Characteristics of canonical intrinsic connectivity networks across tasks and monozygotic twin pairs

Human Brain Mapping

Volumn 35, Issue 11, 2014, Pages 5532-5549

  Moodie, Craig A ^a   Wisner, Krista M ^b   Macdonald, Angus W ^a,b  

^a UNIVERSITY OF MINNESOTA MEDICAL SCHOOL   (United States)

^b UNIVERSITY OF MINNESOTA   (United States)

Author keywords

Consistency; Functional connectivity; Heritability; Independent components analysis; Intrinsic connectivity networks; Neurometrics; Task; Twin study

Indexed keywords

OXYGEN;

ADULT; BRAIN; BRAIN MAPPING; COGNITION; DECISION MAKING; FEMALE; HEMISPHERIC DOMINANCE; HUMAN; IMAGE PROCESSING; INDIVIDUALITY; MALE; MONOZYGOTIC TWINS; NERVE CELL NETWORK; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHOTOSTIMULATION; PHYSIOLOGY; TIME; TWINS; VASCULARIZATION; YOUNG ADULT;

ADULT; BRAIN; BRAIN MAPPING; COGNITION; DECISION MAKING; FEMALE; FUNCTIONAL LATERALITY; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INDIVIDUALITY; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET; NEURAL PATHWAYS; OXYGEN; PHOTIC STIMULATION; TIME FACTORS; TWINS, MONOZYGOTIC; YOUNG ADULT;

EID: 84911447800     PISSN: 10659471     EISSN: 10970193     Source Type: Journal    
DOI: 10.1002/hbm.22568     Document Type: Article

References (90)

1. Agresti A (2013): Categorical Data Analysis, 3rd ed. Hoboken, New Jersey: Wiley Series on Probability and Statistics.
2. Ambrosius U, Lietzenmaier S, Wehrle R, Wichniak A, Kalus S, Winkelmann J, Friess E (2008). Heritability of sleep electroencephalogram. Biol Psychiatr 64:44-48.
3. Anderson J, Ferguson MA, Lopez-Larson M, Yurgelun-Todd D (2011): Reproducibility of single-subject functional connectivity measurements. Am J Neuroradiol 32:548-555.
4. Andersson JLR, Jenkinson M, Smith S (2007): Non-linear registration, aka spatial normalisation. Oxford Centre for Functional MRI of the Brain Technical Report TR07JA2.
5. Arbabshirani MR, Havlicek M, Kiehl KA, Pearlson GD, Calhoun VD (2012): Functional network connectivity during rest and task conditions: A comparative study. Hum Brain Mapp. 34:2959-2971.
6. Arfanakis K, Cordes D, Haughton VM, Moritz CH, Quigley MA, Meyerand ME (2000): Combining independent component analysis and correlation analysis to probe interregional connectivity in fMRI task activation datasets. Magn Reson Imaging 18:921-930. Retrieved from http://www.ncbi.nlm.nih.gov/pubmed/11121694.
7. Banerjee M, Capozzoli M, Mcsweeney L, Sinha D (2012): Beyond kappa: A review of interrater agreement measures. Can J Stat 27:3-23.
8. Beckmann CF (2012): Modelling with independent components. Neuroimage 62:891-901.
9. Beckmann C, Smith S (2004): Probabilistic independent component analysis for functional magnetic resonance imaging. Inst Elect Electron Eng Trans Med Imaging 23:137-152. Retrieved from http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1263605.
10. Behrens TEJ, Sporns O (2011): Human connectomics. Curr Opin Neurobiol 22:1-10.
11. Belmonte MK, Carper RA (2006): Monozygotic twins with Asperger syndrome: Differences in behaviour reflect variations in brain structure and function. Brain Cognit 61:110-121.
12. Bhaganagarapu K, Jackson GD, Abbott DF (2013): An automated method for identifying artifact in independent component analysis of resting-state fMRI. Front Hum Neurosci Methods 7:1-17.
13. Biswal B, Eldreth D, Motes M, Rypma B (2010): Task-dependent individual differences in prefrontal connectivity. Cereb Cortex 4:1-10.
14. Biswal B, 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, Kötter 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 USA 107:4734-4739.
15. Blokland GAM, McMahon KL, Hoffman J, Zhu G, Meredith M, Martin NG, Thompson PM, de Zubicaray GI, Wright MJ (2008): Quantifying the heritability of task-related brain activation and performance during the N-back working memory task: A twin fMRI study. Biol Psychol 79:70-79.
16. Blokland GAM, McMahon KL, Thompson PM, Martin NG, de Zubicaray GI, Wright MJ (2011): Heritability of working memory brain activation. J Neurosci 31:10882-10890.
17. Borgwardt SJ, Picchioni MM, Ettinger U, Toulopoulou T, Murray R, McGuire PK (2010): Regional gray matter volume in monozygotic twins concordant and discordant for schizophrenia. Biol Psychiatry 67:956-964.
18. Brun C, Leporé N, Pennec X, Lee A, Barysheva M, Madsen SK, Avedissian C, Chou YY, de Zubicaray GI, McMahon KL, Wright MJ, Toga AW, Thompson PM (2009): Mapping the regional influence of genetics on brain structure variability-A tensor-based morphometry study. Neuroimage 48:37-49.
19. Calhoun V, Adali T (2001): A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 151:140-151.
20. Calhoun VD, Adali T, Mcginty VB, Pekar JJ, Watson TD, Pearlson GD (2001): fMRI activation in a visual-perception task: Network of areas detected using the general linear model and independent components analysis. Neuroimage 14:1080-1088.
21. Calhoun V, Kiehl K, Pearlson G (2008): Modulation of temporally coherent brain networks estimated using ICA at rest and during cognitive tasks. Hum Brain Mapp 29:828-838.
22. Calhoun VD, Liu J, Adali T (2009): A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 45:S163-S172.
23. Chen C-H, Gutierrez ED, Thompson W, Panizzon MS, Jernigan TL, Eyler LT, Fennema-Notestine C, Jak AJ, Neale MC, Franz CE, Lyons MJ, Grant MD, Fischl B, Seidman LJ, Tsuang MT, Kremen WS, Dale AM (2012): Hierarchical genetic organization of human cortical surface area. Science 335:1634-1636.
24. Chiang M-C, McMahon KL, de Zubicaray GI, Martin NG, Hickie I, Toga AW, Wright MJ, Thompson PM (2011): Genetics of white matter development: A DTI study of 705 twins and their siblings aged 12 to 29. Neuroimage 54:2308-2317.
25. Chou Y, Panych L, Dickey CC, Petrella JR, Chen N (2012): Investigation of long-term reproducibility of intrinsic connectivity network mapping: A resting-state fMRI study. Am J Neuroradiol 33:833-838.
26. Crivello F, Tzourio N, Poline J, Woods RP, Mazziotta JC, Mazoyer B (1995): Intersubject variability in functional neuroanatomy of silent verb generation: Assessment by a new activation detection algorithm based on amplitude and size information.pdf. Neuroimage 2:253-263.
27. Deco G, Corbetta M (2012): The dynamical balance of the brain at rest. Neuroscientist 17:107-123.
28. Deco G, Jirsa V, Mcintosh AR, Sporns O, Ko R (2009): Key role of coupling, delay, and noise in resting brain fluctuations. Proc Natl Acad Sci USA 106:10302-10307.
29. Deco G, Jirsa VK, McIntosh AR (2011): Emerging concepts for the dynamical organization of resting-state activity in the brain. Nat Rev Neurosci 12:43-56.
30. Duarte-Carvajalino JM, Jahanshad N, Lenglet C, McMahon KL, de Zubicaray GI, Martin NG, Wright MJ, Thompson PM, Sapiro, G (2012): Hierarchical topological network analysis of anatomical human brain connectivity and differences related to sex and kinship. Neuroimage 59:3784-3804.
31. Edwards E, Nagarajan S, Dalal S (2010): Spatiotemporal imaging of cortical activation during verb generation and picture naming. Neuroimage 50:291-301.
32. Fornito A, Bullmore E (2012): Connectomic intermediate phenotypes for psychiatric disorders. Front Psychiatry 3:1-15.
33. Fox MD, Raichle ME (2007): Spontaneous fluctuations in brain activity observed with functional magnetic resonance imaging. Nat Rev Neurosci 8:700-711.
34. Glahn DC, Winkler AM, Kochunov P, Almasy L, Duggirala R, Carless MA, Curran JC, Olvera RL, Laird AR, Smith SM, Beckmann CF, Fox PT, Blangero J (2010): Genetic control over the resting brain. Proc Natl Acad Sci USA 107:1223-1228.
35. Grafton ST, Hamilton AFDC. (2007). Evidence for a distributed hierarchy of action representation in the brain. Hum Mov Sci 26:590-616.
36. Greicius M, Krasnow B (2003): Functional connectivity in the resting brain: A network analysis of the default mode hypothesis. Proc Natl Acad Sci USA 100:253-258.
37. Greicius M, Kiviniemi V, Tervonen O, Vainionpää V, Alahuhta S, Reiss AL, Menon V (2008): Persistent default-mode network connectivity during light sedation. Hum Brain Mapp 29:839-847.
38. Guo CC, Kurth F, Zhou J, Mayer EA, Eickhoff SB, Kramer JH, Seeley WW (2012): Neuroimage one-year test-Retest reliability of intrinsic connectivity network fMRI in older adults. Neuroimage 61:1471-1483.
39. Hagmann P, Cammoun L, Gigandet X, Gerhard S, Grant PE, Wedeen V, Meuli R, Thiran JP, Honey CJ, Sporns O (2010): MR connectomics: Principles and challenges. J Neurosci Methods 194:34-45.
40. Hallmayer J, Cleveland S, Torres A, Phillips J, Cohen B, Torigoe T, Miller J, Fedele A, Collins J, Smith K, Lotspeich L, Croen LA, Ozonoff S, Lajonchere C, Grether JK, Risch N (2011): Genetic heritability and shared environmental factors among twin pairs with autism. Arch Gen Psychiatry 68:1095-1102.
41. Hampson M, Driesen N (2006): Brain connectivity related to working memory performance. J Neurosci 26:13338-13343.
42. Hermundstad AM, Bassett DS, Brown KS, Aminoff EM, Clewett D, Freeman S, Frithsen A, Johnson A, Tipper CM, Miller MB, Grafton ST, Carlson JM (2013): Structural foundations of resting-state and task-based functional connectivity in the human brain. Proc Natl Acad Sci USA 110:6169-6174.
43. Honey CJ, Thivierge J-P, Sporns O (2010): Can structure predict function in the human brain? Neuroimage 52:766-776.
44. Hothorn T, Hornik K (2011): ExactRankTests: Exact distributions for rank and permutation tests. R Package Version 0.8-22. Retrieved from http://cran.r-project.org/package=xactRankTests.
45. Iacoboni M (2005): Neural mechanisms of imitation. Curr Opin Neurobiol 15:632-637.
46. Indefrey P (2011): The spatial and temporal signatures of word production components: A critical update. Front Psychol 2:1-16.
47. Indefrey P, Levelt WJM (2004): The spatial and temporal signatures of word production components. Cognition 92:101-144.
48. Jackson PL, Meltzoff AN, Decety J (2006): Neural circuits involved in imitation and perspective-taking. Neuroimage 31:429-439.
49. Jahanshad N, Lee AD, Barysheva M, McMahon KL, de Zubicaray GI, Martin NG, Wright MJ, Toga AW, Thompson, PM (2010): Genetic influences on brain asymmetry: A DTI study of 374 twins and siblings. Neuroimage 52:455-469.
50. Jang JH, Jung WH, Choi JS, Choi CH, Kang DH, Shin NY, Hong KS, Kwon JS (2011): Reduced prefrontal functional connectivity in the default mode network is related to greater psychopathology in subjects with high genetic loading for schizophrenia. Schizophr Res 127:58-65.
51. Jenkinson M, Bannister P, Brady M, Smith S (2002): Improved optimization for the robust and accurate linear registration and motion correction of brain images. Neuroimage 17:825-841.
52. Koski L, Iacoboni M, Dubeau M, Woods RP, John C (2003): Modulation of cortical activity during different imitative behaviors modulation of cortical activity during different imitative behaviors. J Neurophysiol 89:460-471.
53. Kristo G, Rutten G-J, Raemaekers M, de Gelder B, Rombouts S, Ramsey N (2012): Task and task-free FMRI reproducibility comparison for motor network identification. Hum Brain Mapp. 35:340-352.
54. Lahaye P, Poline J, Flandin G (2003): Functional connectivity: Studying nonlinear, delayed interactions between BOLD signals. Neuroimage 20:962-974.
55. Laird AR, Fox PM, Eickhoff SB, Turner JA, Ray KL, McKay DR, Glahn DC, Beckmann CF, Smith SM, Fox PT (2011): Behavioral interpretations of intrinsic connectivity networks. J Cogn Neurosci. 23:4022-40371. Retrieved from http://www.hubmed.org/display.cgi?uids=21671731.
56. Lessov-Schlaggar C, Hardin J, DeCarli C, Krasnow RE, Reed T, Wolf PA, Swan GE, Carmelli D (2012): Longitudinal genetic analysis of brain volumes in normal elderly male twins. Neurobiol Aging 33:636-644.
57. Li B, Wang X, Yao S, Hu D, Friston K (2012): Task-dependent modulation of effective connectivity within the default mode network. Front Psychol 3:1-11.
58. Li N, Ma N, Liu Y, He X-S, Sun D-L, Fu X-M, Zhang X, Han SZhang D-R (2013): Resting-state functional connectivity predicts impulsivity in economic decision-making. J Neurosci 33:4886-4895.
59. Matthews SC, Simmons AN, Strigo I, Jang K, Stein MB, Paulus MP (2007): Heritability of anterior cingulate response to conflict: An fMRI study in female twins. Neuroimage 38:223-227.
60. Mazziotta J, Toga A, Evans A, Fox P, Lancaster J, Zilles K, Mazoyer B (2001): A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM). Philos Trans R Soc Lond B Biol Sci 356:1293-1322.
61. Mazziotta JC, Woods R, Iacoboni M, Sicotte N, Yaden K, Tran M, Bean C, Kaplan J, Toga AW; Members of the International Consortium for Brain Mapping (ICBM) (2009): The myth of the normal, average human brain-The ICBM experience: (1) subject screening and eligibility. Neuroimage 44:914-922.
62. Mckeown MJ, Makeig S, Brown GG, Jung T, Kindermann SS, Bell AJ, Sejnowski TJ (1998): Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6:160-188.
63. Meier T, Wildenberg J, Liu J, Chen J (2012): Parallel ICA identifies sub-components of resting state networks that covary with behavioral indices. Front Hum Neurosci 6:1-14.
64. Meyer-Lindenberg A (2009): Neural connectivity as an intermediate phenotype: Brain networks under genetic control. Hum Brain Mapp 30:1938-1946.
65. Molloy E, Blumenthal J, Giedd JN, Liu H, Jeffriest N, Zijdenboss A, Rapoport JL (2001): The relationship between brain morphometry and cognitive abilities in healthy pediatric monozygotic twins. Neuroimage 13, S447.
66. Mueller S, Wang D, Fox MD, Yeo BTT, Sepulcre J, Sabuncu MR, Shafee R, Lu J, Liu H (2013): Individual variability in functional connectivity architecture of the human brain. Neuron 77:585-595.
67. Munn MA, Alexopoulos J, Nishino T, Babb CM, Flake LA, Singer T, Ratnanather JT, Huang H, Todd RD, Miller MI, Botteron KN (2007): Amygdala volume analysis in female twins with major depression. Biol Psychiatry 62:415-422.
68. Park J, Shedden K, Polk TA (2012): Correlation and heritability in neuroimaging datasets: A spatial decomposition approach with application to an fMRI study of twins. Neuroimage 59:1132-1142.
69. de Pasquale F, Della Penna S, Snyder AZ, Marzetti L, Pizzella V, Romani GL, Corbetta M (2012): A cortical core for dynamic integration of functional networks in the resting human brain. Neuron 74:753-764.
70. Pedlow S, Wang Y, Muircheartaigh CO (2005): The impact of cluster (segment) size on effective sample size. Paper Presented at the 60th Annual Meeting of the American Association For Public Opinion Association, Fontainebleau Resort, Miami Beach, FL. Retrieved from http://www.allacademic.com/meta/p17146_index.html.
71. Poppe AB, Wisner K, Atluri G, Lim KO, Kumar V, Macdonald AW (2013): Toward a neurometric foundation for probabilistic independent component analysis of fMRI data. Cogn Affect Behav Neuroscience. 13:641-659.
72. Raichle ME, MacLeod AM, Snyder AZ, Powers WJ, Gusnard DA, Shulman GL (2001): A default mode of brain function. Proc Natl Acad Sci USA 98:676-682.
73. Ray KL, Mckay DR, Fox PM, Riedel MC, Uecker AM, Beckmann CF, Smith SM, Fox PT, Laird AR (2013): ICA model order selection of task co-activation networks. Front Neurosci 7:1-12.
74. Repovš G, Barch D (2012): Working memory related brain network connectivity in individuals with schizophrenia and their siblings. Front Hum Neurosci 6:1-15.
75. Revelle W (2011): psych: procedures for personality and psychological research Northwestern University, Evanston. R Package Version 1.01.9.
76. Rimol LM, Panizzon MS, Fennema-Notestine C, Eyler LT, Fischl B, Franz CE, Hagler DJ, Lyons MJ, Neale MC, Pacheco J, Perry ME, Schmitt JE, Grant MD, Seidman LJ, Thermenos HW, Tsuang MT, Eisen SA, Kremen WS, Dale AM (2010): Cortical thickness is influenced by regionally specific genetic factors. Biol Psychiatry 67:493-499.
77. Sämann PG, Wehrle R, Hoehn D, Spoormaker VI, Peters H, Tully C, Holsboer F, Czisch M (2011): Development of the brain's default mode network from wakefulness to slow wave sleep. Cereb Cortex 21:2082-2093.
78. Shehzad Z, Kelly AMC, Reiss PT, Gee DG, Gotimer K, Uddin LQ, Lee SH, Margulies DS, Roy AK, Biswal BB, Petkova E, Castellanos FX, Milham, MP (2009): The resting brain: Unconstrained yet reliable. Cereb Cortex 19:2209-2229.
79. Smith S, Fox P, Millera 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 USA 106:13040-13045. Retrieved from http://www.pnas.org/content/106/31/13040.short.
80. Smith SM (2012): The future of FMRI connectivity. Neuroimage 62:1257-1266.
81. Snyder AZ, Raichle ME (2012): A brief history of the resting state: The Washington University perspective. Neuroimage 62:902-910.
82. Tarokh L, Carskadon MA, Achermann P (2011): Trait-like characteristics of the sleep EEG across adolescent development. J Neurosci 31:6371-6378.
83. Thomason M, Dennis E, Joshi A (2011): Resting-state fMRI can reliably map neural networks in children. Neuroimage 55:650-670.
84. Tost H, Bilek E, Meyer-Lindenberg A (2011): Brain connectivity in psychiatric imaging genetics. Neuroimage 62:2250-2260.
85. Van Dijk KRA, Hedden T, Venkataraman A, Evans KC, Lazar SW, Buckner RL (2010): Intrinsic functional connectivity as a tool for human connectomics: Theory, properties, and optimization. J Neurophysiol 103:297-321.
86. Wallace GL, Eric Schmitt J, Lenroot R, Viding E, Ordaz S, Rosenthal MA, Molloy EA, Clasen LS, Kendler KS, Neale MC, Giedd JN (2006): A pediatric twin study of brain morphometry. J Child Psychol Psychiatry Allied Discip 47:987-993.
87. Wisner KM, Atluri G, Lim KO, Iii AWM (2013): Neurometrics of intrinsic connectivity networks at rest using fMRI: Retest reliability and cross-validation using a meta-level method. Neuroimage 76:236-251.
88. Yang Y, Remmers EF, Ogunwole CB, Kastner DL, Gregersen PK, Li W (2011): Effective sample size: Quick estimation of the effect of related samples in genetic case-control association analyses. Comput Biol Chem 35:40-49.
89. Yang Y, Joshi A, Joshi S, Baker L, Narr KL, Raine A, Thompson PM, Damasio H (2012): Genetic and environmental influences on cortical thickness among 14-year-old twins. Neuroreport 23:702-706.
90. Zuo X, Kelly C, Adelstein JS, Klein DF, Castellanos FX, Milham MP (2010): Reliable intrinsic connectivity networks: Test-retest evaluation using ICA and dual regression approach. Neuroimage 49:2163-2177.