Literature DB >> 24353376

Towards Analysis of Growth Trajectory through Multi-modal Longitudinal MR Imaging.

Neda Sadeghi1, Marcel Prastawa2, John H Gilmore3, Weili Lin4, Guido Gerig5.   

Abstract

The human brain undergoes significant changes in the first few years after birth, but knowledge about this critical period of development is quite limited. Previous neuroimaging studies have been mostly focused on morphometric measures such as volume and shape, although tissue property measures related to the degree of myelination and axon density could also add valuable information to our understanding of brain maturation. Our goal is to complement brain growth analysis via morphometry with the study of longitudinal tissue property changes as reflected in patterns observed in multi-modal structural MRI and DTI. Our preliminary study includes eight healthy pediatric subjects with repeated scans at the age of two weeks, one year, and two years with T1, T2, PD, and DT MRI. Analysis is driven by the registration of multiple modalities and time points within and between subjects into a common coordinate frame, followed by image intensity normalization. Quantitative tractography with diffusion and structural image parameters serves for multi-variate tissue analysis. Different patterns of rapid changes were observed in the corpus callosum and the posterior and anterior internal capsule, structures known for distinctly different myelination growth. There are significant differences in central versus peripheral white matter, and also a wm/gm contrast flip in both T1 and T2 images but not diffusion parameters. We demonstrate that the combined longitudinal analysis of structural and diffusion MRI proves superior to individual modalities and might provide a better understanding of the trajectory of early neurodevelopment.

Entities:  

Keywords:  Brain development; Diffusion tensor imaging; Growth trajectory; Longitudinal analysis; MRI

Year:  2010        PMID: 24353376      PMCID: PMC3864929          DOI: 10.1117/12.844526

Source DB:  PubMed          Journal:  Proc SPIE Int Soc Opt Eng        ISSN: 0277-786X


  23 in total

1.  Brain development during childhood and adolescence: a longitudinal MRI study.

Authors:  J N Giedd; J Blumenthal; N O Jeffries; F X Castellanos; H Liu; A Zijdenbos; T Paus; A C Evans; J L Rapoport
Journal:  Nat Neurosci       Date:  1999-10       Impact factor: 24.884

2.  Nonrigid registration using free-form deformations: application to breast MR images.

Authors:  D Rueckert; L I Sonoda; C Hayes; D L Hill; M O Leach; D J Hawkes
Journal:  IEEE Trans Med Imaging       Date:  1999-08       Impact factor: 10.048

3.  3 Tesla magnetic resonance imaging of the brain in newborns.

Authors:  John H Gilmore; Guihua Zhai; Kathy Wilber; J Keith Smith; Weili Lin; Guido Gerig
Journal:  Psychiatry Res       Date:  2004-11-15       Impact factor: 3.222

4.  PASTA: pointwise assessment of streamline tractography attributes.

Authors:  Derek K Jones; Adam R Travis; Greg Eden; Carlo Pierpaoli; Peter J Basser
Journal:  Magn Reson Med       Date:  2005-06       Impact factor: 4.668

5.  Log-Euclidean metrics for fast and simple calculus on diffusion tensors.

Authors:  Vincent Arsigny; Pierre Fillard; Xavier Pennec; Nicholas Ayache
Journal:  Magn Reson Med       Date:  2006-08       Impact factor: 4.668

6.  Early postnatal development of corpus callosum and corticospinal white matter assessed with quantitative tractography.

Authors:  J H Gilmore; W Lin; I Corouge; Y S K Vetsa; J K Smith; C Kang; H Gu; R M Hamer; J A Lieberman; G Gerig
Journal:  AJNR Am J Neuroradiol       Date:  2007-10       Impact factor: 3.825

7.  Quantitative magnetic resonance imaging of brain development in premature and mature newborns.

Authors:  P S Hüppi; S Warfield; R Kikinis; P D Barnes; G P Zientara; F A Jolesz; M K Tsuji; J J Volpe
Journal:  Ann Neurol       Date:  1998-02       Impact factor: 10.422

Review 8.  Maturation of white matter in the human brain: a review of magnetic resonance studies.

Authors:  T Paus; D L Collins; A C Evans; G Leonard; B Pike; A Zijdenbos
Journal:  Brain Res Bull       Date:  2001-02       Impact factor: 4.077

9.  Regional brain volumes and their later neurodevelopmental correlates in term and preterm infants.

Authors:  Bradley S Peterson; Adam W Anderson; Richard Ehrenkranz; Lawrence H Staib; Magdi Tageldin; Eve Colson; John C Gore; Charles C Duncan; Robert Makuch; Laura R Ment
Journal:  Pediatrics       Date:  2003-05       Impact factor: 7.124

10.  A structural MRI study of human brain development from birth to 2 years.

Authors:  Rebecca C Knickmeyer; Sylvain Gouttard; Chaeryon Kang; Dianne Evans; Kathy Wilber; J Keith Smith; Robert M Hamer; Weili Lin; Guido Gerig; John H Gilmore
Journal:  J Neurosci       Date:  2008-11-19       Impact factor: 6.167

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  3 in total

1.  Spatio-Temporal Analysis of Early Brain Development.

Authors:  Neda Sadeghi; Marcel Prastawa; John H Gilmore; Weili Lin; Guido Gerig
Journal:  Conf Rec Asilomar Conf Signals Syst Comput       Date:  2010

2.  Longitudinal Correlation Analysis for Decoding Multi-modal Brain Development.

Authors:  Qingyu Zhao; Ehsan Adeli; Kilian M Pohl
Journal:  Med Image Comput Comput Assist Interv       Date:  2021-09-21

3.  Spatio-Temporal Regularization for Longitudinal Registration to Subject-Specific 3d Template.

Authors:  Nicolas Guizard; Vladimir S Fonov; Daniel García-Lorenzo; Kunio Nakamura; Bérengère Aubert-Broche; D Louis Collins
Journal:  PLoS One       Date:  2015-08-24       Impact factor: 3.240

  3 in total

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