Changes in topological organization of functional PET brain network with normal aging

PLoS ONE

Volumn 9, Issue 2, 2014, Pages

  Liu, Zhiliang ^a   Ke, Lining ^b   Liu, Huafeng ^a   Huang, Wenhua ^b   Hu, Zhenghui ^a  

^a ZHEJIANG UNIVERSITY   (China)

^b SOUTHERN MEDICAL UNIVERSITY   (China)

Author keywords

[No Author keywords available]

Indexed keywords

GLUCOSE;

ADULT; AGE DISTRIBUTION; AGING; ARTICLE; ASSOCIATION; BRAIN DEGENERATION; BRAIN FUNCTION; BRAIN REGION; CENTRAL NERVOUS SYSTEM; CONTROLLED STUDY; FEMALE; FUNCTIONAL NEUROIMAGING; GLUCOSE BRAIN LEVEL; GLUCOSE METABOLISM; HIPPOCAMPUS; HUMAN; HUMAN EXPERIMENT; LIMBIC CORTEX; MALE; NERVE CELL NETWORK; NORMAL HUMAN; ORBITAL CORTEX; PHYSICAL EXAMINATION; POSITRON EMISSION TOMOGRAPHY; SENESCENCE; BRAIN; COMPARATIVE STUDY; MIDDLE AGED; PHYSIOLOGY; STATISTICAL MODEL;

ADULT; AGING; BRAIN; FEMALE; HUMANS; LIKELIHOOD FUNCTIONS; MALE; MIDDLE AGED; NERVE NET; POSITRON-EMISSION TOMOGRAPHY;

EID: 84896114509     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0088690     Document Type: Article

References (66)

1. Chiappe P, Siegel LS, Hasher L (2000) Working memory, inhibitory control, and reading disability. Memory & Cognition 28: 8-17. (Pubitemid 30120750)
2. Madden DJ, Turkington TG, Provenzale JM, Denny LL, Hawk TC, et al. (1999) Adult age differences in the functional neuroanatomy of verbal recognition memory. Human brain mapping 7: 115-135. (Pubitemid 29055290)
3. Mattay VS, Fera F, Tessitore A, Hariri A, Das S, et al. (2002) Neurophysiological correlates of age-related changes in human motor function. Neurology 58: 630-635. (Pubitemid 34164948)
4. Aine C, Sanfratello L, Adair J, Knoefel J, Caprihan A, et al. (2011) Development and decline of memory functions in normal, pathological and healthy successful aging. Brain topography 24: 323-339.
5. McKhann G, Drachman D, Folstein M, Katzman R, Price D, et al. (1984) Clinical diagnosis of alzheimer's disease report of the nincdsadrda work group* under the auspices of department of health and human services task force on alzheimer's disease. Neurology 34: 939-939.
6. Hughes AJ, Daniel SE, Kilford L, Lees AJ (1992) Accuracy of clinical diagnosis of idiopathic parkinson's disease: a clinico-pathological study of 100 cases. Journal of Neurology, Neurosurgery & Psychiatry 55: 181-184.
7. Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nature Reviews Neuroscience 10: 186-198.
8. Bassett DS, Bullmore ET (2009) Human brain networks in health and disease. Current opinion in neurology 22: 340.
9. Meunier D, Achard S, Morcom A, Bullmore E (2009) Age-related changes in modular organization of human brain functional networks. Neuroimage 44: 715.
10. Micheloyannis S, Vourkas M, Tsirka V, Karakonstantaki E, Kanatsouli K, et al. (2009) The influence of ageing on complex brain networks: a graph theoretical analysis. Human brain mapping 30: 200-208.
11. Sun J, Tong S, Yang GY (2012) Reorganization of brain networks in aging and age-related diseases. Aging and Disease 3: 181.
12. Watts D, Strogatz S (1998) The small world problem. Collective Dynamics of Small-World Networks 393: 440-442.
13. Latora V, Marchiori M (2001) Efficient behavior of small-world networks. Physical Review Letters 87: 198701.
14. Supekar K, Musen M, Menon V (2009) Development of large-scale functional brain networks in children. PLoS biology 7: e1000157.
15. Fair DA, Cohen AL, Power JD, Dosenbach NU, Church JA, et al. (2009) Functional brain networks develop from a local to distributed organization. PLoS computational biology 5: e1000381.
16. Wu K, Taki Y, Sato K, Kinomura S, Goto R, et al. (2012) Agerelated changes in topological organization of structural brain networks in healthy individuals. Human brain mapping 33: 552-568.
17. Achard S, Bullmore E (2007) Efficiency and cost of economical brain functional networks. PLoS computational biology 3: e17.
18. Stam C, Jones B, Nolte G, Breakspear M, Scheltens P (2007) Smallworld networks and functional connectivity in alzheimer's disease. Cerebral Cortex 17: 92-99. (Pubitemid 44973898)
19. He Y, Chen Z, Evans A (2008) Structural insights into aberrant topological patterns of large-scale cortical networks in alzheimer's disease. The Journal of neuroscience 28: 4756-4766.
20. Koch W, Teipel S, Mueller S, Buerger K, Bokde AL, et al. (2010) Effects of aging on default mode network activity in resting state fmri: does the method of analysis matter? Neuroimage 51: 280-287.
21. Damoiseaux J, Beckmann C, Arigita ES, Barkhof F, Scheltens P, et al. (2008) Reduced resting-state brain activity in the default network in normal aging. Cerebral Cortex 18: 1856-1864. (Pubitemid 352019901)
22. Fair DA, Cohen AL, Dosenbach NU, Church JA, Miezin FM, et al. (2008) The maturing architecture of the brain's default network. Proceedings of the National Academy of Sciences 105: 4028-4032. (Pubitemid 351723518)
23. Bluhm RL, Osuch EA, Lanius RA, Boksman K, Neufeld RW, et al. (2008) Default mode network connectivity: effects of age, sex, and analytic approach. Neuroreport 19: 887-891. (Pubitemid 351655161)
24. Binder JR, Frost JA, Hammeke TA, Bellgowan P, Rao SM, et al. (1999) Conceptual processing during the conscious resting state: a functional mri study. Journal of Cognitive Neuroscience 11: 80-93. (Pubitemid 29224571)
25. Shulman GL, Corbetta M, Buckner RL, Raichle ME, Fiez JA, et al. (1997) Top-down modulation of early sensory cortex. Cerebral Cortex 7: 193-206. (Pubitemid 27184481)
26. Petit-Taboue M, Landeau B, Desson J, Desgranges B, Baron J (1998) Effects of healthy aging on the regional cerebral metabolic rate of glucose assessed with statistical parametric mapping. Neuroimage 7: 176-184. (Pubitemid 28372788)
27. Phelps M, Huang S, Hoffman E, Selin C, Sokoloff L, et al. (1979) Tomographic measurement of local cerebral glucose metabolic rate in humans with (f-18) 2-fluoro-2-deoxy-d-glucose: validation of method. Annals of neurology 6: 371-388. (Pubitemid 10203423)
28. Pardo JV, Lee JT, Sheikh SA, Surerus-Johnson C, Shah H, et al. (2007) Where the brain grows old: Decline in anterior cingulate and medial prefrontal function with normal aging. Neuroimage 35: 1231-1237. (Pubitemid 46507815)
29. Van Veen V, Krug MK, Schooler JW, Carter CS (2009) Neural activity predicts attitude change in cognitive dissonance. Nature neuroscience 12: 1469-1474.
30. Horwitz B, Tagamets M, McIntosh AR (1999) Neural modeling, functional brain imaging, and cognition. Trends in Cognitive Sciences 3: 91-98. (Pubitemid 29119314)
31. Ferrarelli F, Haraldsson HM, Barnhart TE, Roberts AD, Oakes TR, et al. (2004) [A, sup. 17, /sup. f]-fluoromethane pet/tms study of effective connectivity. Brain research bulletin 64: 103-113. (Pubitemid 39165866)
32. Seo EH, Lee DY, Lee JM, Park JS, Sohn BK, et al. (2013) Whole-brain functional networks in cognitively normal, mild cognitive impairment, and alzheimers disease. PloS one 8: e53922.
33. Gavrilescu M, Shaw ME, Stuart GW, Eckersley P, Svalbe ID, et al. (2002) Simulation of the effects of global normalization procedures in functional mri. Neuroimage 17: 532-542. (Pubitemid 35316993)
34. Dukart J, Mueller K, Horstmann A, Vogt B, Frisch S, et al. (2010) Differential effects of global and cerebellar normalization on detection and differentiation of dementia in fdg-pet studies. Neuroimage 49: 1490-1495.
35. Tzourio-Mazoyer N, Landeau B, Papathanassiou D, Crivello F, Etard O, 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. (Pubitemid 34852226)
36. Worsley K, Chen J, Lerch J, Evans A (2005) Comparing functional connectivity via thresholding correlations and singular value decomposition. Philosophical Transactions of the Royal Society B: Biological Sciences 360: 913-920. (Pubitemid 41672854)
37. Lerch J, Worsley K, Shaw W, Greenstein D, Lenroot R, et al. (2006) Mapping anatomical correlations across cerebral cortex (macacc) using cortical thickness from mri. Neuroimage 31: 993-1003. (Pubitemid 43851317)
38. Liu Y, Liang M, Zhou Y, He Y, Hao Y, et al. (2008) Disrupted smallworld networks in schizophrenia. Brain 131: 945-961.
39. Humphries M, Gurney K, Prescott T (2006) The brainstem reticular formation is a small-world, not scale-free, network. Proceedings of the Royal Society B: Biological Sciences 273: 503-511. (Pubitemid 46780559)
40. Achard S, Salvador R, Whitcher B, Suckling J, Bullmore E (2006) A resilient, low-frequency, small-world human brain functional network with highly connected association cortical hubs. The Journal of Neuroscience 26: 63-72. (Pubitemid 43090914)
41. Sporns O, Chialvo D, Kaiser M, Hilgetag C, et al. (2004) Organization, development and function of complex brain networks. Trends in cognitive sciences 8: 418-425. (Pubitemid 39179905)
42. Maslov S, Sneppen K (2002) Specificity and stability in topology of protein networks. Science Signalling 296: 910.
43. Milo R, Shen-Orr S, Itzkovitz S, Kashtan N, Chklovskii D, et al. (2002) Network motifs: simple building blocks of complex networks. Science Signalling 298: 824.
44. Freeman L (1977) A set of measures of centrality based on betweenness. Sociometry : 35-41.
45. Albert R, Jeong H, Barabási A (2000) Error and attack tolerance of complex networks. Nature 406: 378-382. (Pubitemid 30625551)
46. Kaiser M, Hilgetag C (2004) Edge vulnerability in neural and metabolic networks. Biological cybernetics 90: 311-317. (Pubitemid 40871345)
47. Cohen J, Cohen P (1975) Applied multiple regression/correlation analysis for the behavioral sciences. Lawrence Erlbaum.
48. Genovese C, Lazar N, Nichols T (2002) Thresholding of statistical maps in functional neuroimaging using the false discovery rate. Neuroimage 15: 870-878. (Pubitemid 34852500)
49. Bassett D, Bullmore E (2006) Small-world brain networks. The neuroscientist 12: 512-523. (Pubitemid 44657966)
50. Sporns O, Tononi G, Edelman G (2000) Theoretical neuroanatomy: relating anatomical and functional connectivity in graphs and cortical connection matrices. Cerebral Cortex 10: 127-141. (Pubitemid 30078735)
51. Kaiser M, Hilgetag C (2006) Nonoptimal component placement, but short processing paths, due to long-distance projections in neural systems. PloS Computational Biology 2: e95.
52. Bassett DS, Bullmore E, Verchinski BA, Mattay VS, Weinberger DR, et al. (2008) Hierarchical organization of human cortical networks in health and schizophrenia. The Journal of Neuroscience 28: 9239-9248.
53. Wang L, Zhu C, He Y, Zang Y, Cao Q, et al. (2009) Altered small-world brain functional networks in children with attentiondeficit/hyperactivity disorder. Human brain mapping 30: 638-649.
54. Chen ZJ, He Y, Rosa-Neto P, Germann J, Evans AC (2008) Revealing modular architecture of human brain structural networks by using cortical thickness from mri. Cerebral cortex 18: 2374-2381.
55. Strogatz SH (2001) Exploring complex networks. Nature 410: 268-276.
56. Catani M, Ffytche DH (2005) The rises and falls of disconnection syndromes. Brain 128: 2224-2239. (Pubitemid 41407963)
57. Honey CJ, Kötter R, Breakspear M, Sporns O (2007) Network structure of cerebral cortex shapes functional connectivity on multiple time scales. Proceedings of the National Academy of Sciences 104: 10240-10245. (Pubitemid 47175293)
58. Wang XF, Chen G (2003) Complex networks: small-world, scale-free and beyond. Circuits and Systems Magazine, IEEE 3: 6-20.
59. Mesulam MM (1998) From sensation to cognition. Brain 121: 1013-1052.
60. He Y, Dagher A, Chen Z, Charil A, Zijdenbos A, et al. (2009) Impaired smallworld efficiency in structural cortical networks in multiple sclerosis associated with white matter lesion load. Brain 132: 3366-3379.
61. Gong G, Rosa-Neto P, Carbonell F, Chen ZJ, He Y, et al. (2009) Ageand gender-related differences in the cortical anatomical network. The Journal of Neuroscience 29: 15684-15693.
62. Iturria-Medina Y, Sotero RC, Canales-Rodríguez EJ, Alemán-Gómez Y, Melie-García L, et al. (2008) Studying the human brain anatomical network via diffusion-weighted mri and graph theory. Neuroimage 40: 1064.
63. Albert ML (1994) Clinical neurology of aging. Oxford University Press, USA.
64. Reijneveld JC, Ponten SC, Berendse HW, Stam CJ, et al. (2007) The application of graph theoretical analysis to complex networks in the brain. Clinical Neurophysiology 118: 2317-2331. (Pubitemid 47539271)
65. Jhoo JH, Lee DY, Choo IH, Seo EH, Oh JS, et al. (2010) Discrimination of normal aging, mci and ad with multimodal imaging measures on the medial temporal lobe. Psychiatry Research: Neuroimaging 183: 237-243.
66. Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, et al. (2001) A default mode of brain function. Proceedings of the National Academy of Sciences 98: 676-682. (Pubitemid 32105102)