Multi-parametric evaluation of the white matter maturation

Brain Structure and Function

Volumn 220, Issue 6, 2015, Pages 3657-3672

  Kulikova, S ^a   Hertz Pannier, L ^a,b   Dehaene Lambertz, G ^b   Buzmakov, A ^c   Poupon, C ^d   Dubois, J ^b  

^a INSERM   (France)

^b DIF   (France)

^c INRIA   (France)

^d CEA SACLAY   (France)

Author keywords

Brain development; Bundles; Diffusion tensor Imaging DTI; Infants; Mahalanobis distance; T1 and T2 relaxometry; White matter

Indexed keywords

ADULT; ARTICLE; BRAIN MAPPING; BRAIN MATURATION; CAPSULA INTERNA; CLINICAL EVALUATION; COMPARATIVE STUDY; CONTROLLED STUDY; DIFFUSION TENSOR IMAGING; EXTERNAL CAPSULE; FEMALE; FRACTIONAL ANISOTROPY; GESTATIONAL AGE; HUMAN; INFANT; MALE; MULTIPARAMETRIC MAGNETIC RESONANCE IMAGING; MYELINATION; NEUROIMAGING; NORMAL HUMAN; NUCLEAR MAGNETIC RESONANCE SCANNER; PRIORITY JOURNAL; SPINOTHALAMIC TRACT; WATER CONTENT; WHITE MATTER; ANATOMY AND HISTOLOGY; BRAIN; DIFFUSION WEIGHTED IMAGING; GROWTH, DEVELOPMENT AND AGING; IMAGE PROCESSING; NEWBORN; PROCEDURES; SIGNAL PROCESSING; YOUNG ADULT;

ADULT; BRAIN; DIFFUSION MAGNETIC RESONANCE IMAGING; DIFFUSION TENSOR IMAGING; FEMALE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INFANT; INFANT, NEWBORN; MALE; SIGNAL PROCESSING, COMPUTER-ASSISTED; WHITE MATTER; YOUNG ADULT;

EID: 84942315462     PISSN: 18632653     EISSN: 18632661     Source Type: Journal    
DOI: 10.1007/s00429-014-0881-y     Document Type: Article

References (51)

1. Barkovich AJ, Kjos BO, Jackson DE Jr, Norman D (1988) Normal maturation of the neonatal and infant brain: MR imaging at 1.5 T. Radiology 166:173–180
2. Brody BA, Kinney HC, Kloman AS, Gilles FH (1987) Sequence of central nervous system myelination in human infancy. I An autopsy study of myelination. J Neuropathol Exp Neurol 46:283–301
3. Catani M, Howard RJ, Pajevic S, Jones DK (2002) Virtual in vivo interactive dissection of white matter fasciculi in the human brain. Neuroimage 17:77–94
4. Deoni SC, Peters TM, Rutt BK (2005) High-resolution T1 and T2 mapping of the brain in a clinically acceptable time with DESPOT1 and DESPOT2. Magn Reson Med 53:237–241
5. Deoni SC, Dean DC 3rd, O’Muircheartaigh J, Dirks H, Jerskey BA (2012) Investigating white matter development in infancy and early childhood using myelin water faction and relaxation time mapping. Neuroimage 63:1038–1053
6. Deoni SC, Matthews L, Kolind SH (2013) One component? Two components? Three? The effect of including a nonexchanging “free” water component in multicomponent driven equilibrium single pulse observation of T1 and T2. Magn Reson Med 70:147–154
7. Dubois J, Hertz-Pannier L, Dehaene-Lambertz G, Cointepas Y, Le Bihan D (2006) Assessment of the early organization and maturation of infants’ cerebral white matter fiber bundles: a feasibility study using quantitative diffusion tensor imaging and tractography. Neuroimage 30:1121–1132
8. Dubois J, Dehaene-Lambertz G, Perrin M, Mangin J-F, Cointepas Y, Duchesnay E, Le Bihan D, Hertz-Pannier L (2008) Asynchrony of the early maturation of white matter bundles in healthy infants: quantitative landmarks revealed noninvasively by diffusion tensor imaging. Hum Brain Mapp 29:14–27
9. Dubois J, Dehaene-Lambertz G, Kulikova S, Poupon C, Huppi P, Hertz-Pannier L (2014a) The early development of brain white matter: a review of imaging studies in fetuses, newborns and infants. Neuroscience. doi:10.1016/j.neuroscience.2013.12.044
10. Dubois J, Kulikova S, Hertz-Pannier L, Mangin J-F, Dehaene-Lambertz G, Poupon C (2014b) Correction strategy for diffusion-weighted images corrupted with motion: application to the DTI evaluation of infants’ white matter. Magn Reson Imaging. doi:10.1016/j.mri.2014.05.007
11. Duclap D, Schmitt A, Lebois B, Riff O, Guevara P, Marrakchi-Kacem L, Brion V, Poupon F, Poupon C (2012) Connectomist-2.0: a novel diffusion analysis toolbox for BrainVISA MAGMA. Springer, Lisbon
12. Engelbrecht V, Rassek M, Preiss S, Wald C, Mödder U (1998) Age-dependent changes in magnetization transfer contrast of white matter in the pediatric brain. AJNR 19:1923–1929
13. Flechsig P (1920) Anatomie des menschlichen Gehirns und Rückenmarks auf myelogenetischer Grundlage. G. Thieme, Leipzig
14. Gao W, Lin W, Chen Y, Gerig G, Smith JK, Jewells V, Gilmore JH (2009) Temporal and spatial development of axonal maturation and myelination of white matter in the developing brain. AJNR 30:290–296
15. Guevara P, Poupon C, Rivière D, Cointepas Y, Marrakchi L, Descoteaux M, Fillard P, Thirion B, Mangin J-F (2010) Inference of a HARDI fiber bundle atlas using a two-level clustering strategy. Med Image Comput Comput Assist Interv 13:550–557
16. Huang H, Zhang J, van Zijl PCM, Mori S (2004) Analysis of noise effects on DTI-based tractography using the brute-force and multi-ROI approach. Magn Reson Med 52:559–565
17. Hüppi PS, Maier SE, Peled S, Zientara GP, Barnes PD, Jolesz FA, Volpe JJ (1998) Microstructural development of human newborn cerebral white matter assessed in vivo by diffusion tensor magnetic resonance imaging. Pediatr Res 44:584–590
18. Imperati D, Colcombe S, Kelly C, Di Martino A, Zhou J, Castellanos FX, Milham MP (2011) Differential development of human brain white matter tracts. PLoS One 6:e23437. doi:10.1371/journal.pone.0023437
19. Iwamura M, Omachi S, Aso H (2002) A method to estimate the true Mahalanobis distance from eigenvectors of sample covariance matrix. In: Caelli T, Amin A, Duin RPW, de Ridder D, Kamel M (eds) Structural, syntactic, and statistical pattern recognition. Springer, Berlin, pp 498–507
20. Jorgensen T, Rothrock R (2010) Correcting for Bias in Mahalanobis and log-likelihood estimates. IEEE Trans Aerosp Electron Syst 46:2078–2089
21. Kinney HC, Brody BA, Kloman AS, Gilles FH (1988) Sequence of central nervous system myelination in human infancy. II Patterns of myelination in autopsied infants. J Neuropathol Exp Neurol 47:217–234
22. Koenig SH (1991) Cholesterol of myelin is the determinant of gray-white contrast in MRI of brain. Magn Reson Med 20:285–291
23. Kucharczyk W, Macdonald PM, Stanisz GJ, Henkelman RM (1994) Relaxivity and magnetization transfer of white matter lipids at MR imaging: importance of cerebrosides and pH. Radiology 192:521–529
24. Kulikova S, Hertz-Pannier L, Deahene-Lambertz G, Poupon C, Dubois J (2014) What new do we learn with Myelin water fraction in infant white matter bundles in comparison with other MRI parameters? In: Proceedings 23rd Annual ISMRM Meeting
25. le Bihan D, Johansen-Berg H (2012) Diffusion MRI at 25: exploring brain tissue structure and function. Neuroimage 61:324–341
26. Lebel C, Beaulieu C (2009) Lateralization of the arcuate fasciculus from childhood to adulthood and its relation to cognitive abilities in children. Hum Brain Mapp 30:3563–3573
27. Lebel C, Gee M, Camicioli R, Wieler M, Martin W, Beaulieu C (2012) Diffusion tensor imaging of white matter tract evolution over the lifespan. Neuroimage 60:340–352
28. Mahalanobis P (1936) On the generalised distance in statistics. In: Proceedings National Institute of Science, India, Vol 2, No 1
29. McArdle CB, Richardson CJ, Nicholas DA, Mirfakhraee M, Hayden CK, Amparo EG (1987) Developmental features of the neonatal brain: MR imaging. Part I gray-white matter differentiation and myelination. Radiology 162:223–229
30. McCart RJ, Henry GH (1994) Visual corticogeniculate projections in the cat. Brain Res 653:351–356
31. Mezer A, Yeatman JD, Stikov N, Kay KN, Cho N-J, Dougherty RF, Perry ML, Parvizi J, Hua LH, Butts-Pauly K, Wandell BA (2013) Quantifying the local tissue volume and composition in individual brains with magnetic resonance imaging. Nat Med 19:1667–1672
32. Mori S, van Zijl PCM (2002) Fiber tracking: principles and strategies-a technical review. NMR Biomed 15:468–480
33. 1 imaging. Neuroimage 64:505–516
34. Omachi S, Sun F, Aso H (2000) A new approximation method of the quadratic discriminant function. In: Ferri FJ, Iñesta JM, Amin A, Pudil P (eds) Advances in pattern reco gnition. Springer, Berlin, pp 601–610
35. Paus T, Zijdenbos A, Worsley K, Collins D, Blumenthal J, Giedd J, Rapoport J, Evans A (1999) Structural maturation of neural pathways in children and adolescents: in vivo study. Science 283:1908–1911
36. Paus T, Collins DL, Evans AC, Leonard G, Pike B, Zijdenbos A (2001) Maturation of white matter in the human brain: a review of magnetic resonance studies. Brain Res Bull 54:255–266
37. Perrin M, Poupon C, Cointepas Y, Rieul B, Golestani N, Pallier C, Rivière D, Constantinesco A, le Bihan D, Mangin JF (2005) Fiber tracking in q-ball fields using regularized particle trajectories. Inf Process Med Imaging 19:52–63
38. Poupon C, Dubois J, Marrakchi L, Brion V, Mangin J-F, Poupon F (2010) Real-time EPI T1, T2 and T2* mapping at 3T. In: Proceedings 18th Annual ISMRM Meeting
39. Prastawa M, Sadeghi N, Gilmore JH, Lin W, Gerig G (2010) A new framework for analyzing white matter maturation in early brain development. In: Proceedings IEEE Int Symp Biomed Imaging, 97–100
40. Rutherford MA (2002) MRI of the Neonatal Brain. W. B Saunders, Philadelphia. ISBN 9780702025341
41. Sadeghi N, Prastawa M, Fletcher PT, Vachet C, Wang B, Gilmore J, Gerig G (2013) Multivariate modeling of longitudinal MRI in early brain development with confidence measures. In: Proceedings IEEE Int Symp Biomed Imaging, 1400–1403
42. Steen RG, Ogg RJ, Reddick WE, Kingsley PB (1997) Age-related changes in the pediatric brain: quantitative MR evidence of maturational changes during adolescence. AJNR 18:819–828
43. Suarez RO, Commowick O, Prabhu SP, Warfield SK (2012) Automated delineation of white matter fiber tracts with a multiple region-of-interest approach. Neuroimage 59:3690–3700
44. Takeshita T, Nozawa S, Kimura F (1993) On the bias of Mahalanobis distance due to limited sample size effect. In: Proceedings of the second international conference on document analysis and recognition, 171–174
45. van Buchem MA, Steens SC, Vrooman HA, Zwinderman AH, McGowan JC, Rassek M, Engelbrecht V (2001) Global estimation of myelination in the developing brain on the basis of magnetization transfer imaging: a preliminary study. AJNR 22:762–766
46. van der Knaap, Marjo S, Jacob Valk (1995) Myelin and white matter. Magnetic resonance of myelin, myelination, and myelin disorders. Springer, Berlin, pp 1–17
47. Vardhan A, Prastawa M, Gouttard S, Piven J, Gerig G (2012) Quantifying regional growth patterns through longitudinal analysis of distances between multimodal MR intensity distributions. In: Proceedings IEEE Int Symp Biomed Imaging, 1156–1159
48. Watanabe M, Liao JH, Jara H, Sakai O (2013) Multispectral quantitative MR imaging of the human brain: lifetime age-related effects. Radiographics 33:1305–1319
49. Yakovlev P, Lecours A (1967) The myelogenetic cycles of regional maturation of the brain. In: Minkowsky A (ed) Regional Development of the Brain in Early Life. Blackwell Scientific Publications, New Jersey, pp 3–70
50. Young I (1978) Further consideration of sample and feature size. IEEE Trans Inf Theory 24:773–775
51. Zhang J, Evans A, Hermoye L, Lee S-K, Wakana S, Zhang W, Donohue P, Miller MI, Huang H, Wang X, van Zijl PCM, Mori S (2007) Evidence of slow maturation of the superior longitudinal fasciculus in early childhood by diffusion tensor imaging. Neuroimage 38:239–247