title: Anti-correlated networks, global signal regression, and the effects of caffeine in resting-state functional MRI.
abstract: Resting-state functional connectivity magnetic resonance imaging is proving to be an essential tool for the characterization of functional networks in the brain. Two of the major networks that have been identified are the default mode network (DMN) and the task positive network (TPN). Although prior work indicates that these two networks are anti-correlated, the findings are controversial because the anti-correlations are often found only after the application of a pre-processing step, known as global signal regression, that can produce artifactual anti-correlations. In this paper, we show that, for subjects studied in an eyes-closed rest state, caffeine can significantly enhance the detection of anti-correlations between the DMN and TPN without the need for global signal regression. In line with these findings, we find that caffeine also leads to widespread decreases in connectivity and global signal amplitude. Using a recently introduced geometric model of global signal effects, we demonstrate that these decreases are consistent with the removal of an additive global signal confound. In contrast to the effects observed in the eyes-closed rest state, caffeine did not lead to significant changes in global functional connectivity in the eyes-open rest state.
authors: Center for Functional Magnetic Resonance Imaging, University of California San Diego, 9500 Gilman Drive, MC 0677, La Jolla, CA 92093-0677, USA. cwwong@ieee.org
authors: Chi Wah
authors: CW
authors: Wong
authors: Valur
authors: V
authors: Olafsson
authors: Omer
authors: O
authors: Tal
authors: Thomas T
authors: TT
authors: Liu
mesh_terms: D000328:Adult; D001921:Brain / Q000187:drug effects / Q000502:physiology*; D001931:Brain Mapping / Q000379:methods*; D002110:Caffeine / Q000494:pharmacology*; D000697:Central Nervous System Stimulants / Q000494:pharmacology; D005260:Female; D006801:Humans; D008279:Magnetic Resonance Imaging / Q000379:methods*; D008297:Male; D009415:Nerve Net / Q000187:drug effects / Q000502:physiology*; D012044:Regression Analysis; D012146:Rest / Q000502:physiology*; D013223:Statistics as Topic; D055815:Young Adult
chemical_list: D000697:Central Nervous System Stimulants; D002110:Caffeine