Skip to main content
Top
Published in: Brain Structure and Function 6/2013

01-11-2013 | Original Article

Shape and curvedness analysis of brain morphology using human fetal magnetic resonance images in utero

Authors: Hui-Hsin Hu, Hui-Yun Chen, Chih-I Hung, Wan-Yuo Guo, Yu-Te Wu

Published in: Brain Structure and Function | Issue 6/2013

Login to get access

Abstract

The 3-D morphological change has gained increasing significance in recent investigations on human fetal brains. This study uses a pair of new indices, the shape index (SI) and curvedness index (CVD), to quantify 3-D morphological changes in developing brains from 22 to 33 weeks of gestation. The SI was used to automatically locate the gyral nodes and sulcal pits, and the CVD was used to measure the degree of deviation of cortical shapes from a flat plane. The CVD values of classified regions were compared with two traditional biomarkers: cerebral volume and cortical surface area. Because the fetal brains dramatically deform with age, the age effect was controlled during the comparison between morphological changes and volume and surface area. The results show that cerebral volume, the cortical surface area, and the CVD values of gyral nodes and sulcal pits increased with gestational age. However, with age controlled, the CVD values of gyral nodes and sulcal pits did not correlate with cerebral volume, but the CVD of gyral nodes increased slightly with the cortical surface area. These findings suggest that the SI, in conjunction with the CVD, provides developmental information distinct from the brain volumetry. This approach provides additional insight into 3-D cortical morphology in the assessment of fetal brain development.
Appendix
Available only for authorised users
Literature
go back to reference Awate SP, Yushkevich PA, Song Z, Licht DJ, Gee JC (2010) Cerebral cortical folding analysis with multivariate modeling and testing: studies on gender differences and neonatal development. Neuroimage 53:450–459PubMedCrossRef Awate SP, Yushkevich PA, Song Z, Licht DJ, Gee JC (2010) Cerebral cortical folding analysis with multivariate modeling and testing: studies on gender differences and neonatal development. Neuroimage 53:450–459PubMedCrossRef
go back to reference Batchelor PG, Castellano Smith AD, Hill DL, Hawkes DJ, Cox TC, Dean AF (2002) Measures of folding applied to the development of the human fetal brain. IEEE Trans Med Imaging 21:953–965PubMedCrossRef Batchelor PG, Castellano Smith AD, Hill DL, Hawkes DJ, Cox TC, Dean AF (2002) Measures of folding applied to the development of the human fetal brain. IEEE Trans Med Imaging 21:953–965PubMedCrossRef
go back to reference Bradley WG, Daroff RB, Fenichel GM, Marsden CD (1991) Neurology in clinical practice. Butterworths, Boston Bradley WG, Daroff RB, Fenichel GM, Marsden CD (1991) Neurology in clinical practice. Butterworths, Boston
go back to reference Clouchoux C, Kudelski D, Gholipour A, Warfield SK, Viseur S, Bouyssi-Kobar M, Mari JL, Evans AC, du Plessis AJ, Limperopoulos C (2012) Quantitative in vivo MRI measurement of cortical development in the fetus. Brain Struct Funct 217:127–139PubMedCrossRef Clouchoux C, Kudelski D, Gholipour A, Warfield SK, Viseur S, Bouyssi-Kobar M, Mari JL, Evans AC, du Plessis AJ, Limperopoulos C (2012) Quantitative in vivo MRI measurement of cortical development in the fetus. Brain Struct Funct 217:127–139PubMedCrossRef
go back to reference Corbett-Detig J, Habas PA, Scott JA, Kim K, Rajagopalan V, McQuillen PS, Barkovich AJ, Glenn OA, Studholme C (2011) 3D global and regional patterns of human fetal subplate growth determined in utero. Brain Struct Funct 215:255–263 Corbett-Detig J, Habas PA, Scott JA, Kim K, Rajagopalan V, McQuillen PS, Barkovich AJ, Glenn OA, Studholme C (2011) 3D global and regional patterns of human fetal subplate growth determined in utero. Brain Struct Funct 215:255–263
go back to reference Dubois J, Benders M, Borradori-Tolsa C, Cachia A, Lazeyras F, Ha-Vinh Leuchter R, Sizonenko SV, Warfield SK, Mangin JF, Huppi PS (2008) Primary cortical folding in the human newborn: an early marker of later functional development. Brain 131:2028–2041PubMedCrossRef Dubois J, Benders M, Borradori-Tolsa C, Cachia A, Lazeyras F, Ha-Vinh Leuchter R, Sizonenko SV, Warfield SK, Mangin JF, Huppi PS (2008) Primary cortical folding in the human newborn: an early marker of later functional development. Brain 131:2028–2041PubMedCrossRef
go back to reference Habas PA, Kim K, Corbett-Detig JM, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010a) A spatiotemporal atlas of MR intensity, tissue probability and shape of the fetal brain with application to segmentation. Neuroimage 53:460–470PubMedCrossRef Habas PA, Kim K, Corbett-Detig JM, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010a) A spatiotemporal atlas of MR intensity, tissue probability and shape of the fetal brain with application to segmentation. Neuroimage 53:460–470PubMedCrossRef
go back to reference Habas PA, Kim K, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010b) Atlas-based segmentation of developing tissues in the human brain with quantitative validation in young fetuses. Hum Brain Mapp 31:1348–1358PubMedCrossRef Habas PA, Kim K, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010b) Atlas-based segmentation of developing tissues in the human brain with quantitative validation in young fetuses. Hum Brain Mapp 31:1348–1358PubMedCrossRef
go back to reference Habas PA, Scott JA, Roosta A, Rajagopalan V, Kim K, Rousseau F, Barkovich AJ, Glenn OA, Studholme C (2012) Early folding patterns and asymmetries of the normal human brain detected from in utero MRI. Cereb Cortex 22:13–25PubMedCrossRef Habas PA, Scott JA, Roosta A, Rajagopalan V, Kim K, Rousseau F, Barkovich AJ, Glenn OA, Studholme C (2012) Early folding patterns and asymmetries of the normal human brain detected from in utero MRI. Cereb Cortex 22:13–25PubMedCrossRef
go back to reference Hu HH, Hung CI, Wu YT, Chen HY, Hsieh JC, Guo WY (2011) Regional quantification of developing human cortical shape using a three-dimensional surface-based MRI analysis in utero. Eur J Neurosci 34:1310–1319PubMedCrossRef Hu HH, Hung CI, Wu YT, Chen HY, Hsieh JC, Guo WY (2011) Regional quantification of developing human cortical shape using a three-dimensional surface-based MRI analysis in utero. Eur J Neurosci 34:1310–1319PubMedCrossRef
go back to reference Kasprian G, Brugger PC, Weber M, Krssák M, Krampl E, Herold C, Prayer D (2008) In utero tractography of fetal white matter development. NeuroImage 43:213–224 Kasprian G, Brugger PC, Weber M, Krssák M, Krampl E, Herold C, Prayer D (2008) In utero tractography of fetal white matter development. NeuroImage 43:213–224
go back to reference Kim K, Habas PA, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010) Intersection based motion correction of multislice MRI for 3-D in utero fetal brain image formation. IEEE Trans Med Imaging 29:146–158PubMedCrossRef Kim K, Habas PA, Rousseau F, Glenn OA, Barkovich AJ, Studholme C (2010) Intersection based motion correction of multislice MRI for 3-D in utero fetal brain image formation. IEEE Trans Med Imaging 29:146–158PubMedCrossRef
go back to reference Koenderink JJ, van Doorn AJ (1992) Surface shape and curvature scales. Image Vis Comput 10:557–565CrossRef Koenderink JJ, van Doorn AJ (1992) Surface shape and curvature scales. Image Vis Comput 10:557–565CrossRef
go back to reference Le Gros Clark W (1945) Defoemation patterns on the cerebral cortex: in essays on growth and form. Oxford University Press, Oxford Le Gros Clark W (1945) Defoemation patterns on the cerebral cortex: in essays on growth and form. Oxford University Press, Oxford
go back to reference Li K, Guo L, Li G, Nie J, Faraco C, Cui G, Zhao Q, Miller LS, Liu T (2010) Gyral folding pattern analysis via surface profiling. Neuroimage 52:1202–1214PubMedCrossRef Li K, Guo L, Li G, Nie J, Faraco C, Cui G, Zhao Q, Miller LS, Liu T (2010) Gyral folding pattern analysis via surface profiling. Neuroimage 52:1202–1214PubMedCrossRef
go back to reference Lindblad J (2005) Surface area estimation of digitized 3D objects using weighted local configurations. Image Vis Comput 23:111–122CrossRef Lindblad J (2005) Surface area estimation of digitized 3D objects using weighted local configurations. Image Vis Comput 23:111–122CrossRef
go back to reference Luders E, Thompson PM, Narr KL, Toga AW, Jancke L, Gaser C (2006) A curvature-based approach to estimate local gyrification on the cortical surface. Neuroimage 29:1224–1230PubMedCrossRef Luders E, Thompson PM, Narr KL, Toga AW, Jancke L, Gaser C (2006) A curvature-based approach to estimate local gyrification on the cortical surface. Neuroimage 29:1224–1230PubMedCrossRef
go back to reference Rajagopalan V, Scott J, Habas PA, Kim K, Corbett-Detig J, Rousseau F, Barkovich AJ, Glenn OA, Studholme C (2011) Local tissue growth patterns underlying normal fetal human brain gyrification quantified in utero. J Neurosci 31:2878–2887PubMedCrossRef Rajagopalan V, Scott J, Habas PA, Kim K, Corbett-Detig J, Rousseau F, Barkovich AJ, Glenn OA, Studholme C (2011) Local tissue growth patterns underlying normal fetal human brain gyrification quantified in utero. J Neurosci 31:2878–2887PubMedCrossRef
go back to reference Rodriguez-Carranza CE, Mukherjee P, Vigneron D, Barkovich J, Studholme C (2008) A framework for in vivo quantification of regional brain folding in premature neonates. Neuroimage 41:462–478PubMedCrossRef Rodriguez-Carranza CE, Mukherjee P, Vigneron D, Barkovich J, Studholme C (2008) A framework for in vivo quantification of regional brain folding in premature neonates. Neuroimage 41:462–478PubMedCrossRef
go back to reference Rousseau F, Glenn OA, Iordanova B, Rodriguez-Carranza C, Vigneron DB, Barkovich JA, Studholme C (2006) Registration-based approach for reconstruction of high-resolution in utero fetal MR brain images. Acad Radiol 13:1072–1081PubMedCrossRef Rousseau F, Glenn OA, Iordanova B, Rodriguez-Carranza C, Vigneron DB, Barkovich JA, Studholme C (2006) Registration-based approach for reconstruction of high-resolution in utero fetal MR brain images. Acad Radiol 13:1072–1081PubMedCrossRef
go back to reference Spaggiari E, Vuillard E, Khung‐Savatovsky S, Muller F, Oury JF, Delezoide AL, Guimiot F (2012) Ultrasound detection of eyelashes: a clue for prenatal diagnosis of cornelia de lange syndrome. Ultrasound Obstet Gynecol (in press) Spaggiari E, Vuillard E, Khung‐Savatovsky S, Muller F, Oury JF, Delezoide AL, Guimiot F (2012) Ultrasound detection of eyelashes: a clue for prenatal diagnosis of cornelia de lange syndrome. Ultrasound Obstet Gynecol (in press)
go back to reference Takahashi E, Folkerth RD, Galaburda AM, Grant PE (2012) Emerging cerebral connectivity in the human fetal brain: an MR tractography study. Cereb Cortex 22:455–464PubMedCrossRef Takahashi E, Folkerth RD, Galaburda AM, Grant PE (2012) Emerging cerebral connectivity in the human fetal brain: an MR tractography study. Cereb Cortex 22:455–464PubMedCrossRef
go back to reference Thirion JP, Gourdon A (1993) The marching lines algorithm: new results and proofs: Institut National de Recherche en Informatique et en Automatique Thirion JP, Gourdon A (1993) The marching lines algorithm: new results and proofs: Institut National de Recherche en Informatique et en Automatique
Metadata
Title
Shape and curvedness analysis of brain morphology using human fetal magnetic resonance images in utero
Authors
Hui-Hsin Hu
Hui-Yun Chen
Chih-I Hung
Wan-Yuo Guo
Yu-Te Wu
Publication date
01-11-2013
Publisher
Springer Berlin Heidelberg
Published in
Brain Structure and Function / Issue 6/2013
Print ISSN: 1863-2653
Electronic ISSN: 1863-2661
DOI
https://doi.org/10.1007/s00429-012-0469-3

Other articles of this Issue 6/2013

Brain Structure and Function 6/2013 Go to the issue