fMRI-Based Inter-Subject Cortical Alignment Using Functional Connectivity
- PMID: 26388679
- PMCID: PMC4572745
fMRI-Based Inter-Subject Cortical Alignment Using Functional Connectivity
Abstract
The inter-subject alignment of functional MRI (fMRI) data is important for improving the statistical power of fMRI group analyses. In contrast to existing anatomically-based methods, we propose a novel multi-subject algorithm that derives a functional correspondence by aligning spatial patterns of functional connectivity across a set of subjects. We test our method on fMRI data collected during a movie viewing experiment. By cross-validating the results of our algorithm, we show that the correspondence successfully generalizes to a secondary movie dataset not used to derive the alignment.
Figures
References
-
- Talairach J, Tournoux P. Co-planar Stereotaxic Atlas of the Human Brain. Thieme Publishing Group; 1988.
-
- Watson JDG, Myers R, Frackowiak RSF, Hajnal JV, Woods RP, Mazziotta JC, Shipp S, Zeki S. Area v5 of the human brain: evidence from a combined study using positron emission tomography and magnetic resonance imaging. Cerebral Cortex. 1993;3:79–94. - PubMed
-
- Rademacher J, Caviness VS, Steinmetz H, Galaburda AM. Topographical variation of the human primary cortices: implications for neuroimaging, brain mapping and neurobiology. Cerebral Cortex. 1995;3:313–329. - PubMed
-
- Sabuncu MR, Singer BD, Conroy B, Bryan RE, Ramadge PJ, Haxby JV. Function-based inter-subject alignment of human cortical anatomy. [Access published on May 6, 2009];Cerebral Cortex Advance. doi: 10.1093/cercor/bhp085. - DOI
Grants and funding
LinkOut - more resources
Full Text Sources