Altered cerebral blood flow covariance network in schizophrenia

Frontiers in Neuroscience

Volumn 10, Issue JUN, 2016, Pages

  Liu, Feng ^a   Zhuo, Chuanjun ^a,b,c   Yu, Chunshui ^a  

^a TIANJIN MEDICAL UNIVERSITY   (China)

^b SHANDONG MENTAL HEALTH CENTER   (China)

^c PR China   (China)

Author keywords

Arterial spin labeling; Cerebral blood flow; Covariance network; Efficiency; Schizophrenia; Small world

Indexed keywords

ADULT; AFFECT; ARTERIAL SPIN LABELING; ARTICLE; BRAIN BLOOD FLOW; BRAIN REGION; COMPARATIVE STUDY; CONTROLLED STUDY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; GRAPH THEORY; HUMAN; LANGUAGE; MAJOR CLINICAL STUDY; MALE; NERVE CELL NETWORK; NUCLEAR MAGNETIC RESONANCE SCANNER; PERCEPTION; RESTING STATE NETWORK; SCHIZOPHRENIA; SPATIAL MEMORY; THEORY;

EID: 84980411217     PISSN: 16624548     EISSN: 1662453X     Source Type: Journal    
DOI: 10.3389/fnins.2016.00308     Document Type: Article

References (60)

1. Achard, S., Salvador, R., Whitcher, B., Suckling, J., and Bullmore, E. (2006). A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. J. Neurosci. 26, 63-72. doi: 10.1523/JNEUROSCI.3874-05.2006
2. Agarwal, S. M., Danivas, V., Amaresha, A. C., Shivakumar, V., Kalmady, S. V., Bose, A., et al. (2015). Cognitive mapping deficits in schizophrenia: evidence from clinical correlates of visuospatial transformations. Psychiatry Res. 228, 304-311. doi: 10.1016/j.psychres.2015.05.096
3. Alexander-Bloch, A., Giedd, J. N., and Bullmore, E. (2013). Imaging structural co-variance between human brain regions. Nat. Rev. Neurosci. 14, 322-336. doi: 10.1038/nrn3465
4. Bassett, D. S., and Bullmore, E. (2006). Small-world brain networks. Neuroscientist 12, 512-523. doi: 10.1177/1073858406293182
5. Bassett, D. S., Bullmore, E., Verchinski, B. A., Mattay, V. S., Weinberger, D. R., and Meyer-Lindenberg, A. (2008). Hierarchical organization of human cortical networks in health and schizophrenia. J. Neurosci. 28, 9239-9248. doi: 10.1523/JNEUROSCI.1929-08.2008
6. Bellani, M., Perlini, C., and Brambilla, P. (2009). Language disturbances in schizophrenia. Epidemiol. Psichiatr. Soc. 18, 314-317.
7. Bullmore, E., and Sporns, O. (2009). Complex brain networks: graph theoretical analysis of structural and functional systems. Nat. Rev. Neurosci. 10, 186-198. doi: 10.1038/nrn2575
8. Buxton, R. B., Uludag, K., Dubowitz, D. J., and Liu, T. T. (2004). Modeling the hemodynamic response to brain activation. Neuroimage 23 (Suppl. 1), S220-S233. doi: 10.1016/j.neuroimage.2004.07.013
9. Chen, X., Duan, M., Xie, Q., Lai, Y., Dong, L., Cao, W., et al. (2015). Functional disconnection between the visual cortex and the sensorimotor cortex suggests a potential mechanism for self-disorder in schizophrenia. Schizophr. Res. 166, 151-157. doi: 10.1016/j.schres.2015.06.014
10. De Sanctis, P., Foxe, J. J., Czobor, P., Wylie, G. R., Kamiel, S. M., Huening, J., et al. (2013). Early sensory-perceptual processing deficits for affectively valenced inputs are more pronounced in schizophrenia patients with a history of violence than in their non-violent peers. Soc. Cogn. Affect. Neurosci. 8, 678-687. doi: 10.1093/scan/nss052
11. Di, X., Biswal, B. B., and Alzheimer's Disease Neuroimaging Initiative (2012). Metabolic brain covariant networks as revealed by FDG-PET with reference to resting-state fMRI networks. Brain Connect. 2, 275-283. doi: 10.1089/brain.2012.0086
12. Evans, A. C. (2013). Networks of anatomical covariance. Neuroimage 80, 489-504. doi: 10.1016/j.neuroimage.2013.05.054
13. Fazlollahi, A., Bourgeat, P., Liang, X., Meriaudeau, F., Connelly, A., Salvado, O., et al. (2015). Reproducibility of multiphase pseudo-continuous arterial spin labeling and the effect of post-processing analysis methods. Neuroimage 117, 191-201. doi: 10.1016/j.neuroimage.2015.05.048
14. Gong, G., He, Y., Chen, Z. J., and Evans, A. C. (2012). Convergence and divergence of thickness correlations with diffusion connections across the human cerebral cortex. Neuroimage 59, 1239-1248. doi: 10.1016/j.neuroimage.2011.08.017
15. Guo, W., Yao, D., Jiang, J., Su, Q., Zhang, Z., Zhang, J., et al. (2014). Abnormal default-mode network homogeneity in first-episode, drug-naive schizophrenia at rest. Prog. Neuropsychopharmacol. Biol. Psychiatry 49, 16-20. doi: 10.1016/j.pnpbp.2013.10.021
16. Hagmann, P., Cammoun, L., Gigandet, X., Meuli, R., Honey, C. J., Wedeen, V. J., et al. (2008). Mapping the structural core of human cerebral cortex. PLoS Biol. 6:e159. doi: 10.1371/journal.pbio.0060159
17. He, Y., Chen, Z. J., and Evans, A. C. (2007). Small-world anatomical networks in the human brain revealed by cortical thickness from MRI. Cereb. cortex 17, 2407-2419. doi: 10.1093/cercor/bhl149
18. Hu, Y., Xu, Q., Shen, J., Li, K., Zhu, H., Zhang, Z., et al. (2015). Small-worldness and gender differences of large scale brain metabolic covariance networks in young adults: a FDG PET study of 400 subjects. Acta Radiol. 56, 204-213. doi: 10.1177/0284185114529106
19. Huang, X. Q., Lui, S., Deng, W., Chan, R. C., Wu, Q. Z., Jiang, L. J., et al. (2010). Localization of cerebral functional deficits in treatment-naive, first-episode schizophrenia using resting-state fMRI. Neuroimage 49, 2901-2906. doi: 10.1016/j.neuroimage.2009.11.072
20. Iturria-Medina, Y., Sotero, R. C., Canales-Rodriguez, E. J., Aleman-Gomez, Y., and Melie-Garcia, L. (2008). Studying the human brain anatomical network via diffusion-weighted MRI and graph theory. Neuroimage 40, 1064-1076. doi: 10.1016/j.neuroimage.2007.10.060
21. Jhung, K., Cho, S. H., Jang, J. H., Park, J. Y., Shin, D., Kim, K. R., et al. (2013). Small-world networks in individuals at ultra-high risk for psychosis and first-episode schizophrenia during a working memory task. Neurosci. Lett. 535, 35-39. doi: 10.1016/j.neulet.2012.11.051
22. Jung, Y., Wong, E. C., and Liu, T. T. (2010). Multiphase pseudocontinuous arterial spin labeling (MP-PCASL) for robust quantification of cerebral blood flow. Magn. Reson. Med. 64, 799-810. doi: 10.1002/mrm.22465
23. Karbasforoushan, H., and Woodward, N. D. (2012). Resting-state networks in schizophrenia. Curr. Top. Med. Chem. 12, 2404-2414. doi: 10.2174/156802612805289863
24. Kay, S. R., Fiszbein, A., and Opler, L. A. (1987). The positive and negative syndrome scale (PANSS) for schizophrenia. Schizophr. Bull. 13, 261-276. doi: 10.1093/schbul/13.2.261
25. Kim, S. G., and Ogawa, S. (2012). Biophysical and physiological origins of blood oxygenation level-dependent fMRI signals. J. Cereb. Blood Flow Metab. 32, 1188-1206. doi: 10.1038/jcbfm.2012.23
26. Kindler, J., Jann, K., Homan, P., Hauf, M., Walther, S., Strik, W., et al. (2015). Static and dynamic characteristics of cerebral blood flow during the resting state in schizophrenia. Schizophr. Bull. 41, 163-170. doi: 10.1093/schbul/sbt180
27. Latora, V., and Marchiori, M. (2001). Efficient behavior of small-world networks. Phys. Rev. Lett. 87:198701. doi: 10.1103/PhysRevLett.87.198701
28. Lewis, D. A., and Lieberman, J. A. (2000). Catching up on schizophrenia: natural history and neurobiology. Neuron 28, 325-334. doi: 10.1016/S0896-6273(00)00111-2
29. Liang, X., Connelly, A., and Calamante, F. (2014). Graph analysis of resting-state ASL perfusion MRI data: nonlinear correlations among CBF and network metrics. Neuroimage 87, 265-275. doi: 10.1016/j.neuroimage.2013.11.013
30. Liu, F., Guo, W., Fouche, J. P., Wang, Y., Wang, W., Ding, J., et al. (2015a). Multivariate classification of social anxiety disorder using whole brain functional connectivity. Brain Struct. Funct. 220, 101-115. doi: 10.1007/s00429-013-0641-4
31. Liu, F., Guo, W., Liu, L., Long, Z., Ma, C., Xue, Z., et al. (2013). Abnormal amplitude low-frequency oscillations in medication-naive, first-episode patients with major depressive disorder: a resting-state fMRI study. J. Affect. Disord. 146, 401-406. doi: 10.1016/j.jad.2012.10.001
32. Liu, F., Xie, B., Wang, Y., Guo, W., Fouche, J. P., Long, Z., et al. (2015b). Characterization of post-traumatic stress disorder using resting-state fMRI with a multi-level parametric classification approach. Brain Topogr. 28, 221-237. doi: 10.1007/s10548-014-0386-2
33. Liu, J., Qiu, M., Constable, R. T., and Wexler, B. E. (2012). Does baseline cerebral blood flow affect task-related blood oxygenation level dependent response in schizophrenia? Schizophr. Res. 140, 143-148. doi: 10.1016/j.schres.2012.06.028
34. Liu, Y., Liang, M., Zhou, Y., He, Y., Hao, Y., Song, M., et al. (2008). Disrupted small-world networks in schizophrenia. Brain 131, 945-961. doi: 10.1093/brain/awn018
35. Lynall, M. E., Bassett, D. S., Kerwin, R., McKenna, P. J., Kitzbichler, M., Muller, U., et al. (2010). Functional connectivity and brain networks in schizophrenia. J. Neurosci. 30, 9477-9487. doi: 10.1523/JNEUROSCI.0333-10.2010
36. Melie-Garcia, L., Sanabria-Diaz, G., and Sanchez-Catasus, C. (2013). Studying the topological organization of the cerebral blood flow fluctuations in resting state. Neuroimage 64, 173-184. doi: 10.1016/j.neuroimage.2012.08.082
37. Pinkham, A., Loughead, J., Ruparel, K., Wu, W. C., Overton, E., and Gur, R. (2011). Resting quantitative cerebral blood flow in schizophrenia measured by pulsed arterial spin labeling perfusion MRI. Psychiatry Res. 194, 64-72. doi: 10.1016/j.pscychresns.2011.06.013
38. Postmes, L., Sno, H. N., Goedhart, S., Van Der Stel, J., Heering, H. D., and De Haan, L. (2014). Schizophrenia as a self-disorder due to perceptual incoherence. Schizophr. Res. 152, 41-50. doi: 10.1016/j.schres.2013.07.027
39. Raichle, M. E., and Mintun, M. A. (2006). Brain work and brain imaging. Annu. Rev. Neurosci. 29, 449-476. doi: 10.1146/annurev.neuro.29.051605.112819
40. Rubinov, M., and Sporns, O. (2010). Complex network measures of brain connectivity: uses and interpretations. Neuroimage 52, 1059-1069. doi: 10.1016/j.neuroimage.2009.10.003
41. Salvador, R., Suckling, J., Schwarzbauer, C., and Bullmore, E. (2005). Undirected graphs of frequency-dependent functional connectivity in whole brain networks. Philos. Trans. R. Soc. Lond. B Biol. Sci. 360, 937-946. doi: 10.1098/rstb.2005.1645
42. Strauss, G. P., Kappenman, E. S., Culbreth, A. J., Catalano, L. T., Ossenfort, K. L., Lee, B. G., et al. (2015). Emotion regulation abnormalities in schizophrenia: directed attention strategies fail to decrease the neurophysiological response to unpleasant stimuli. J. Abnorm. Psychol. 124, 288-301. doi: 10.1037/abn0000017
43. Tzourio-Mazoyer, N., Landeau, B., Papathanassiou, D., Crivello, F., Etard, O., Delcroix, N., et al. (2002). Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. Neuroimage 15, 273-289. doi: 10.1006/nimg.2001.0978
44. Vaishnavi, S. N., Vlassenko, A. G., Rundle, M. M., Snyder, A. Z., Mintun, M. A., and Raichle, M. E. (2010). Regional aerobic glycolysis in the human brain. Proc. Natl. Acad. Sci. U.S.A. 107, 17757-17762. doi: 10.1073/pnas.1010459107
45. Walther, S., Federspiel, A., Horn, H., Razavi, N., Wiest, R., Dierks, T., et al. (2011). Resting state cerebral blood flow and objective motor activity reveal basal ganglia dysfunction in schizophrenia. Psychiatry Res. 192, 117-124. doi: 10.1016/j.pscychresns.2010.12.002
46. Wang, J., Wang, L., Zang, Y., Yang, H., Tang, H., Gong, Q., et al. (2009). Parcellation-dependent small-world brain functional networks: a resting-state fMRI study. Hum. Brain Mapp. 30, 1511-1523. doi: 10.1002/hbm.20623
47. Wang, J., Zuo, X., and He, Y. (2010). Graph-based network analysis of resting-state functional MRI. Front. Syst. Neurosci. 4:16. doi: 10.3389/fnsys.2010.00016
48. Wang, L., Zhu, C., He, Y., Zang, Y., Cao, Q., Zhang, H., et al. (2009). Altered small-world brain functional networks in children with attention-deficit/hyperactivity disorder. Hum. Brain Mapp. 30, 638-649. doi: 10.1002/hbm.20530
49. Wang, Q., Su, T. P., Zhou, Y., Chou, K. H., Chen, I. Y., Jiang, T., et al. (2012). Anatomical insights into disrupted small-world networks in schizophrenia. Neuroimage 59, 1085-1093. doi: 10.1016/j.neuroimage.2011.09.035
50. Wang, X., Xia, M., Lai, Y., Dai, Z., Cao, Q., Cheng, Z., et al. (2014). Disrupted resting-state functional connectivity in minimally treated chronic schizophrenia. Schizophr. Res. 156, 150-156. doi: 10.1016/j.schres.2014.03.033
51. Watts, D. J., and Strogatz, S. H. (1998). Collective dynamics of 'small-world' networks. Nature 393, 440-442. doi: 10.1038/30918
52. Xia, M., Wang, J., and He, Y. (2013). BrainNet Viewer: a network visualization tool for human brain connectomics. PLoS ONE 8:e68910. doi: 10.1371/journal.pone.0068910
53. Xu, G., Rowley, H. A., Wu, G., Alsop, D. C., Shankaranarayanan, A., Dowling, M., et al. (2010). Reliability and precision of pseudo-continuous arterial spin labeling perfusion MRI on 3.0 T and comparison with 15O-water PET in elderly subjects at risk for Alzheimer's disease. NMR Biomed. 23, 286-293. doi: 10.1002/nbm.1462
54. Ye, F. Q., Berman, K. F., Ellmore, T., Esposito, G., Van Horn, J. D., Yang, Y., et al. (2000). H(2)(15)O PET validation of steady-state arterial spin tagging cerebral blood flow measurements in humans. Magn. Reson. Med. 44, 450-456. doi: 10.1002/1522-2594(200009)44:3<450::AID-MRM16>3.0.CO;2-0
55. Zalesky, A., Fornito, A., Harding, I. H., Cocchi, L., Yucel, M., Pantelis, C., et al. (2010). Whole-brain anatomical networks: does the choice of nodes matter? Neuroimage 50, 970-983. doi: 10.1016/j.neuroimage.2009.12.027
56. Zhang, J., Wang, J., Wu, Q., Kuang, W., Huang, X., He, Y., et al. (2011). Disrupted brain connectivity networks in drug-naive, first-episode major depressive disorder. Biol. Psychiatry 70, 334-342. doi: 10.1016/j.biopsych.2011.05.018
57. Zhang, Z., Liao, W., Chen, H., Mantini, D., Ding, J. R., Xu, Q., et al. (2011a). Altered functional-structural coupling of large-scale brain networks in idiopathic generalized epilepsy. Brain 134, 2912-2928. doi: 10.1093/brain/awr223
58. Zhang, Z., Liao, W., Zuo, X. N., Wang, Z., Yuan, C., Jiao, Q., et al. (2011b). Resting-state brain organization revealed by functional covariance networks. PLoS ONE 6:e28817. doi: 10.1371/journal.pone.0028817
59. Zhu, J., Zhuo, C., Qin, W., Xu, Y., Xu, L., Liu, X., et al. (2015). Altered resting-state cerebral blood flow and its connectivity in schizophrenia. J. Psychiatr. Res. 63, 28-35. doi: 10.1016/j.jpsychires.2015.03.002
60. Zielinski, B. A., Gennatas, E. D., Zhou, J., and Seeley, W. W. (2010). Network-level structural covariance in the developing brain. Proc. Natl. Acad. Sci. U.S.A. 107, 18191-18196. doi: 10.1073/pnas.1003109107