MRI-Based Lesion Profiling of Epileptogenic Cortical Malformations

被引:5
作者
Hong, Seok-Jun [1 ]
Bernhardt, Boris C. [1 ]
Schrader, Dewi [1 ]
Caldairou, Benoit [1 ]
Bernasconi, Neda [1 ]
Bernasconi, Andrea [1 ]
机构
[1] McGill Univ, Montreal Neurol Inst & Hosp, McConnell Brain Imaging Ctr, Neuroimaging Epilepsy Lab, Montreal, PQ, Canada
来源
MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2015, PT II | 2015年 / 9350卷
关键词
Intracortical; FCD; Multimodal MRI; Histopathological prediction; DYSPLASIA; CLASSIFICATION; MODELS;
D O I
10.1007/978-3-319-24571-3_60
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Focal cortical dysplasia (FCD), a malformation of cortical development, is a frequent cause of drug-resistant epilepsy. This lesion is histologically classified into Type-IIA (dyslamination, dysmorphic neurons) and Type-IIB (dyslamination, dysmorphic neurons, and balloon cells). Reliable in-vivo identification of lesional subtypes is important for preoperative decision-making and surgical prognostics. We propose a novel multi-modal MRI lesion profiling based on multiple surfaces that systematically sample intra-and subcortical tissue. We applied this framework to histologically-verified FCD. We aggregated features describing morphology, intensity, microstructure, and function from T1-weighted, FLAIR, diffusion, and resting-state functional MRI. We observed alterations across multiple features in FCD Type-IIB, while anomalies in IIA were subtle and mainly restricted to FLAIR intensity and regional functional homogeneity. Anomalies in Type-IIB were seen across all intra-and subcortical levels, whereas those in Type-IIA clustered at the cortico-subcortical interface. A supervised classifier predicted the FCD subtype with 91% accuracy, validating our profiling framework at the individual level.
引用
收藏
页码:501 / 509
页数:9
相关论文
共 15 条
[1]   CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING [J].
BENJAMINI, Y ;
HOCHBERG, Y .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) :289-300
[2]   Small focal cortical dysplasia lesions are located at the bottom of a deep sulcus [J].
Besson, Pierre ;
Andermann, Frederick ;
Dubeau, Francois ;
Bernasconi, Andrea .
BRAIN, 2008, 131 :3246-3255
[3]   The clinicopathologic spectrum of focal cortical dysplasias: A consensus classification proposed by an ad hoc Task Force of the ILAE Diagnostic Methods Commission [J].
Bluemcke, Ingmar ;
Thom, Maria ;
Aronica, Eleonora ;
Armstrong, Dawna D. ;
Vinters, Harry V. ;
Palmini, Andre ;
Jacques, Thomas S. ;
Avanzini, Giuliano ;
Barkovich, A. James ;
Battaglia, Giorgio ;
Becker, Albert ;
Cepeda, Carlos ;
Cendes, Fernando ;
Colombo, Nadia ;
Crino, Peter ;
Cross, J. Helen ;
Delalande, Olivier ;
Dubeau, Francois ;
Duncan, John ;
Guerrini, Renzo ;
Kahane, Philippe ;
Mathern, Gary ;
Najm, Imad ;
Ozkara, Cigdem ;
Raybaud, Charles ;
Represa, Alfonso ;
Roper, Steven N. ;
Salamon, Noriko ;
Schulze-Bonhage, Andreas ;
Tassi, Laura ;
Vezzani, Annamaria ;
Spreafico, Roberto .
EPILEPSIA, 2011, 52 (01) :158-174
[4]   Epileptogenicity of focal malformations due to abnormal cortical development:: Direct electrocorticographic histopathologic correlations [J].
Boonyapisit, K ;
Najm, I ;
Klem, G ;
Ying, Z ;
Burrier, C ;
LaPresto, E ;
Nair, D ;
Bingaman, T ;
Prayson, T ;
Lüders, H .
EPILEPSIA, 2003, 44 (01) :69-76
[5]   In vivo profiling of focal cortical dysplasia on high-resolution MRI with computational models [J].
Colliot, O ;
Antel, SB ;
Naessens, VB ;
Bernasconi, N ;
Bernasconi, A .
EPILEPSIA, 2006, 47 (01) :134-142
[6]   Accurate and robust brain image alignment using boundary-based registration [J].
Greve, Douglas N. ;
Fischl, Bruce .
NEUROIMAGE, 2009, 48 (01) :63-72
[7]   Automated 3-D extraction and evaluation of the inner and outer cortical surfaces using a Laplacian map and partial volume effect classification [J].
Kim, JS ;
Singh, V ;
Lee, JK ;
Lerch, J ;
Ad-Dab'bagh, Y ;
MacDonald, D ;
Lee, JM ;
Kim, SI ;
Evans, AC .
NEUROIMAGE, 2005, 27 (01) :210-221
[8]   Spurious but systematic correlations in functional connectivity MRI networks arise from subject motion [J].
Power, Jonathan D. ;
Barnes, Kelly A. ;
Snyder, Abraham Z. ;
Schlaggar, Bradley L. ;
Petersen, Steven E. .
NEUROIMAGE, 2012, 59 (03) :2142-2154
[9]   Delayed Maturation and Differentiation of Neurons in Focal Cortical Dysplasia With the Transmantle Sign: Analysis of Layer-Specific Marker Expression [J].
Sakakibara, Takafumi ;
Sukigara, Sayuri ;
Saito, Takashi ;
Otsuki, Taisuke ;
Takahashi, Akio ;
Kaneko, Yuu ;
Kaido, Takanobu ;
Saito, Yuko ;
Sato, Noriko ;
Kimura, Yukio ;
Nakagawa, Eiji ;
Sugai, Kenji ;
Sasaki, Masayuki ;
Goto, Yu-ichi ;
Itoh, Masayuki .
JOURNAL OF NEUROPATHOLOGY AND EXPERIMENTAL NEUROLOGY, 2012, 71 (08) :741-749
[10]   Gray matter myelination of 1555 human brains using partial volume corrected MRI images [J].
Shafee, Rebecca ;
Buckner, Randy L. ;
Fischl, Bruce .
NEUROIMAGE, 2015, 105 :473-485