On the Influence of Confounding Factors in Multisite Brain Morphometry Studies of Developmental Pathologies: Application to Autism Spectrum Disorder

作者: G. Auzias , S. Takerkart , C. Deruelle

DOI: 10.1109/JBHI.2015.2460012

关键词:

摘要: Pooling data acquired on different MR scanners is a commonly used practice to increase the statistical power of studies based MRI-derived measurements. Such are very appealing since they should make it possible detect more subtle effects related pathologies. However, influence confounds introduced by scanner-related variations remains unclear. When studying brain morphometry descriptors, crucial investigate whether scanner-induced errors can exceed effect disease itself. More specifically, in context developmental pathologies such as autism spectrum disorders (ASD), essential evaluate scanner age-related effects. In this paper, we studied dataset composed 159 anatomical images pooled from three scanners, including 75 ASD patients and 84 healthy controls. We quantitatively assessed age, pathology, factors cortical thickness Our results indicate that scan pooling sites would be less fruitful some regions than others. Although age consistent across interaction between important significant specific areas.

参考文章(46)
Luke Fu, Vladimir Fonov, Bruce Pike, Alan C. Evans, D. Louis Collins, Automated Analysis of Multi Site MRI Phantom Data for the NIHPD Project Medical Image Computing and Computer-Assisted Intervention – MICCAI 2006. ,vol. 9, pp. 144- 151 ,(2006) , 10.1007/11866763_18
José V. Manjón, Pierrick Coupé, Luis Martí-Bonmatí, D. Louis Collins, Montserrat Robles, Adaptive non‐local means denoising of MR images with spatially varying noise levels Journal of Magnetic Resonance Imaging. ,vol. 31, pp. 192- 203 ,(2010) , 10.1002/JMRI.22003
Xueqin Song, Meina Quan, Luxian Lv, Xue Li, Lijuan Pang, David Kennedy, Steven Hodge, Amy Harrington, Douglas Ziedonis, Xiaoduo Fan, Decreased cortical thickness in drug naïve first episode schizophrenia: In relation to serum levels of BDNF Journal of Psychiatric Research. ,vol. 60, pp. 22- 28 ,(2015) , 10.1016/J.JPSYCHIRES.2014.09.009
André J.W. van der Kouwe, Thomas Benner, David H. Salat, Bruce Fischl, Brain Morphometry with Multiecho MPRAGE NeuroImage. ,vol. 40, pp. 559- 569 ,(2008) , 10.1016/J.NEUROIMAGE.2007.12.025
K.J. Worsley, M. Andermann, T. Koulis, D. MacDonald, A.C. Evans, Detecting changes in nonisotropic images. Human Brain Mapping. ,vol. 8, pp. 98- 101 ,(1999) , 10.1002/(SICI)1097-0193(1999)8:2/3<98::AID-HBM5>3.0.CO;2-F
Lars T. Westlye, Kristine B. Walhovd, Anders M. Dale, Thomas Espeseth, Ivar Reinvang, Naftali Raz, Ingrid Agartz, Douglas N. Greve, Bruce Fischl, Anders M. Fjell, Increased sensitivity to effects of normal aging and Alzheimer's disease on cortical thickness by adjustment for local variability in gray/white contrast: a multi-sample MRI study NeuroImage. ,vol. 47, pp. 1545- 1557 ,(2009) , 10.1016/J.NEUROIMAGE.2009.05.084
Maxime Boucher, Sue Whitesides, Alan Evans, Depth potential function for folding pattern representation, registration and analysis Medical Image Analysis. ,vol. 13, pp. 203- 214 ,(2009) , 10.1016/J.MEDIA.2008.09.001
Jorge Jovicich, Silvester Czanner, Douglas Greve, Elizabeth Haley, Andre van der Kouwe, Randy Gollub, David Kennedy, Franz Schmitt, Gregory Brown, James MacFall, Bruce Fischl, Anders Dale, Reliability in multi-site structural MRI studies: Effects of gradient non-linearity correction on phantom and human data NeuroImage. ,vol. 30, pp. 436- 443 ,(2006) , 10.1016/J.NEUROIMAGE.2005.09.046
Hugo G. Schnack, Neeltje E.M. van Haren, Rachel M. Brouwer, G. Caroline M. van Baal, Marco Picchioni, Matthias Weisbrod, Heinrich Sauer, Tyrone D. Cannon, Matti Huttunen, Claude Lepage, D. Louis Collins, Alan Evans, Robin M. Murray, René S. Kahn, Hilleke E. Hulshoff Pol, Mapping Reliability in Multicenter MRI: Voxel-Based Morphometry and Cortical Thickness Human Brain Mapping. ,vol. 31, pp. 1967- 1982 ,(2010) , 10.1002/HBM.20991