Resting-state networks in 6-to-10 year old children

Human Brain Mapping

Volumn 37, Issue 12, 2016, Pages 4286-4300

  Muetzel, Ryan L ^a,b   Blanken, Laura M E ^a,b   Thijssen, Sandra ^b,c,d   van der Lugt, Aad ^b   Jaddoe, Vincent W V ^a,b   Verhulst, Frank C ^a   Tiemeier, Henning ^a,b   White, Tonya ^a,b  

^a SOPHIA CHILDREN S HOSPITAL   (Netherlands)

^b ERASMUS MEDICAL CENTER   (Netherlands)

^c ERASMUS UNIVERSITY ROTTERDAM   (Netherlands)

^d LEIDEN UNIVERSITY   (Netherlands)

Author keywords

age related; brain development; dual regression; functional MRI; independent component analysis

Indexed keywords

ARTICLE; BRAIN DEVELOPMENT; CHILD; CHILD BEHAVIOR CHECKLIST; DEFAULT MODE NETWORK; DIGITAL IMAGING AND COMMUNICATIONS IN MEDICINE; FEMALE; FUNCTIONAL CONNECTIVITY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; FUNCTIONAL NEUROIMAGING; HUMAN; IMAGE PROCESSING; INDEPENDENT COMPONENT ANALYSIS; LEFT HANDEDNESS; MALE; NEUROIMAGING; PRIORITY JOURNAL; RESTING STATE NETWORK; RIGHT HANDEDNESS; BRAIN; BRAIN MAPPING; CHILD DEVELOPMENT; COHORT ANALYSIS; DIAGNOSTIC IMAGING; GROWTH, DEVELOPMENT AND AGING; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PROCEDURES; REGRESSION ANALYSIS; REST;

BRAIN; BRAIN MAPPING; CHILD; CHILD DEVELOPMENT; COHORT STUDIES; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; REGRESSION ANALYSIS; REST;

EID: 84978438103     PISSN: 10659471     EISSN: 10970193     Source Type: Journal    
DOI: 10.1002/hbm.23309     Document Type: Article

References (38)

1. Achenbach TM, Rescorla LA (2000): Manual for ASEBA preschool forms & profiles. Burlington, VT: University of Vermont, Research Center for Children, Youth & Families.
2. Achenbach TM, Ruffle TM (2000): The Child Behavior Checklist and related forms for assessing behavioral/emotional problems and competencies. Pediatr Rev/Am Acad Pediatr 21:265–271.
3. Beckmann CF, DeLuca M, Devlin JT, Smith SM (2005): Investigations into resting-state connectivity using independent component analysis. Philos Trans R Soc Lond Ser B, Biol Sci 360:1001–1013.
4. Biswal BB, Mennes M, Zuo XN, Gohel S, Kelly C, Smith SM, Beckmann CF, Adelstein JS, Buckner RL, Colcombe S, Dogonowski AM, Ernst M, Fair D, Hampson M, Hoptman MJ, Hyde JS, Kiviniemi VJ, Kotter R, Li SJ, Lin CP, Lowe MJ, Mackay C, Madden DJ, Madsen KH, Margulies DS, Mayberg HS, McMahon K, Monk CS, Mostofsky SH, Nagel BJ, Pekar JJ, Peltier SJ, Petersen SE, Riedl V, Rombouts SA, Rypma B, Schlaggar BL, Schmidt S, Seidler RD, Siegle GJ, Sorg C, Teng GJ, Veijola J, Villringer A, Walter M, Wang L, Weng XC, Whitfield-Gabrieli S, Williamson P, Windischberger C, Zang YF, Zhang HY, Castellanos FX, Milham MP (2010): Toward discovery science of human brain function. Proc Natl Acad Sci U S A 107:4734–4739.
5. Calhoun VD, Adali T, Pearlson GD, Pekar JJ (2001): A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14:140–151.
6. Calhoun VD, Maciejewski PK, Pearlson GD, Kiehl KA (2008): Temporal lobe and “default” hemodynamic brain modes discriminate between schizophrenia and bipolar disorder. Hum Brain Mapp 29:1265–1275.
7. Cole DM, Smith SM, Beckmann CF (2010): Advances and pitfalls in the analysis and interpretation of resting-state FMRI data. Front Syst Neurosci 4:8.
8. Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, Smith SM, Beckmann CF (2006): Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 103:13848–13853.
9. de Bie HM, Boersma M, Adriaanse S, Veltman DJ, Wink AM, Roosendaal SD, Barkhof F, Stam CJ, Oostrom KJ, Delemarre-van de Waal HA, Sanz-Arigita EJ (2012): Resting-state networks in awake five- to eight-year old children. Hum Brain Mapp 33:1189–1201.
10. Desikan RS, Segonne F, Fischl B, Quinn BT, Dickerson BC, Blacker D, Buckner RL, Dale AM, Maguire RP, Hyman BT, Albert MS, Killiany RJ (2006): An automated labeling system for subdividing the human cerebral cortex on MRI scans into gyral based regions of interest. Neuroimage 31:968–980.
11. Filippini N, MacIntosh BJ, Hough MG, Goodwin GM, Frisoni GB, Smith SM, Matthews PM, Beckmann CF, Mackay CE (2009): Distinct patterns of brain activity in young carriers of the APOE-epsilon4 allele. Proc Natl Acad Sci U S A 106:7209–7214.
12. Franco AR, Mannell MV, Calhoun VD, Mayer AR (2013): Impact of analysis methods on the reproducibility and reliability of resting-state networks. Brain Connect 3:363–374.
13. Friedman L, Stern H, Brown GG, Mathalon DH, Turner J, Glover GH, Gollub RL, Lauriello J, Lim KO, Cannon T, Greve DN, Bockholt HJ, Belger A, Mueller B, Doty MJ, He J, Wells W, Smyth P, Pieper S, Kim S, Kubicki M, Vangel M, Potkin SG (2008): Test-retest and between-site reliability in a multicenter fMRI study. Hum Brain Mapp 29:958–972.
14. Gao W, Zhu H, Giovanello KS, Smith JK, Shen D, Gilmore JH, Lin W (2009): Evidence on the emergence of the brain's default network from 2-week-old to 2-year-old healthy pediatric subjects. Proc Natl Acad Sci U S A 106:6790–6795.
15. Griffanti L, Salimi-Khorshidi G, Beckmann CF, Auerbach EJ, Douaud G, Sexton CE, Zsoldos E, Ebmeier KP, Filippini N, Mackay CE, Moeller S, Xu J, Yacoub E, Baselli G, Ugurbil K, Miller KL, Smith SM (2014): ICA-based artefact removal and accelerated fMRI acquisition for improved resting state network imaging. Neuroimage 95:232–247.
16. Himberg J, Hyvarinen A, Esposito F (2004): Validating the independent components of neuroimaging time series via clustering and visualization. Neuroimage 22:1214–1222.
17. Jaddoe VW, van Duijn CM, Franco OH, van der Heijden AJ, van Iizendoorn MH, de Jongste JC, van der Lugt A, Mackenbach JP, Moll HA, Raat H, Rivadeneira F, Steegers EA, Tiemeier H, Uitterlinden AG, Verhulst FC, Hofman A (2012): The Generation R Study: Design and cohort update 2012. Eur J Epidemiol 27:739–756.
18. Jenkinson M, Beckmann CF, Behrens TE, Woolrich MW, Smith SM (2012): Fsl. Neuroimage 62:782–790.
19. Jolles DD, van Buchem MA, Crone EA, Rombouts SA (2011): A comprehensive study of whole-brain functional connectivity in children and young adults. Cereb Cortex 21:385–391.
20. Langeslag SJ, Schmidt M, Ghassabian A, Jaddoe VW, Hofman A, van der Lugt A, Verhulst FC, Tiemeier H, White TJ (2012): Functional connectivity between parietal and frontal brain regions and intelligence in young children: The Generation R study. Hum Brain Mapp 34:3299–3307.
21. Littow H, Elseoud AA, Haapea M, Isohanni M, Moilanen I, Mankinen K, Nikkinen J, Rahko J, Rantala H, Remes J, Starck T, Tervonen O, Veijola J, Beckmann C, Kiviniemi VJ (2010): Age-related differences in functional nodes of the brain cortex - a high model order group ica study. Front Syst Neurosci 4:32.
22. Michael AM, Anderson M, Miller RL, Adali T, Calhoun VD (2014): Preserving subject variability in group fMRI analysis: Performance evaluation of GICA vs. IVA. Front Syst Neurosci 8:106.
23. Mowinckel AM, Espeseth T, Westlye LT (2012): Network-specific effects of age and in-scanner subject motion: A resting-state fMRI study of 238 healthy adults. Neuroimage 63:1364–1373.
24. Power JD, Barnes KA, Snyder AZ, Schlaggar BL, Petersen SE (2012): Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion. Neuroimage 59:2142–2154.
25. Salimi-Khorshidi G, Douaud G, Beckmann CF, Glasser MF, Griffanti L, Smith SM (2014): Automatic denoising of functional MRI data: Combining independent component analysis and hierarchical fusion of classifiers. Neuroimage 90:449–468.
26. Sanchez CE, Richards JE, Almli CR (2012): Age-specific MRI templates for pediatric neuroimaging. Dev Neuropsychol 37:379–399.
27. Satterthwaite TD, Wolf DH, Loughead J, Ruparel K, Elliott MA, Hakonarson H, Gur RC, Gur RE (2012): Impact of in-scanner head motion on multiple measures of functional connectivity: Relevance for studies of neurodevelopment in youth. Neuroimage 60:623–632.
28. Schwartz S, Susser E (2011): The use of well controls: An unhealthy practice in psychiatric research. Psychol Med 41:1127–1131.
29. Smith SM, Nichols TE (2009): Threshold-free cluster enhancement: Addressing problems of smoothing, threshold dependence and localisation in cluster inference. Neuroimage 44:83–98.
30. Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, Mackay CE, Filippini N, Watkins KE, Toro R, Laird AR, Beckmann CF (2009): Correspondence of the brain's functional architecture during activation and rest. Proc Natl Acad Sci U S A 106:13040–13045.
31. Tian L, Kong Y, Ren J, Varoquaux G, Zang Y, Smith SM (2013): Spatial vs. temporal features in ica of resting-state fmri - a quantitative and qualitative investigation in the context of response inhibition. PLoS One 8:e66572.
32. Tick NT, van der Ende J, Koot HM, Verhulst FC (2007): 14-year changes in emotional and behavioral problems of very young Dutch children. J Am Acad Child Adolesc Psychiatry 46:1333–1340.
33. Tiemeier H, Velders FP, Szekely E, Roza SJ, Dieleman G, Jaddoe VW, Uitterlinden AG, White TJ, Bakermans-Kranenburg MJ, Hofman A, Van Ijzendoorn MH, Hudziak JJ, Verhulst FC (2012): The Generation R Study: A review of design, findings to date, and a study of the 5-HTTLPR by environmental interaction from fetal life onward. J Am Acad Child Adolesc Psychiatry 51:1119–1135 e7.
34. White T, El Marroun H, Nijs I, Schmidt M, van der Lugt A, Wielopolki PA, Jaddoe VW, Hofman A, Krestin GP, Tiemeier H, Verhulst FC (2013): Pediatric population-based neuroimaging and the Generation R Study: The intersection of developmental neuroscience and epidemiology. Eur J Epidemiol 28:99–111.
35. White T, Muetzel R, Schmidt M, Langeslag SJ, Jaddoe V, Hofman A, Calhoun VD, Verhulst FC, Tiemeier H (2014): Time of acquisition and network stability in pediatric resting-state functional MRI. Brain Connect 4:417–427.
36. Winkler AM, Ridgway GR, Webster MA, Smith SM, Nichols TE (2014): Permutation inference for the general linear model. Neuroimage 92:381–397.
37. Yeo BT, Krienen FM, Sepulcre J, Sabuncu MR, Lashkari D, Hollinshead M, Roffman JL, Smoller JW, Zollei L, Polimeni JR, Fischl B, Liu H, Buckner RL (2011): The organization of the human cerebral cortex estimated by intrinsic functional connectivity. J Neurophysiol 106:1125–1165.
38. Zhang H, Zuo XN, Ma SY, Zang YF, Milham MP, Zhu CZ (2010): Subject order-independent group ICA (SOI-GICA) for functional MRI data analysis. Neuroimage 51:1414–1424.