Quantifying motor recovery after stroke using independent vector analysis and graph-theoretical analysis

NeuroImage: Clinical

Volumn 8, Issue , 2015, Pages 298-304

  Laney, Jonathan ^a   Adali, Tülay ^a   McCombe Waller, Sandy ^b   Westlake, Kelly P ^b  

^a UNIVERSITY OF MARYLAND BALTIMORE COUNTY   (United States)

^b UNIVERSITY OF MARYLAND SCHOOL OF MEDICINE   (United States)

Author keywords

fMRI; Graph theoretical analysis; IVA; Stroke

Indexed keywords

ARM MOVEMENT; ARTICLE; BRAIN MAPPING; CEREBROVASCULAR ACCIDENT; COMPARATIVE STUDY; CONNECTOME; CONVALESCENCE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HAND MOVEMENT; INDEPENDENT COMPONENT ANALYSIS; MOTOR CONTROL; MOTOR DYSFUNCTION; MOTOR PERFORMANCE; NERVE CELL NETWORK; NERVE CELL PLASTICITY; PRIORITY JOURNAL; RANGE OF MOTION; REHABILITATION CARE; AGED; HUMAN; KINESIOTHERAPY; MIDDLE AGED; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY; PHYSIOLOGY; PROCEDURES; STATISTICAL ANALYSIS; STROKE REHABILITATION;

AGED; CONNECTOME; DATA INTERPRETATION, STATISTICAL; EXERCISE THERAPY; HUMANS; MAGNETIC RESONANCE IMAGING; MIDDLE AGED; NERVE NET; RECOVERY OF FUNCTION; STROKE REHABILITATION;

EID: 84930625230     PISSN: None     EISSN: 22131582     Source Type: Journal    
DOI: 10.1016/j.nicl.2015.04.014     Document Type: Article

References (40)

1. T. Adali, M. Anderson, and G. Fu Diversity in independent component and vector analyses: identifiability, algorithms, and applications in medical imaging IEEE Signal Process. Mag. 31 3 2014 18 33
2. E.A. Allen, E.B. Erhardt, E. Damaraju, W. Gruner, J.M. Segall, R.F. Silva, M. Havlicek, S. Rachakonda, J. Fries, R. Kalyanam, A.M. Michael, A. Caprihan, J.A. Turner, T. Eichele, S. Adelsheim, A.D. Bryan, J. Bustillo, V.P. Clark, S.W. Feldstein Ewing, F. Filbey, C.C. Ford, K. Hutchison, R.E. Jung, K.A. Kiehl, P. Kodituwakku, Y.M. Komesu, A.R. Mayer, G.D. Pearlson, J.P. Phillips, J.R. Sadek, M. Stevens, U. Teuscher, R.J. Thoma, and V.D. Calhoun A baseline for the multivariate comparison of resting-state networks Front. Syst. Neurosci. 5 2011 2
3. R. Barker, and S. Brauer Upper limb recovery after stroke: the stroke survivors' perspective Disabil. Rehabil. 27 20 2005 1213 1223
4. F. Bartolomei, I. Bosma, M. Klein, J. Baayen, J. Reijneveld, T. Postma, J. Heimans, B. van Dijk, J. de Munck, A. de Jongh, K. Cover, and C. Stam Disturbed functional connectivity in brain tumour patients: evaluation by graph analysis of synchronization matrices Clin. Neurophysiol. 117 2006 2039 2049
5. D.S. Bassett, B.G. Nelson, B.A. Mueller, J. Camchong, and K.O. Lim Altered resting state complexity in schizophrenia Neuroimage 59 3 2012 2196 2207
6. V.D. Calhoun, T. Adali, G.D. Pearlson, and J.J. Pekar A method for making group inferences from functional MRI data using independent component analysis Hum. Brain Mapp. 14 3 2001 140 151
7. J.H. Cauraugh, N. Lodha, S.K. Naik, and J.J. Summers Bilateral movement training and stroke motor recovery progress: a structured review and meta-analysis Hum. Mov. Sci. 29 5 2010 853 870
8. F. Coupar, A. Pollock, F. Van Wijck, J. Morris, and P. Langhorne Simultaneous bilateral training for improving arm function after stroke Cochrane Database Syst. Rev. 4 2010
9. W. de Haan, Y. Pijnenburg, R. Strijers, Y. van der Made, W. van der Flier, and C.S.P. Stam Functional neural network analysis in frontotemporal dementia and Alzheimer's disease using EEG and graph theory BMC Neurosci. 10 2009 101
10. J. Dea, M. Anderson, E. Allen, V. Calhoun, and T. Adali IVA for multi-subject fMRI analysis: a comparative study using a new simulation toolbox 2011 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) 2011 1 6
11. E. Erhardt, S. Rachakonda, E. Bedrick, E. Allen, T. Adali, and V. Calhoun Comparison of multi-subject ICA methods for analysis of fMRI data Hum. Brain Mapp. 32 2011 2075 2095
12. B. French, L.H. Thomas, M.J. Leathley, C.J. Sutton, J. McAdam, A. Forster, P. Langhorne, C. Price, A. Walker, and C.L. Watkins Repetitive task training for improving functional ability after stroke Cochrane Database Syst. Rev. 4 4 2007
13. K. Friston SPM [Online]. Available: http://www.fil.ion.ucl.ac.uk/spm/software/spm8 Jan 2013
14. K. Friston, J. Ashburner, C.D. Frith, J.-B. Poline, J.D. Heather, and R. Frackowiak Spatial registration and normalization of images Hum. Brain Mapp. 3 1995 165 189
15. C. Grefkes, and G.R. Fink Reorganization of cerebral networks after stroke: new insights from neuroimaging with connectivity approaches Brain 2011 awr033
16. A. Hyvärinen, P.O. Hoyer, and M. Inki Topographic independent component analysis Neural Comput. 13 7 2001 1527 1558
17. M.J. Jafri, G.D. Pearlson, M. Stevens, and V.D. Calhoun A method for functional network connectivity among spatially independent resting-state components in schizophrenia NeuroImage 39 4 2008 1666 1681
18. V. Kiviniemi, T. Srarck, J. Remes, X. Long, J. Nikkinen, M. Haapea, J. Veijola, I. Moilanen, M. Isohanni, Y. Zang, and O. Tervonen Functional segmentation of the brain cortex using high model order group PICA Hum. Brain Mapp. 30 2009 3865 3886
19. P. Langhorne, P. Sandercock, and K. Prasad Evidence-based practice for stroke Lancet Neurol. 8 4 2009 308 309
20. P. Langhorne, J. Bernhardt, and G. Kwakkel Stroke rehabilitation Lancet 377 9778 2011 1693 1702
21. Y.-O. Li, T. Adali, and V.D. Calhoun Estimating the number of independent components for fMRI data Hum. Brain Mapp. 28 2007 1251 1266
22. X.-L. Li, S. Ma, V.D. Calhoun, and T. Adali Order detection for fMRI analysis: joint estimation of downsampling depth and order by information theoretic criteria IEEE Int. Symp., Biomedical Imaging: From Nano to Macro Apr. 2011 1019 1022
23. Y. Liu, M. Liang, Y. Zhou, Y. He, Y. Hao, M. Song, C. Yu, and H. Liu Disrupted small-world networks in schizophrenia Brain 131 4 2008 945 961
24. S. Ma, V.D. Calhoun, T. Eichele, W. Du, and T. Adali Modulations of functional connectivity in the healthy and schizophrenia groups during task and rest NeuroImage 62 3 Sep 2012 1694 1704
25. S. Ma, R. Phlypo, V. Calhoun, and T. Adali Capturing group variability using IVA: a simulation study and graph-theoretical analysis 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2013 3128 3132
26. S. Ma, V.D. Calhoun, R. Phlypo, and T. Adali Dynamic changes of spatial functional network connectivity in healthy individuals and schizophrenia patients using independent vector analysis NeuroImage 90 2014 196 206
27. S. McCombe Waller, W. Liu, and J. Whitall Temporal and spatial control following bilateral versus unilateral training Hum. Mov. Sci. 27 5 2008 749 758
28. A. Michael, M. Anderson, R. Miller, T. Adali, and V.D. Calhoun Preserving subject variability in group fMRI analysis: performance evaluation of GICA versus IVA Front. Syst. Neurosci. 8 106 2014
29. S. Ovadia-Caro, K. Villringer, J. Fiebach, G.J. Jungehulsing, E. van der Meer, D.S. Margulies, and A. Villringer Longitudinal effects of lesions on functional networks after stroke J. Cereb. Blood Flow Metab. 33 8 2013 1279 1285 (08, [Online]. Available: http://dx.doi.org/10.1038/jcbfm.2013.80=0pt)
30. J.-Y. Park, Y.-H. Kim, W.H. Chang, C.-h. Park, Y.-I. Shin, S.T. Kim, and A. Pascual-Leone Significance of longitudinal changes in the default-mode network for cognitive recovery after stroke Eur. J. Neurosci. 40 4 2014 2715 2722
31. G.L. Shulman, D.L. Pope, S.V. Astafiev, M.P. McAvoy, A.Z. Snyder, and M. Corbetta Right hemisphere dominance during spatial selective attention and target detection occurs outside the dorsal frontoparietal network J. Neurosci. 30 10 2010 3640 3651
32. O. Sporns, C.J. Honey, and R. Kötter Identification and classification of hubs in brain networks PLoS One 2 10 2007 e1049 (10)
33. H. Thieme, J. Mehrholz, M. Pohl, J. Behrens, and C. Dohle Mirror therapy for improving motor function after stroke Stroke 44 1 2013 e1 e2
34. E. van Dellen, L. Douw, J. Baayen, J. Heimans, S. Ponten, W. Vandertop, D. Velis, C. Stam, and J. Reijneveld Long-term effects of temporal lobe epilepsy on local neural networks: a graph theoretical analysis of corticography recordings PLoS One 4 2009 e8081
35. J.M. Veerbeek, E. van Wegen, R. van Peppen, P.J. van der Wees, E. Hendriks, M. Rietberg, and G. Kwakkel What is the evidence for physical therapy poststroke? A systematic review and meta-analysis PLoS One 9 2 2014 e87987
36. A. Waldner, C. Tomelleri, and S. Hesse Transfer of scientific concepts to clinical practice: recent robot-assisted training studies Funct. Neurol. 24 4 2009 173
37. L. Wang, C. Yu, H. Chen, W. Qin, Y. He, F. Fan, Y. Zhang, M. Wang, K. Li, Y. Zang, T.S. Woodward, and C. Zhu Dynamic functional reorganization of the motor execution network after stroke Brain 133 4 2010 1224 1238 ([Online]. Available: http://brain.oxfordjournals.org/content/133/4/1224=0pt)
38. K.P. Westlake, and S.S. Nagarajan Functional connectivity in relation to motor performance and recovery after stroke Front. Syst. Neurosci. 5 2011
39. K.P. Westlake, L.B. Hinkley, M. Bucci, A.G. Guggisberg, A.M. Findlay, R.G. Henry, S.S. Nagarajan, and N. Byl Resting state alpha-band functional connectivity and recovery after stroke Exp. Neurol. 237 1 2012 160 169
40. J. Winter, S. Hunter, J. Sim, and P. Crome Hands-on therapy interventions for upper limb motor dysfunction following stroke Cochrane Database Syst. Rev. 6 2011