Disrupted correlation between low frequency power and connectivity strength of resting state brain networks in schizophrenia

Schizophrenia Research

Volumn 143, Issue 1, 2013, Pages 165-171

  Yu, Qingbao ^a   Sui, Jing ^a   Liu, Jingyu ^a   Plis, Sergey M ^a   Kiehl, Kent A ^a,b   Pearlson, Godfrey ^c,d   Calhoun, Vince D ^a,b,c,d  

^a MIND RESEARCH NETWORK   (United States)

^b UNIVERSITY OF NEW MEXICO   (United States)

^c INSTITUTE OF LIVING   (United States)

^d YALE UNIVERSITY   (United States)

Author keywords

Brain graph; Connectivity strength; Low frequency; R fMRI; Rich club; Schizophrenia

Indexed keywords

ADULT; ARTICLE; CLINICAL ARTICLE; CONNECTIVITY STRENGTH; CONTROLLED STUDY; CORRELATION ANALYSIS; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; IMAGE PROCESSING; INDEPENDENT COMPONENT ANALYSIS; LOW FREQUENCY POWER; MALE; NERVOUS SYSTEM PARAMETERS; OSCILLATION; PRIORITY JOURNAL; RESTING STATE BRAIN NETWORK; SCHIZOPHRENIA;

ADULT; BRAIN; BRAIN MAPPING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; MIDDLE AGED; NEURAL PATHWAYS; OXYGEN; PRINCIPAL COMPONENT ANALYSIS; REST; SCHIZOPHRENIA; STATISTICS AS TOPIC; YOUNG ADULT;

EID: 84871933030     PISSN: 09209964     EISSN: 15732509     Source Type: Journal    
DOI: 10.1016/j.schres.2012.11.001     Document Type: Article

References (48)

1. Abou-Elseoud A., Starck T., Remes J., Nikkinen J., Tervonen O., Kiviniemi V. The effect of model order selection in group PICA. Hum. Brain Mapp. 2010, 31(8):1207-1216.
2. Allen E.A., Erhardt E.B., Damaraju E., Gruner W., Segall J.M., Silva R.F., Havlicek M., Rachakonda S., Fries J., Kalyanam R., Michael A.M., Caprihan A., Turner J.A., Eichele T., Adelsheim S., Bryan A.D., Bustillo J., Clark V.P., Feldstein Ewing S.W., Filbey F., Ford C.C., Hutchison K., Jung R.E., Kiehl K.A., Kodituwakku P., Komesu Y.M., Mayer A.R., Pearlson G.D., Phillips J.P., Sadek J.R., Stevens M., Teuscher U., Thoma R.J., Calhoun V.D. A baseline for the multivariate comparison of resting-state networks. Front. Syst. Neurosci. 2011, 5:2.
3. American Psychiatric Association Diagnostic and Statistical Manual of Mental Disorders 2000, Text Revision, American Psychiatric Association, Washington, DC. 4th ed.
4. Auer D.P. Spontaneous low-frequency blood oxygenation level-dependent fluctuations and functional connectivity analysis of the 'resting' brain. Magn. Reson. Imaging 2008, 26(7):1055-1064.
5. Bassett D.S., Nelson B.G., Mueller B.A., Camchong J., Lim K.O. Altered resting state complexity in schizophrenia. Neuroimage 2012, 59(3):2196-2207.
6. Bell A.J., Sejnowski T.J. An information-maximization approach to blind separation and blind deconvolution. Neural Comput. 1995, 7(6):1129-1159.
7. Benjamini Y., Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing. J. R. Stat. Soc. Ser. B Methodol. 1995, 57(1):289-300.
8. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34(4):537-541.
9. Calhoun V.D., Adali T., Pearlson G.D., Pekar J.J. A method for making group inferences from functional MRI data using independent component analysis. Hum. Brain Mapp. 2001, 14(3):140-151.
10. Calhoun V.D., Liu J., Adali T. A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 2009, 45(1 Suppl.):S163-S172.
11. Colizza V., Flammini A., Serrano M.A., Vespignani A. Detecting rich-club ordering in complex networks. Nat. Phys. 2006, 2(2):110-115.
12. Cordes D., Haughton V.M., Arfanakis K., Wendt G.J., Turski P.A., Moritz C.H., Quigley M.A., Meyerand M.E. Mapping functionally related regions of brain with functional connectivity MR imaging. AJNR Am. J. Neuroradiol. 2000, 21(9):1636-1644.
13. Cordes D., Haughton V.M., Arfanakis K., Carew J.D., Turski P.A., Moritz C.H., Quigley M.A., Meyerand M.E. Frequencies contributing to functional connectivity in the cerebral cortex in "resting-state" data. AJNR Am. J. Neuroradiol. 2001, 22(7):1326-1333.
14. Damoiseaux J.S., Rombouts S.A., Barkhof F., Scheltens P., Stam C.J., Smith S.M., Beckmann C.F. Consistent resting-state networks across healthy subjects. Proc. Natl. Acad. Sci. U. S. A. 2006, 103(37):13,848-13,853.
15. Erhardt E.B., Rachakonda S., Bedrick E.J., Allen E.A., Adali T., Calhoun V.D. Comparison of multi-subject ICA methods for analysis of fMRI data. Hum. Brain Mapp. 2011, 32(12):2075-2095.
16. First M.B., Spitzer R.L., Gibbon M., Williams J.B.W. Structured Clinical Interview for DSM-IV Axis I Disorders-Patient Edition (SCID-I/P, Version 2.0) 1995, New York State Psychiatry Institute, New York.
17. Fornito A., Zalesky A., Bassett D.S., Meunier D., Ellison-Wright I., Yucel M., Wood S.J., Shaw K., O'Connor J., Nertney D., Mowry B.J., Pantelis C., Bullmore E.T. Genetic influences on cost-efficient organization of human cortical functional networks. J. Neurosci. Off. J. Soc. Neurosci. 2011, 31(9):3261-3270.
18. Freire L., Roche A., Mangin J.F. What is the best similarity measure for motion correction in fMRI time series?. IEEE Trans. Med. Imaging 2002, 21(5):470-484.
19. Friston K.J., Frith C.D. Schizophrenia: a disconnection syndrome?. Clin. Neurosci. 1995, 3(2):89-97.
20. Garrity A.G., Pearlson G.D., McKiernan K., Lloyd D., Kiehl K.A., Calhoun V.D. Aberrant "default mode" functional connectivity in schizophrenia. Am. J. Psychiatry 2007, 164(3):450-457.
21. Hoptman M.J., Zuo X.N., Butler P.D., Javitt D.C., D'Angelo D., Mauro C.J., Milham M.P. Amplitude of low-frequency oscillations in schizophrenia: a resting state fMRI study. Schizophr. Res. 2010, 117(1):13-20.
22. Kay S.R., Fiszbein A., Opler L.A. The positive and negative syndrome scale (PANSS) for schizophrenia. Schizophr. Bull. 1987, 13(2):261-276.
23. Kiviniemi V., Starck T., Remes J., Long X., Nikkinen J., Haapea M., Veijola J., Moilanen I., Isohanni M., Zang Y.F., Tervonen O. Functional segmentation of the brain cortex using high model order group PICA. Hum. Brain Mapp. 2009, 30(12):3865-3886.
24. Liang M., Zhou Y., Jiang T., Liu Z., Tian L., Liu H., Hao Y. Widespread functional disconnectivity in schizophrenia with resting-state functional magnetic resonance imaging. Neuroreport 2006, 17(2):209-213.
25. Liu Y., Liang M., Zhou Y., He Y., Hao Y., Song M., Yu C., Liu H., Liu Z., Jiang T. Disrupted small-world networks in schizophrenia. Brain 2008, 131(Pt 4):945-961.
26. Lynall M.E., Bassett D.S., Kerwin R., McKenna P.J., Kitzbichler M., Muller U., Bullmore E. Functional connectivity and brain networks in schizophrenia. J. Neurosci. 2010, 30(28):9477-9487.
27. Marin O. Interneuron dysfunction in psychiatric disorders. Nat. Rev. Neurosci. 2012, 13(2):107-120.
28. McAuley J.J., Costa L.D.F., Caetano T.S. Rich-club phenomenon across complex network hierarchies. Appl. Phys. Lett. 2007, 91(8).
29. Opsahl T., Colizza V., Panzarasa P., Ramasco J.J. Prominence and control: the weighted rich-club effect. Phys. Rev. Lett. 2008, 101(16).
30. Pettersson-Yeo W., Allen P., Benetti S., McGuire P., Mechelli A. Dysconnectivity in schizophrenia: where are we now?. Neurosci. Biobehav. Rev. 2011, 35(5):1110-1124.
31. Robinson S., Basso G., Soldati N., Sailer U., Jovicich J., Bruzzone L., Kryspin-Exner I., Bauer H., Moser E. A resting state network in the motor control circuit of the basal ganglia. BMC Neurosci. 2009, 10:137.
32. Rubinov M., Sporns O. Complex network measures of brain connectivity: uses and interpretations. Neuroimage 2010, 52(3):1059-1069.
33. Rubinov M., Sporns O. Weight-conserving characterization of complex functional brain networks. Neuroimage 2011, 56(4):2068-2079.
34. Simpson S.L., Moussa M.N., Laurienti P.J. An exponential random graph modeling approach to creating group-based representative whole-brain connectivity networks. Neuroimage 2012, 60(2):1117-1126.
35. Skudlarski P., Jagannathan K., Anderson K., Stevens M.C., Calhoun V.D., Skudlarska B.A., Pearlson G. Brain connectivity is not only lower but different in schizophrenia: a combined anatomical and functional approach. Biol. Psychiatry 2010, 68(1):61-69.
36. Smith S.M., Fox P.T., Miller K.L., Glahn D.C., Fox P.M., Mackay C.E., Filippini N., Watkins K.E., Toro R., Laird A.R., Beckmann C.F. Correspondence of the brain's functional architecture during activation and rest. Proc. Natl. Acad. Sci. U. S. A. 2009, 106(31):13,040-13,045.
37. Stephan K.E., Baldeweg T., Friston K.J. Synaptic plasticity and dysconnection in schizophrenia. Biol. Psychiatry 2006, 59(10):929-939.
38. van den Heuvel M.P., Hulshoff Pol H.E. Exploring the brain network: a review on resting-state fMRI functional connectivity. Eur. Neuropsychopharmacol. 2010, 20(8):519-534.
39. van den Heuvel M.P., Sporns O. Rich-club organization of the human connectome. J. Neurosci. Off. J. Soc. Neurosci. 2011, 31(44):15,775-15,786.
40. van den Heuvel M.P., Stam C.J., Boersma M., Hulshoff Pol H.E. Small-world and scale-free organization of voxel-based resting-state functional connectivity in the human brain. Neuroimage 2008, 43(3):528-539.
41. van den Heuvel M.P., Kahn R.S., Goni J., Sporns O. High-cost, high-capacity backbone for global brain communication. Proc. Natl. Acad. Sci. U. S. A. 2012, 109(28):11,372-11,377.
42. Volkow N.D., Wolf A.P., Brodie J.D., Cancro R., Overall J.E., Rhoades H., Van Gelder P. Brain interactions in chronic schizophrenics under resting and activation conditions. Schizophr. Res. 1988, 1(1):47-53.
43. Weinberger D.R., Berman K.F., Suddath R., Torrey E.F. Evidence of dysfunction of a prefrontal-limbic network in schizophrenia: a magnetic resonance imaging and regional cerebral blood flow study of discordant monozygotic twins. Am. J. Psychiatry 1992, 149(7):890-897.
44. Yu Q., Sui J., Rachakonda S., He H., Gruner W., Pearlson G., Kiehl K.A., Calhoun V.D. Altered topological properties of functional network connectivity in schizophrenia during resting state: a small-world brain network study. PLoS One 2011, 6(9):e25423.
45. Yu Q., Plis S.M., Erhardt E.B., Allen E.A., Sui J., Kiehl K.A., Pearlson G., Calhoun V.D. Modular organization of functional network connectivity in healthy controls and patients with schizophrenia during the resting state. Front. Syst. Neurosci. 2012, 5:103.
46. Zalesky A., Fornito A., Egan G.F., Pantelis C., Bullmore E.T. The relationship between regional and inter-regional functional connectivity deficits in schizophrenia. Hum. Brain Mapp. 2011, 33(11):2535-2549.
47. Zalesky A., Fornito A., Bullmore E. On the use of correlation as a measure of network connectivity. Neuroimage 2012, 60(4):2096-2106.
48. Zuo, X.N., Ehmke, R., Mennes, M., Imperati, D., Castellanos, F.X., Sporns, O., Milham, M.P., in press. Network centrality in the human functional connectome. Cereb. Cortex 22 (8), 1862-1875.