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Volumn 7, Issue , 2015, Pages 359-366

Functional connectivity classification of autism identifies highly predictive brain features but falls short of biomarker standards

Author keywords

Autism; Biomarkers; Machine learning classification; Social brain

Indexed keywords

ADULT; ARTICLE; ASSESSMENT OF HUMANS; AUTISM; BRAIN REGION; CLASSIFIER; COHORT ANALYSIS; CONNECTOME; DIAGNOSIS; DIAGNOSTIC ACCURACY; ELECTROENCEPHALOGRAM; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL NEUROIMAGING; HUMAN; INTELLIGENCE QUOTIENT; K NEAREST NEIGHBOR; KERNEL METHOD; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; NUCLEAR MAGNETIC RESONANCE SCANNER; PREDICTION; PRIORITY JOURNAL; RESTING STATE NETWORK; SIGNAL NOISE RATIO; SOCIAL INTERACTION; SOCIAL RESPONSIVENESS SCALE; SUPPORT VECTOR MACHINE; ADOLESCENT; BRAIN; CHILD DEVELOPMENT DISORDERS, PERVASIVE; CLINICAL TRIAL; COMPUTER ASSISTED DIAGNOSIS; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY; YOUNG ADULT;

EID: 84921627174     PISSN: None     EISSN: 22131582     Source Type: Journal    
DOI: 10.1016/j.nicl.2014.12.013     Document Type: Article
Times cited : (271)

References (40)
  • 1
    • 60549094801 scopus 로고    scopus 로고
    • The social brain: Neural basis of social knowledge
    • Adolphs R. The social brain: neural basis of social knowledge Annu. Rev. Psychol. 60 2009 693 716 10.1146/annurev.psych.60.110707.163514 18771388
    • (2009) Annu. Rev. Psychol. , vol.60 , pp. 693-716
    • Adolphs, R.1
  • 2
    • 83755186505 scopus 로고    scopus 로고
    • Functional connectivity magnetic resonance imaging classification of autism
    • Anderson J.S., Nielsen J.A., and Froehlich A.L. Functional connectivity magnetic resonance imaging classification of autism Brain 134 12 2011 3742 3754 10.1093/brain/awr263 22006979
    • (2011) Brain , vol.134 , Issue.12 , pp. 3742-3754
    • Anderson, J.S.1    Nielsen, J.A.2    Froehlich, A.L.3
  • 4
    • 0001677717 scopus 로고
    • Controlling the false discovery rate: A practical and powerful approach to multiple testing
    • Benjamini Y., and Hochberg Y. Controlling the false discovery rate: a practical and powerful approach to multiple testing J. R. Stat. Soc. B Stat. Methodol. 57 1995 289 300 10.2307/2346101
    • (1995) J. R. Stat. Soc. B Stat. Methodol. , vol.57 , pp. 289-300
    • Benjamini, Y.1    Hochberg, Y.2
  • 5
    • 84857627128 scopus 로고    scopus 로고
    • Autism spectrum disorder and autistic traits in the Avon Longitudinal Study of Parents and Children: Precursors and early signs
    • Bolton P.F., Golding J., Emond A., and Steer C.D. Autism spectrum disorder and autistic traits in the Avon Longitudinal Study of Parents and Children: precursors and early signs J. Am. Acad. Child Adolesc. Psychiatry 51 3 2012 249 260 10.1016/j.jaac.2011.12.009 22365461
    • (2012) J. Am. Acad. Child Adolesc. Psychiatry , vol.51 , Issue.3 , pp. 249-260
    • Bolton, P.F.1    Golding, J.2    Emond, A.3    Steer, C.D.4
  • 6
    • 0036345757 scopus 로고    scopus 로고
    • Autism, Asperger syndrome and brain mechanisms for the attribution of mental states to animated shapes
    • Castelli F., Frith C., Happe F., and Frith U. Autism, Asperger syndrome and brain mechanisms for the attribution of mental states to animated shapes Brain 125 8 2002 1839 1849 10.1093/brain/awf189
    • (2002) Brain , vol.125 , Issue.8 , pp. 1839-1849
    • Castelli, F.1    Frith, C.2    Happe, F.3    Frith, U.4
  • 8
    • 0030175198 scopus 로고    scopus 로고
    • AFNI: Software for analysis and visualization of functional magnetic resonance neuroimages
    • Cox R.W. AFNI: software for analysis and visualization of functional magnetic resonance neuroimages Comput. Biomed. Res. 29 3 1996 162 173 10.1006/cbmr.1996.0014 8812068
    • (1996) Comput. Biomed. Res. , vol.29 , Issue.3 , pp. 162-173
    • Cox, R.W.1
  • 9
    • 57049102842 scopus 로고    scopus 로고
    • Functional brain correlates of social and nonsocial processes in autism spectrum disorders: An activation likelihood estimation meta-analysis
    • Di Martino A., Ross K., Uddin L.Q., Sklar A.B., Castellanos F.X., and Milham M.P. Functional brain correlates of social and nonsocial processes in autism spectrum disorders: an activation likelihood estimation meta-analysis Biol. Psychiatry 65 1 2009 63 74 10.1016/j.biopsych.2008.09.022 18996505
    • (2009) Biol. Psychiatry , vol.65 , Issue.1 , pp. 63-74
    • Di Martino, A.1    Ross, K.2    Uddin, L.Q.3    Sklar, A.B.4    Castellanos, F.X.5    Milham, M.P.6
  • 10
    • 84901284227 scopus 로고    scopus 로고
    • The autism brain imaging data exchange: Towards a large-scale evaluation of the intrinsic brain architecture in autism
    • Di Martino A., Yan C.-G., and Li Q. The autism brain imaging data exchange: towards a large-scale evaluation of the intrinsic brain architecture in autism Mol. Psychiatry 19 6 2014 659 667 10.1038/mp.2013.78 23774715
    • (2014) Mol. Psychiatry , vol.19 , Issue.6 , pp. 659-667
    • Di Martino, A.1    Yan, C.-G.2    Li, Q.3
  • 11
    • 77956517416 scopus 로고    scopus 로고
    • Prediction of individual brain maturity using fMRI
    • Dosenbach N.U., Nardos B., and Cohen A.L. Prediction of individual brain maturity using fMRI Science 329 5997 2010 1358 1361 10.1126/science.1194144 20829489
    • (2010) Science , vol.329 , Issue.5997 , pp. 1358-1361
    • Dosenbach, N.U.1    Nardos, B.2    Cohen, A.L.3
  • 12
    • 70349964707 scopus 로고    scopus 로고
    • Investigating the predictive value of whole-brain structural MR scans in autism: A pattern classification approach
    • Ecker C., Rocha-Rego V., and Johnston P. Investigating the predictive value of whole-brain structural MR scans in autism: a pattern classification approach Neuroimage 49 1 2010 44 56 10.1016/j.neuroimage.2009.08.024
    • (2010) Neuroimage , vol.49 , Issue.1 , pp. 44-56
    • Ecker, C.1    Rocha-Rego, V.2    Johnston, P.3
  • 13
    • 34547914841 scopus 로고    scopus 로고
    • Social cognition in humans
    • Frith C.D., and Frith U. Social cognition in humans Curr. Biol. 17 16 2007 R724 R732 10.1016/j.cub.2007.05.068 17714666
    • (2007) Curr. Biol. , vol.17 , Issue.16 , pp. R724-R732
    • Frith, C.D.1    Frith, U.2
  • 14
    • 84887546061 scopus 로고    scopus 로고
    • The perils of global signal regression for group comparisons: A case study of autism spectrum disorders
    • Gotts S.J., Saad Z.S., Jo H.J., Wallace G.L., Cox R.W., and Martin A. The perils of global signal regression for group comparisons: a case study of autism spectrum disorders Front. Hum. Neurosci. 7 2013 356 10.3389/fnhum.2013.00356 23874279
    • (2013) Front. Hum. Neurosci. , vol.7 , pp. 356
    • Gotts, S.J.1    Saad, Z.S.2    Jo, H.J.3    Wallace, G.L.4    Cox, R.W.5    Martin, A.6
  • 15
    • 84866396847 scopus 로고    scopus 로고
    • Fractionation of social brain circuits in autism spectrum disorders
    • Gotts S.J., Simmons W.K., Milbury L.A., Wallace G.L., Cox R.W., and Martin A. Fractionation of social brain circuits in autism spectrum disorders Brain 135 9 2012 2711 2725 10.1093/brain/aws160 22791801
    • (2012) Brain , vol.135 , Issue.9 , pp. 2711-2725
    • Gotts, S.J.1    Simmons, W.K.2    Milbury, L.A.3    Wallace, G.L.4    Cox, R.W.5    Martin, A.6
  • 17
    • 84905996294 scopus 로고    scopus 로고
    • Developing a predictive gene classifier for autism spectrum disorders based upon differential gene expression profiles of phenotypic subgroups
    • Hu V.W., and Lai Y. Developing a predictive gene classifier for autism spectrum disorders based upon differential gene expression profiles of phenotypic subgroups N. Am. J. Med. Sci. (Boston) 6 3 2013 10.7156/najms.2013.0603107 24363828
    • (2013) N. Am. J. Med. Sci. (Boston) , vol.6 , Issue.3
    • Hu, V.W.1    Lai, Y.2
  • 19
    • 84880140628 scopus 로고    scopus 로고
    • Effective preprocessing procedures virtually eliminate distance-dependent motion artifacts in resting state FMRI
    • Jo H.J., Gotts S.J., and Reynolds R.C. Effective preprocessing procedures virtually eliminate distance-dependent motion artifacts in resting state FMRI J. Appl. Math. 2013 2013 10.1155/2013/935154 24415902
    • (2013) J. Appl. Math. , vol.2013
    • Jo, H.J.1    Gotts, S.J.2    Reynolds, R.C.3
  • 20
    • 84857697904 scopus 로고    scopus 로고
    • Autism as a neural systems disorder: A theory of frontal-posterior underconnectivity
    • Just M.A., Keller T.A., Malave V.L., Kana R.K., and Varma S. Autism as a neural systems disorder: a theory of frontal-posterior underconnectivity Neurosci. Biobehav. Rev. 36 4 2012 1292 1313 10.1016/j.neubiorev.2012.02.007 22353426
    • (2012) Neurosci. Biobehav. Rev. , vol.36 , Issue.4 , pp. 1292-1313
    • Just, M.A.1    Keller, T.A.2    Malave, V.L.3    Kana, R.K.4    Varma, S.5
  • 21
    • 33749255582 scopus 로고    scopus 로고
    • Sentence comprehension in autism: Thinking in pictures with decreased functional connectivity
    • Kana R.K., Keller T.A., Cherkassky V.L., Minshew N.J., and Just M.A. Sentence comprehension in autism: thinking in pictures with decreased functional connectivity Brain 129 9 2006 2484 2493 10.1093/brain/awl164 16835247
    • (2006) Brain , vol.129 , Issue.9 , pp. 2484-2493
    • Kana, R.K.1    Keller, T.A.2    Cherkassky, V.L.3    Minshew, N.J.4    Just, M.A.5
  • 23
    • 41049106012 scopus 로고    scopus 로고
    • Diagnostic stability in very young children with autism spectrum disorders
    • Kleinman J.M., Ventola P.E., and Pandey J. Diagnostic stability in very young children with autism spectrum disorders J. Autism Dev. Disord. 38 4 2008 606 615 10.1007/s10803-007-0427-8 17924183
    • (2008) J. Autism Dev. Disord. , vol.38 , Issue.4 , pp. 606-615
    • Kleinman, J.M.1    Ventola, P.E.2    Pandey, J.3
  • 24
    • 79952923036 scopus 로고    scopus 로고
    • Atypical diffusion tensor hemispheric asymmetry in autism
    • Lange N., Dubray M.B., and Lee J.E. Atypical diffusion tensor hemispheric asymmetry in autism Autism Res. 3 6 2010 350 358 10.1002/aur.162
    • (2010) Autism Res. , vol.3 , Issue.6 , pp. 350-358
    • Lange, N.1    Dubray, M.B.2    Lee, J.E.3
  • 25
    • 77249093053 scopus 로고    scopus 로고
    • Atypical neural self-representation in autism
    • Lombardo M.V., Chakrabarti B., and Bullmore E.T. Atypical neural self-representation in autism Brain 133 2 2010 611 624 10.1093/brain/awp306 20008375
    • (2010) Brain , vol.133 , Issue.2 , pp. 611-624
    • Lombardo, M.V.1    Chakrabarti, B.2    Bullmore, E.T.3
  • 26
    • 0033802632 scopus 로고    scopus 로고
    • The autism diagnostic observation schedule-generic: A standard measure of social and communication deficits associated with the spectrum of autism
    • Lord C., Risi S., and Lambrecht L. The autism diagnostic observation schedule-generic: a standard measure of social and communication deficits associated with the spectrum of autism J. Autism Dev. Disord. 30 3 2000 205 223 10.1023/A:1005592401947
    • (2000) J. Autism Dev. Disord. , vol.30 , Issue.3 , pp. 205-223
    • Lord, C.1    Risi, S.2    Lambrecht, L.3
  • 27
    • 0027997172 scopus 로고
    • Autism diagnostic interview-revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders
    • Lord C., Rutter M., and Le Couteur A. Autism diagnostic interview-revised: a revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders J. Autism Dev. Disord. 24 5 1994 659 685 10.1007/BF02172145 7814313
    • (1994) J. Autism Dev. Disord. , vol.24 , Issue.5 , pp. 659-685
    • Lord, C.1    Rutter, M.2    Le Couteur, A.3
  • 28
    • 84884686280 scopus 로고    scopus 로고
    • Multisite functional connectivity MRI classification of autism: ABIDE results
    • Nielsen J.A., and Zielinski B.A. Multisite functional connectivity MRI classification of autism: ABIDE results Front. Hum. Neurosci. 7 September 2013 599 10.3389/fnhum.2013.00599 24093016
    • (2013) Front. Hum. Neurosci. , vol.7 , Issue.SEPT. , pp. 599
    • Nielsen, J.A.1    Zielinski, B.A.2
  • 30
    • 81355153871 scopus 로고    scopus 로고
    • Functional network organization of the human brain
    • Power J.D., Cohen A.L., and Nelson S.M. Functional network organization of the human brain Neuron 72 4 2011 665 678 10.1016/j.neuron.2011.09.006 22099467
    • (2011) Neuron , vol.72 , Issue.4 , pp. 665-678
    • Power, J.D.1    Cohen, A.L.2    Nelson, S.M.3
  • 31
    • 84884227262 scopus 로고    scopus 로고
    • Methods to detect, characterize, and remove motion artifact in resting state fMRI
    • Power J.D., Mitra A., Laumann T.O., Snyder A.Z., Schlaggar B.L., and Petersen S.E. Methods to detect, characterize, and remove motion artifact in resting state fMRI Neuroimage 84 2014 320 341 10.1016/j.neuroimage.2013.08.048 23994314
    • (2014) Neuroimage , vol.84 , pp. 320-341
    • Power, J.D.1    Mitra, A.2    Laumann, T.O.3    Snyder, A.Z.4    Schlaggar, B.L.5    Petersen, S.E.6
  • 32
    • 79959309049 scopus 로고    scopus 로고
    • Auditory magnetic mismatch field latency: A biomarker for language impairment in autism
    • Roberts T.P., Cannon K.M., and Tavabi K. Auditory magnetic mismatch field latency: a biomarker for language impairment in autism Biol. Psychiatry 70 3 2011 263 269 10.1016/j.biopsych.2011.01.015 21392733
    • (2011) Biol. Psychiatry , vol.70 , Issue.3 , pp. 263-269
    • Roberts, T.P.1    Cannon, K.M.2    Tavabi, K.3
  • 33
    • 84874438332 scopus 로고    scopus 로고
    • Inter-regional cortical thickness correlations are associated with autistic symptoms: A machine-learning approach
    • Sato J.R., Hoexter M.Q., Oliveira P.P.dM., Brammer M.J., Murphy D., and Ecker C. Inter-regional cortical thickness correlations are associated with autistic symptoms: a machine-learning approach J. Psychiatr. Res. 47 4 2013 453 459 10.1016/j.jpsychires.2012.11.017
    • (2013) J. Psychiatr. Res. , vol.47 , Issue.4 , pp. 453-459
    • Sato, J.R.1    Hoexter, M.Q.2    Oliveira, P.P.D.M.3    Brammer, M.J.4    Murphy, D.5    Ecker, C.6
  • 34
  • 35
    • 84896918827 scopus 로고    scopus 로고
    • Patches of disorganization in the neocortex of children with autism
    • Stoner R., Chow M.L., and Boyle M.P. Patches of disorganization in the neocortex of children with autism N. Engl. J. Med. 370 13 2014 1209 1219 10.1056/NEJMoa1307491 24670167
    • (2014) N. Engl. J. Med. , vol.370 , Issue.13 , pp. 1209-1219
    • Stoner, R.1    Chow, M.L.2    Boyle, M.P.3
  • 36
    • 80053952154 scopus 로고    scopus 로고
    • Multivariate searchlight classification of structural magnetic resonance imaging in children and adolescents with autism
    • Uddin L.Q., Menon V., and Young C.B. Multivariate searchlight classification of structural magnetic resonance imaging in children and adolescents with autism Biol. Psychiatry 70 9 2011 833 841 10.1016/j.biopsych.2011.07.014 21890111
    • (2011) Biol. Psychiatry , vol.70 , Issue.9 , pp. 833-841
    • Uddin, L.Q.1    Menon, V.2    Young, C.B.3
  • 37
    • 84880346529 scopus 로고    scopus 로고
    • Salience network-based classification and prediction of symptom severity in children with autism
    • Uddin L.Q., Supekar K., and Lynch C.J. Salience network-based classification and prediction of symptom severity in children with autism JAMA Psychiatry 70 8 2013 869 879 10.1001/jamapsychiatry.2013.104 23803651
    • (2013) JAMA Psychiatry , vol.70 , Issue.8 , pp. 869-879
    • Uddin, L.Q.1    Supekar, K.2    Lynch, C.J.3
  • 38
    • 78649897373 scopus 로고    scopus 로고
    • Age-related temporal and parietal cortical thinning in autism spectrum disorders
    • Wallace G.L., Dankner N., Kenworthy L., Giedd J.N., and Martin A. Age-related temporal and parietal cortical thinning in autism spectrum disorders Brain 133 12 2010 3745 3754 10.1093/brain/awq279 20926367
    • (2010) Brain , vol.133 , Issue.12 , pp. 3745-3754
    • Wallace, G.L.1    Dankner, N.2    Kenworthy, L.3    Giedd, J.N.4    Martin, A.5
  • 39
    • 84874117322 scopus 로고    scopus 로고
    • Can questions about social interaction correctly identify preschool aged children with autism?
    • Williams K., Perkins D., Wheeler D., Hayen A., and Bayl V. Can questions about social interaction correctly identify preschool aged children with autism? J. Paediatr. Child. Health 49 2 2013 E167 E174 10.1111/jpc.12092 23350819
    • (2013) J. Paediatr. Child. Health , vol.49 , Issue.2 , pp. E167-E174
    • Williams, K.1    Perkins, D.2    Wheeler, D.3    Hayen, A.4    Bayl, V.5
  • 40
    • 80055033629 scopus 로고    scopus 로고
    • How do we establish a biological marker for a behaviorally defined disorder? Autism as a test case
    • Yerys B.E., and Pennington B.F. How do we establish a biological marker for a behaviorally defined disorder? Autism as a test case Autism Res. 4 4 2011 239 241 10.1002/aur.204 21710504
    • (2011) Autism Res. , vol.4 , Issue.4 , pp. 239-241
    • Yerys, B.E.1    Pennington, B.F.2


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