaging (fMRI) investigations of a longitudinal nature, where participants are scanned repeatedly over time and imaging data are obtained at more than one time-point, are essential to understanding functional changes and development in healthy and pathological brains. The main objective of this paper is to provide a brief summary of common longitudinal analysis approaches, develop an overview of fMRI by introducing how such data manifest, and explore the statistical challenges that arise at the intersection of these two techniques.

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References
1.
Liu J, Zhang L, Brown R, Yue G . Reproducibility of fMRI at 1.5 T in a strictly controlled motor task. Magn Reson Med. 2004; 52(4):751-60. DOI: 10.1002/mrm.20211. View

2.
Ogawa S, Tank D, Menon R, Ellermann J, Kim S, Merkle H . Intrinsic signal changes accompanying sensory stimulation: functional brain mapping with magnetic resonance imaging. Proc Natl Acad Sci U S A. 1992; 89(13):5951-5. PMC: 402116. DOI: 10.1073/pnas.89.13.5951. View

3.
Locascio J, Jennings P, Moore C, Corkin S . Time series analysis in the time domain and resampling methods for studies of functional magnetic resonance brain imaging. Hum Brain Mapp. 2010; 5(3):168-93. DOI: 10.1002/(SICI)1097-0193(1997)5:3<168::AID-HBM3>3.0.CO;2-1. View

4.
McKeown M, Makeig S, Brown G, Jung T, Kindermann S, Bell A . Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp. 1998; 6(3):160-88. PMC: 6873377. View

5.
Baumgartner R, Scarth G, Teichtmeister C, Somorjai R, Moser E . Fuzzy clustering of gradient-echo functional MRI in the human visual cortex. Part I: reproducibility. J Magn Reson Imaging. 1997; 7(6):1094-101. DOI: 10.1002/jmri.1880070623. View