Recognizing mild cognitive impairment based on network connectivity analysis of resting EEG with zero reference

Physiological Measurement

Volumn 35, Issue 7, 2014, Pages 1279-1298

  Xu, Peng ^a   Xiong, Xiu Chun ^a   Xue, Qing ^b,c   Tian, Yin ^a,d   Peng, Yueheng ^a   Zhang, Rui ^a   Li, Pei Yang ^a   Wang, Yu Ping ^b,c   Yao, De Zhong ^a  

^a UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA   (China)

^b CAPITAL MEDICAL UNIVERSITY   (China)

^c Beijing Key Laboratory of Neuromodulation   (China)

^d CHONGQING UNIVERSITY OF POSTS AND TELECOMMUNICATIONS   (China)

Author keywords

brain network; EEG reference; MCI recognition; mild cognitive impairment; resting scalp EEG; zero reference

Indexed keywords

DIAGNOSIS;

BRAIN NETWORKS; COGNITIVE IMPAIRMENT; EEG REFERENCE; MILD COGNITIVE IMPAIRMENT; MILD COGNITIVE IMPAIRMENT RECOGNITION; NETWORK CONNECTIVITY; NETWORK-BASED; RESTING SCALP EEG; ZERO REFERENCE;

NEURODEGENERATIVE DISEASES;

AGED; ARTICLE; BRAIN; ELECTROENCEPHALOGRAPHY; FEMALE; HUMAN; MALE; METHODOLOGY; MILD COGNITIVE IMPAIRMENT; PATHOPHYSIOLOGY; RECEIVER OPERATING CHARACTERISTIC; REST; SCALP; SIGNAL PROCESSING;

AGED; BRAIN; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MILD COGNITIVE IMPAIRMENT; REST; ROC CURVE; SCALP; SIGNAL PROCESSING, COMPUTER-ASSISTED;

EID: 84902812197     PISSN: 09673334     EISSN: 13616579     Source Type: Journal    
DOI: 10.1088/0967-3334/35/7/1279     Document Type: Article

References (48)

1. Adler G, Brassen S and Jajcevic A 2003 EEG coherence in Alzheimer's dementia J. Neural Transm. 110 1051-8
2. Albert M S, DeKosky S T, Dickson D, Dubois B, Feldman H H, Fox N C, Gamst A, Holtzman D M, Jagust W J and Petersen R C 2011 The diagnosis of mild cognitive impairment due to Alzheimer's disease: recommendations from the national institute on aging-Alzheimer's association workgroups on diagnostic guidelines for Alzheimer's disease Alzheimers Dement. 7 270-9
3. Babiloni C et al 2006 Fronto-parietal coupling of brain rhythms in mild cognitive impairment: a multicentric EEG study Brain Res. Bull. 69 63-73
4. Bai F, Shu N, Yuan Y, Shi Y, Yu H, Wu D, Wang J, Xia M, He Y and Zhang Z 2012 Topologically convergent and divergent structural connectivity patterns between patients with remitted geriatric depression and amnestic mild cognitive impairment J. Neurosci. 32 4307-18
5. Bai F, Watson D R, Yu H, Shi Y, Yuan Y and Zhang Z 2009 Abnormal resting-state functional connectivity of posterior cingulate cortex in amnestic type mild cognitive impairment Brain Res. 1302 167-74
6. Bennys K, Rondouin G, Vergnes C and Touchon J 2001 Diagnostic value of quantitative EEG in Alzheimer's disease Neurophysiol. Clin. 31 153-60
7. Bischkopf J, Busse A and Angermeyer M 2002 Mild cognitive impairment - a review of prevalence, incidence and outcome according to current approaches Acta Psychiatr. Scand. 106 403-14
8. Brookmeyer R, Johnson E, Ziegler-Graham K and Arrighi H M 2007 Forecasting the global burden of Alzheimer's disease Alzheimers Dement. 3 186-91
9. Buscema M, Rossini P, Babiloni C and Grossi E 2007 The IFAST model, a novel parallel nonlinear EEG analysis technique, distinguishes mild cognitive impairment and Alzheimer's disease patients with high degree of accuracy Artifi. Intell. Med. 40 127-41
10. Chang C-C and Lin C-J 2011 LIBSVM: a library for support vector machines ACM Trans. Intell. Syst. Technol. 2 27
11. Cichocki A, Shishkin S L, Musha T, Leonowicz Z, Asada T and Kurachi T 2005 EEG filtering based on blind source separation (BSS) for early detection of Alzheimer's disease Clin. Neurophysiol. 116 729-37
12. Dauwels J, Srinivasan K, Reddy M R, Musha T, Vialatte F B, Latchoumane C, Jeong J and Cichocki A 2011 Slowing and loss of complexity in Alzheimer's EEG: two sides of the same coin Int. J. Alzheimers Dis. 2011 539621
13. Dauwels J, Vialatte F and Cichocki A 2010a Diagnosis of Alzheimer's disease from EEG signals: where are we standing Curr. Alzheimer. Res. 7 487-505
14. Dauwels J, Vialatte F, Musha T and Cichocki A 2010b A comparative study of synchrony measures for the early diagnosis of Alzheimer's disease based on EEG Neuroimage 49 668-93
15. Dickerson B C et al 2004 Medial temporal lobe function and structure in mild cognitive impairment Ann. Neurol. 56 27-35
16. Ding J R et al 2013 Altered functional and structural connectivity networks in psychogenic non-epileptic seizures PLoS One 8 e63850
17. Fan Y, Batmanghelich N, Clark C M and Davatzikos C 2008 Spatial patterns of brain atrophy in MCI patients, identified via high-dimensional pattern classification, predict subsequent cognitive decline Neuroimage 39 1731
18. Ferri C P et al 2005 Global prevalence of dementia: a Delphi consensus study Lancet 366 2112-7
19. Geselowitz D B 1998 The zero of potential IEEE Eng. Med. Biol. Mag. 17 128-36
20. Gomez C, Stam C J, Hornero R, Fernandez A and Maestu F 2009 Disturbed beta band functional connectivity in patients with mild cognitive impairment: an MEG study IEEE Trans. Biomed. Eng. 56 1683-90
21. Grundman M, Petersen R C, Ferris S H, Thomas R G, Aisen P S, Bennett D A, Foster N L, Jack C R Jr, Galasko D R and Doody R 2004 Mild cognitive impairment can be distinguished from Alzheimer disease and normal aging for clinical trials Arch. Neurol. 61 59
22. Huang C, Wahlund L O, Dierks T, Julin P, Winblad B and Jelic V 2000 Discrimination of Alzheimer's disease and mild cognitive impairment by equivalent EEG sources: a cross-sectional and longitudinal study Clin. Neurophysiol. 111 1961-7
23. Jeong J 2004 EEG dynamics in patients with Alzheimer's disease Clin. Neurophysiol. 115 1490-505
24. Koenig T, Prichep L, Dierks T, Hubl D, Wahlund L O, John E R and Jelic V 2005 Decreased EEG synchronization in Alzheimer's disease and mild cognitive impairment Neurobiol. Aging 26 165-71
25. Koopmans L H 1995 The Spectral Analysis of Time Series (Probability and Mathematical Statistics vol 22) (New York: Academic)
26. Locatelli T, Cursi M, Liberati D, Franceschi M and Comi G 1998 EEG coherence in Alzheimer's disease Electroencephalogr. Clin. Neurophysiol. 106 229-37
27. Marzetti L, Nolte G, Perrucci M, Romani G and Del Gratta C 2007 The use of standardized infinity reference in EEG coherency studies Neuroimage 36 48-63
28. Misra C, Fan Y and Davatzikos C 2009 Baseline and longitudinal patterns of brain atrophy in MCI patients, and their use in prediction of short-term conversion to AD: results from ADNI Neuroimage 44 1415
29. Nunez P L, Silberstein R B, Shi Z, Carpenter M R, Srinivasan R, Tucker D M, Doran S M, Cadusch P J and Wijesinghe R S 1999 EEG coherency: II. Experimental comparisons of multiple measures Clin. Neurophysiol. 110 469-86
30. Petersen R C, Doody R, Kurz A, Mohs R C, Morris J C, Rabins P V, Ritchie K, Rossor M, Thal L and Winblad B 2001 Current concepts in mild cognitive impairment Arch. Neurol. 58 1985
31. Petersen R C, Smith G E, Ivnik R J, Tangalos E G, Schaid D J, Thibodeau S N, Kokmen E, Waring S C and Kurland L T 1995 Apolipoprotein E status as a predictor of the development of Alzheimer's disease in memory-impaired individuals J. Am. Med. Assoc. 273 1274-8
32. Petrosian A, Prokhorov D, Lajara-Nanson W and Schiffer R 2001 Recurrent neural network-based approach for early recognition of Alzheimer's disease in EEG Clin. Neurophysiol. 112 1378-87
33. Pijnenburg Y A, van der Made Y, van Cappellen van Walsum A M, Knol D L, Scheltens P and Stam C J 2004 EEG synchronization likelihood in mild cognitive impairment and Alzheimer's disease during a working memory task Clin. Neurophysiol. 115 1332-9
34. Portet F, Ousset P J, Visser P J, Frisoni G B, Nobili F, Scheltens P, Vellas B and Touchon J 2006 Mild cognitive impairment (MCI) in medical practice: a critical review of the concept and new diagnostic procedure. Report of the MCI working group of the European consortium on Alzheimer's disease J. Neurol. Neurosurg. Psychiatry 77 714-8
35. Qin Y, Xu P and Yao D 2010 A comparative study of different references for EEG default mode network: the use of the infinity reference Clin. Neurophysiol. 121 1981-91
36. Rombouts S A, Barkhof F, Goekoop R, Stam C J and Scheltens P 2005 Altered resting state networks in mild cognitive impairment and mild Alzheimer's disease: an fMRI study Hum Brain Mapp. 26 231-9
37. Rossini P M, Buscema M, Capriotti M, Grossi E, Rodriguez G, Del Percio C and Babiloni C 2008 Is it possible to automatically distinguish resting EEG data of normal elderly versus mild cognitive impairment subjects with high degree of accuracy? Clin. Neurophysiol. 119 1534-45
38. Seo E H, Lee D Y, Lee J M, Park J S, Sohn B K, Lee D S, Choe Y M and Woo J I 2013 Whole-brain functional networks in cognitively normal, mild cognitive impairment, and Alzheimer's disease PLoS One 8 e53922
39. Stam C, De Haan W, Daffertshofer A, Jones B, Manshanden I, van Walsum A M C, Montez T, Verbunt J, De Munck J and Van Dijk B 2009 Graph theoretical analysis of magnetoencephalographic functional connectivity in Alzheimer's disease Brain 132 213-24
40. Stam C J, van der Made Y, Pijnenburg Y A and Scheltens P 2003 EEG synchronization in mild cognitive impairment and Alzheimer's disease Acta Neurol. Scand. 108 90-6
41. Thatcher R W 2012 Coherence, phase differences, phase shift, and phase lock in EEG/ERP analyses Dev. Neuropsychol. 37 476-96
42. van Deursen J A, Vuurman E F, Verhey F R, van Kranen-Mastenbroek V H and Riedel W J 2008 Increased EEG gamma band activity in Alzheimer's disease and mild cognitive impairment J. Neural Transm. 115 1301-11
43. Wee C, Yap P, Zhang D, Denny K, Browndyke J, Potter G, Welsh-Bohmer K, Wang L and Shen D 2012 Identification of MCI individuals using structural and functional connectivity networks Neuroimage 59 2045
44. Xu P, Kasprowicz M, Bergsneider M and Hu X 2010a Improved noninvasive intracranial pressure assessment with nonlinear kernel regression IEEE Trans. Inf. Technol. Biomed. 14 971-8
45. Xu P, Tian Y, Chen H and Yao D 2007 Lp norm iterative sparse solution for EEG source Localization IEEE Trans. Biomed. Eng. 54 400-9
46. Xu P, Tian Y, Lei X and Yao D 2010b Neuroelectric source imaging using 3SCO: a space coding algorithm based on particle swarm optimization and l0 norm constraint Neuroimage 51 183-205
47. Yao D 2001 A method to standardize a reference of scalp EEG recordings to a point at infinity Physiol. Meas. 22 693
48. Yao D, Wang L, Oostenveld R, Nielsen K D, Arendt-Nielsen L and Chen A C N 2005 A comparative study of different references for EEG spectral mapping: the issue of the neutral reference and the use of the infinity reference Physiol. Meas. 26 173