PMID- 22761880 OWN - NLM STAT- MEDLINE DCOM- 20130104 LR - 20220321 IS - 1932-6203 (Electronic) IS - 1932-6203 (Linking) VI - 7 IP - 6 DP - 2012 TI - Non-stationarity in the "resting brain's" modular architecture. PG - e39731 LID - 10.1371/journal.pone.0039731 [doi] LID - e39731 AB - Task-free functional magnetic resonance imaging (TF-fMRI) has great potential for advancing the understanding and treatment of neurologic illness. However, as with all measures of neural activity, variability is a hallmark of intrinsic connectivity networks (ICNs) identified by TF-fMRI. This variability has hampered efforts to define a robust metric of connectivity suitable as a biomarker for neurologic illness. We hypothesized that some of this variability rather than representing noise in the measurement process, is related to a fundamental feature of connectivity within ICNs, which is their non-stationary nature. To test this hypothesis, we used a large (n = 892) population-based sample of older subjects to construct a well characterized atlas of 68 functional regions, which were categorized based on independent component analysis network of origin, anatomical locations, and a functional meta-analysis. These regions were then used to construct dynamic graphical representations of brain connectivity within a sliding time window for each subject. This allowed us to demonstrate the non-stationary nature of the brain's modular organization and assign each region to a "meta-modular" group. Using this grouping, we then compared dwell time in strong sub-network configurations of the default mode network (DMN) between 28 subjects with Alzheimer's dementia and 56 cognitively normal elderly subjects matched 1:2 on age, gender, and education. We found that differences in connectivity we and others have previously observed in Alzheimer's disease can be explained by differences in dwell time in DMN sub-network configurations, rather than steady state connectivity magnitude. DMN dwell time in specific modular configurations may also underlie the TF-fMRI findings that have been described in mild cognitive impairment and cognitively normal subjects who are at risk for Alzheimer's dementia. FAU - Jones, David T AU - Jones DT AD - Department of Neurology, Mayo Clinic, Rochester, Minnesota, United States of America. FAU - Vemuri, Prashanthi AU - Vemuri P FAU - Murphy, Matthew C AU - Murphy MC FAU - Gunter, Jeffrey L AU - Gunter JL FAU - Senjem, Matthew L AU - Senjem ML FAU - Machulda, Mary M AU - Machulda MM FAU - Przybelski, Scott A AU - Przybelski SA FAU - Gregg, Brian E AU - Gregg BE FAU - Kantarci, Kejal AU - Kantarci K FAU - Knopman, David S AU - Knopman DS FAU - Boeve, Bradley F AU - Boeve BF FAU - Petersen, Ronald C AU - Petersen RC FAU - Jack, Clifford R Jr AU - Jack CR Jr LA - eng GR - P50 AG16574/AG/NIA NIH HHS/United States GR - R01 AG041851/AG/NIA NIH HHS/United States GR - K99AG37573/AG/NIA NIH HHS/United States GR - R01AG11378/AG/NIA NIH HHS/United States GR - P50 AG016574/AG/NIA NIH HHS/United States GR - R01 AG011378/AG/NIA NIH HHS/United States GR - U01 AG06786/AG/NIA NIH HHS/United States GR - K99 AG037573/AG/NIA NIH HHS/United States GR - U01 AG006786/AG/NIA NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural PT - Research Support, Non-U.S. Gov't DEP - 20120628 PL - United States TA - PLoS One JT - PloS one JID - 101285081 SB - IM MH - Alzheimer Disease/physiopathology MH - Brain/*physiology MH - Cohort Studies MH - Female MH - Humans MH - Magnetic Resonance Imaging MH - Male PMC - PMC3386248 COIS- Competing Interests: The authors have declared that no competing interests exist. EDAT- 2012/07/05 06:00 MHDA- 2013/01/05 06:00 PMCR- 2012/06/28 CRDT- 2012/07/05 06:00 PHST- 2012/02/15 00:00 [received] PHST- 2012/05/25 00:00 [accepted] PHST- 2012/07/05 06:00 [entrez] PHST- 2012/07/05 06:00 [pubmed] PHST- 2013/01/05 06:00 [medline] PHST- 2012/06/28 00:00 [pmc-release] AID - PONE-D-12-05080 [pii] AID - 10.1371/journal.pone.0039731 [doi] PST - ppublish SO - PLoS One. 2012;7(6):e39731. doi: 10.1371/journal.pone.0039731. Epub 2012 Jun 28.