TY - JOUR
T1 - Trajectories of cortical thickness maturation in normal brain development - The importance of quality control procedures
AU - for the Brain Development Cooperative Group
AU - Ducharme, Simon
AU - Albaugh, Matthew D.
AU - Nguyen, Tuong Vi
AU - Hudziak, James J.
AU - Mateos-Pérez, J. M.
AU - Labbe, Aurelie
AU - Evans, Alan C.
AU - Karama, Sherif
AU - Ball, William S.
AU - Byars, Anna Weber
AU - Schapiro, Mark
AU - Bommer, Wendy
AU - Carr, April
AU - German, April
AU - Dunn, Scott
AU - Rivkin, Michael J.
AU - Waber, Deborah
AU - Mulkern, Robert
AU - Vajapeyam, Sridhar
AU - Chiverton, Abigail
AU - Davis, Peter
AU - Koo, Julie
AU - Marmor, Jacki
AU - Mrakotsky, Christine
AU - Robertson, Richard
AU - McAnulty, Gloria
AU - Brandt, Michael E.
AU - Fletcher, Jack M.
AU - Kramer, Larry A.
AU - Yang, Grace
AU - McCormack, Cara
AU - Hebert, Kathleen M.
AU - Volero, Hilda
AU - Botteron, Kelly
AU - McKinstry, Robert C.
AU - Warren, William
AU - Nishino, Tomoyuki
AU - Almli, C. Robert
AU - Todd, Richard
AU - Constantino, John
AU - McCracken, James T.
AU - Levitt, Jennifer
AU - Alger, Jeffrey
AU - O'Neil, Joseph
AU - Toga, Arthur
AU - Asarnow, Robert
AU - Fadale, David
AU - Heinichen, Laura
AU - Ireland, Cedric
AU - Wang, Dah Jyuu
N1 - Funding Information:
Authors do not report conflicts of interest related to this work. This project has been funded in whole or in part with Federal funds from the National Institute of Child Health and Human Development , the National Institute on Drug Abuse , the National Institute of Mental Health , and the National Institute of Neurological Disorders and Stroke (Contract #s N01-HD02-3343 , N01-MH9-0002 , and N01-NS-9-2314 , -2315 , -2316 , -2317 , -2319 and -2320 ). SD receives funding from the Montreal General Hospital Foundation , the Molson Foundation, the Montreal Neurological Institute and the Fonds de Recherche du Québec-Santé . TVN receives funding from the Montreal General Foundation. SK and AL receive funding from the Fonds de Recherche du Québec-Santé . ACE receives funding from the Canadian Institutes of Health Research, Brain Canada , and the National Institutes of Health . Authors want to acknowledge the Azrieli Neurodevelopmental Research Program and the Canadian Institutes for Health Research for supporting the analytic capabilities required for this work.
Publisher Copyright:
© 2015 Elsevier Inc.
PY - 2016/1/15
Y1 - 2016/1/15
N2 - Several reports have described cortical thickness (CTh) developmental trajectories, with conflicting results. Some studies have reported inverted-U shape curves with peaks of CTh in late childhood to adolescence, while others suggested predominant monotonic decline after age 6. In this study, we reviewed CTh developmental trajectories in the NIH MRI Study of Normal Brain Development, and in a second step, evaluated the impact of post-processing quality control (QC) procedures on identified trajectories. The quality-controlled sample included 384 individual subjects with repeated scanning (1-3 per subject, total scans n = 753) from 4.9 to 22.3 years of age. The best-fit model (cubic, quadratic, or first-order linear) was identified at each vertex using mixed-effects models. The majority of brain regions showed linear monotonic decline of CTh. There were few areas of cubic trajectories, mostly in bilateral temporo-parietal areas and the right prefrontal cortex, in which CTh peaks were at, or prior to, age 8. When controlling for total brain volume, CTh trajectories were even more uniformly linear. The only sex difference was faster thinning of occipital areas in boys compared to girls. The best-fit model for whole brain mean thickness was a monotonic decline of 0.027 mm per year. QC procedures had a significant impact on identified trajectories, with a clear shift toward more complex trajectories (i.e., quadratic or cubic) when including all scans without QC (n = 954). Trajectories were almost exclusively linear when using only scans that passed the most stringent QC (n = 598). The impact of QC probably relates to decreasing the inclusion of scans with CTh underestimation secondary to movement artifacts, which are more common in younger subjects. In summary, our results suggest that CTh follows a simple linear decline in most cortical areas by age 5, and all areas by age 8. This study further supports the crucial importance of implementing post-processing QC in CTh studies of development, aging, and neuropsychiatric disorders.
AB - Several reports have described cortical thickness (CTh) developmental trajectories, with conflicting results. Some studies have reported inverted-U shape curves with peaks of CTh in late childhood to adolescence, while others suggested predominant monotonic decline after age 6. In this study, we reviewed CTh developmental trajectories in the NIH MRI Study of Normal Brain Development, and in a second step, evaluated the impact of post-processing quality control (QC) procedures on identified trajectories. The quality-controlled sample included 384 individual subjects with repeated scanning (1-3 per subject, total scans n = 753) from 4.9 to 22.3 years of age. The best-fit model (cubic, quadratic, or first-order linear) was identified at each vertex using mixed-effects models. The majority of brain regions showed linear monotonic decline of CTh. There were few areas of cubic trajectories, mostly in bilateral temporo-parietal areas and the right prefrontal cortex, in which CTh peaks were at, or prior to, age 8. When controlling for total brain volume, CTh trajectories were even more uniformly linear. The only sex difference was faster thinning of occipital areas in boys compared to girls. The best-fit model for whole brain mean thickness was a monotonic decline of 0.027 mm per year. QC procedures had a significant impact on identified trajectories, with a clear shift toward more complex trajectories (i.e., quadratic or cubic) when including all scans without QC (n = 954). Trajectories were almost exclusively linear when using only scans that passed the most stringent QC (n = 598). The impact of QC probably relates to decreasing the inclusion of scans with CTh underestimation secondary to movement artifacts, which are more common in younger subjects. In summary, our results suggest that CTh follows a simple linear decline in most cortical areas by age 5, and all areas by age 8. This study further supports the crucial importance of implementing post-processing QC in CTh studies of development, aging, and neuropsychiatric disorders.
KW - Brain development
KW - Cortical surface area
KW - Cortical thickness
KW - Cortical volume
KW - Magnetic resonance imaging
KW - Maturation
KW - Quality control
UR - http://www.scopus.com/inward/record.url?scp=84947938213&partnerID=8YFLogxK
U2 - 10.1016/j.neuroimage.2015.10.010
DO - 10.1016/j.neuroimage.2015.10.010
M3 - Article
C2 - 26463175
AN - SCOPUS:84947938213
SN - 1053-8119
VL - 125
SP - 267
EP - 279
JO - NeuroImage
JF - NeuroImage
ER -