Optimization of advanced MRI tools in the detection and characterization of epileptogenic developmental lesions

Les dysplasies corticales focales de type 2 (DCF2) sont une cause fréquente d’épilepsie partielle pharmacorésistante pouvant bénéficier d’un traitement chirurgical. Leur détection en IRM est un facteur indépendant de bon pronostic. Leur diagnostic reste difficile avec jusqu’à 40% d’IRM négatives. Le travail de cette thèse a pour principal objectif d’améliorer la détection des DCF2 à partir des séquences conventionnelles, d’évaluer la pertinence d’une augmentation de champ magnétique, et de valider de nouveaux outils de détection, en particulier par l’identification d’anomalies des sillons associées aux DCF2 de manière automatique puis visuelles. Cette étude a été réalisée à partir d’une des plus importante cohorte de patients (>80 patients) porteurs de DCF2 prouvée histologiquement. L’évaluation de la fréquence de chacun des signes en IRM nous a permis de démontrer que, bien qu’aucune anomalie ne soit visible dans 41% des cas, les différents signes chez les patients avec une IRM positive n’étaient jamais isolés et que la combinaison des 3 signes les plus évocateurs de DCF2 (épaississement cortical, flou de l'interface blanc-gris et « transmantle sign »), était retrouvée chez 27 patients (64%) suggérant que l’IRM puisse être un examen très caractéristique. En augmentant le champ magnétique de 1,5 à 3T en IRM le taux de détection n’est que peu modifié mais la caractérisation des DCF2 est améliorée en raison d’une meilleure visualisation du « transmantle sign », considéré comme une signature en IRM des DCF2. L’analyse automatisée des sillons basés sur le calcul d’un nouveau paramètre appelé « énergie sulcale » permet d’identifier des motifs sulcaux anormaux chez les patients porteurs de DCF2 dans la région centrale en comparaison aux sujets sains. Ce résultat souligne l'importance d’une étude des sillons et pourrait fournir un critère supplémentaire pour détecter et localiser la lésion chez des patients à IRM négative. Enfin, l’analyse visuelle des sillons par un reformatage 3D du cortex nous a permis de décrire un nouveau marqueur des DCF2 de la région centrale : un motif sulcal dénommé le "Power Button Sign". Compte tenu de son excellente reproductibilité et de sa spécificité, il pourrait être utilisé comme un nouveau critère diagnostic majeur de DCF2 de la région centrale. L’ensemble de ces résultat participe à la meilleure compréhension des phénomènes développementaux impliqués dans la physiopathologie des DCF2 et offre de nombreuses perspectives pour l’amélioration de leur détection en imagerie.Focal cortical dysplasia type 2 (FCD2) is a common cause of intractable partial epilepsy surgically treatable. Their detection by MRI is an independent factor of good prognosis. The MR imaging diagnosis remains difficult with up to 40% negative MRI. Our main objective is to improve the detection of FCD2from conventional sequences, to assess the relevance of increased magnetic field and validate new tools for detection, in particular by identifying sulcal abnormalities associated with FCD2 automatically and visually. This study was carried out from one of the largest cohort of patients (> 80 patients) with histologically proven FCD2. The evaluation of the frequency of each MR signs showed that, although no abnormality is seen in 41% of cases, the different signs in patients with a positive MRI were never isolated and the combination of the 3 most suggestive signs of FCD2 (cortical thickening, bluring of the gray-white matter interface and "transmantle sign") was found in 27 patients (64%), indicating that MRI can be very suggestive. By increasing the magnetic field from 1.5 to 3T MRI detection rate is only slightly changed but characterization of FCD2 is improved thanks to a better visualization of the " transmantle sign " considered as a MR signature of FCD2. The automated sulcus analysis based on the calculation of a new parameter called "sulcal energy" identifies abnormal sulcal patterns in patients with FCD2 in the central region in comparison to healthy subjects. This result underlines the importance of the identification of sulci and could provide an additional criterion for detecting and locating the lesion in patients with negative MRI. Finally, the visual analysis of sulci by 3D reformatting of the cortex allowed us to describe a new MR sign of FCD2 in the central region: a sulcal pattern called the "Power Button Sign". Given its excellent reproducibility and specificity, it could be used as a new major diagnostic criterion of FCD2 in the central region. All these results contribute to the better understanding of the developmental processes involved in the pathophysiology of FCD2 and offers many opportunities for improving their MR detection

Optimisation des techniques avancées en IRM cérébrale dans la détection des lésions développementales épileptogènes

Focal cortical dysplasia type 2 (FCD2) is a common cause of intractable partial epilepsy surgically treatable. Their detection by MRI is an independent factor of good prognosis. The MR imaging diagnosis remains difficult with up to 40% negative MRI. Our main objective is to improve the detection of FCD2from conventional sequences, to assess the relevance of increased magnetic field and validate new tools for detection, in particular by identifying sulcal abnormalities associated with FCD2 automatically and visually. This study was carried out from one of the largest cohort of patients (> 80 patients) with histologically proven FCD2. The evaluation of the frequency of each MR signs showed that, although no abnormality is seen in 41% of cases, the different signs in patients with a positive MRI were never isolated and the combination of the 3 most suggestive signs of FCD2 (cortical thickening, bluring of the gray-white matter interface and "transmantle sign") was found in 27 patients (64%), indicating that MRI can be very suggestive. By increasing the magnetic field from 1.5 to 3T MRI detection rate is only slightly changed but characterization of FCD2 is improved thanks to a better visualization of the " transmantle sign " considered as a MR signature of FCD2. The automated sulcus analysis based on the calculation of a new parameter called "sulcal energy" identifies abnormal sulcal patterns in patients with FCD2 in the central region in comparison to healthy subjects. This result underlines the importance of the identification of sulci and could provide an additional criterion for detecting and locating the lesion in patients with negative MRI. Finally, the visual analysis of sulci by 3D reformatting of the cortex allowed us to describe a new MR sign of FCD2 in the central region: a sulcal pattern called the "Power Button Sign". Given its excellent reproducibility and specificity, it could be used as a new major diagnostic criterion of FCD2 in the central region. All these results contribute to the better understanding of the developmental processes involved in the pathophysiology of FCD2 and offers many opportunities for improving their MR detection.Les dysplasies corticales focales de type 2 (DCF2) sont une cause fréquente d’épilepsie partielle pharmacorésistante pouvant bénéficier d’un traitement chirurgical. Leur détection en IRM est un facteur indépendant de bon pronostic. Leur diagnostic reste difficile avec jusqu’à 40% d’IRM négatives. Le travail de cette thèse a pour principal objectif d’améliorer la détection des DCF2 à partir des séquences conventionnelles, d’évaluer la pertinence d’une augmentation de champ magnétique, et de valider de nouveaux outils de détection, en particulier par l’identification d’anomalies des sillons associées aux DCF2 de manière automatique puis visuelles. Cette étude a été réalisée à partir d’une des plus importante cohorte de patients (>80 patients) porteurs de DCF2 prouvée histologiquement. L’évaluation de la fréquence de chacun des signes en IRM nous a permis de démontrer que, bien qu’aucune anomalie ne soit visible dans 41% des cas, les différents signes chez les patients avec une IRM positive n’étaient jamais isolés et que la combinaison des 3 signes les plus évocateurs de DCF2 (épaississement cortical, flou de l'interface blanc-gris et « transmantle sign »), était retrouvée chez 27 patients (64%) suggérant que l’IRM puisse être un examen très caractéristique. En augmentant le champ magnétique de 1,5 à 3T en IRM le taux de détection n’est que peu modifié mais la caractérisation des DCF2 est améliorée en raison d’une meilleure visualisation du « transmantle sign », considéré comme une signature en IRM des DCF2. L’analyse automatisée des sillons basés sur le calcul d’un nouveau paramètre appelé « énergie sulcale » permet d’identifier des motifs sulcaux anormaux chez les patients porteurs de DCF2 dans la région centrale en comparaison aux sujets sains. Ce résultat souligne l'importance d’une étude des sillons et pourrait fournir un critère supplémentaire pour détecter et localiser la lésion chez des patients à IRM négative. Enfin, l’analyse visuelle des sillons par un reformatage 3D du cortex nous a permis de décrire un nouveau marqueur des DCF2 de la région centrale : un motif sulcal dénommé le "Power Button Sign". Compte tenu de son excellente reproductibilité et de sa spécificité, il pourrait être utilisé comme un nouveau critère diagnostic majeur de DCF2 de la région centrale. L’ensemble de ces résultat participe à la meilleure compréhension des phénomènes développementaux impliqués dans la physiopathologie des DCF2 et offre de nombreuses perspectives pour l’amélioration de leur détection en imagerie

Evaluation pré-chirurgicale des fonctions mnésiques dans l'épilepsie temporale pharmaco-résistante par test sélectif à l'Amobarbital

LYON1-BU Santé (693882101) / SudocPARIS-BIUM (751062103) / SudocSudocFranceF

Extensive and severe CNS demyelination associated with golimumab therapy

International audienc

Identification of reliable sulcal patterns of the human rolandic region

A major feature of the human cortex is its huge morphological variability. Although a comprehensive literature about the sulco-gyral pattern of the central region is available from post-mortem data, a reliable and reproducible characterization from in vivo data is still lacking. The aim of this study was to test the reliability of morphological criteria of the central region sulci used in post-mortem data, when applied to in vivo MRI data.Thirty right-handed healthy individuals were included in the study. Automated segmentation and three-dimensional surface-based rendering were obtained from clinical 3D T1-weighted MRI. Two senior radiologists labelled the three sulci composing the central region (precentral [PreCS], central [CS] and postcentral [PostCS]) and analyzed their morphological variations using 47 standard criteria derived from Ono’s atlas based on post-mortem data. For each criterion, inter-rater concordance and comparison with the occurrence frequency provided in Ono’s atlas were estimated. Overall, the sulcal pattern criteria derived from MRI data were highly reproducible between the raters with a high mean inter-rater concordance in the three sulci (CS: =0.92 in left hemisphere / =0.91 in right hemisphere; PreCS: =0.91/ =0.93; PostCS: = 0.84 / 0.79). Only a very limited number of sulcal criteria significantly differed between the in vivo and the post-mortem data (CS: 2 criteria in the left hemisphere / 3 criteria in the right hemisphere; PreCS: 3 in the left and right hemispheres; PostCS: 3 in the left hemisphere and 5 in the right hemisphere). Our study provides a comprehensive description of qualitative sulcal patterns in the central region from in vivo clinical MRI with high agreement with previous post-mortem data. Such identification of reliable sulcal patterns of the central region visible with standard clinical MRI data paves the way for the detection of subtle variations of the central sulcation associated with variations of normal or pathological functioning

Automatic recognition of specific local cortical folding patterns

International audienceThe study of local cortical folding patterns showed links with psychiatric illnesses as well as cognitive functions. Despite the tools now available to visualize cortical folds in 3D, manually classifying local sulcal patterns is a timeconsuming and tedious task. In fact, 3D visualization of folds helps experts to identify different sulcal patterns but fold variability is so high that the distinction between these patterns sometimes requires the definition of complex criteria, making manual classification difficult and not reliable. However, the assessment of the impact of these patterns on the functional organization of the cortex could benefit from the study of large databases, especially when studying rare patterns. In this paper, several algorithms for the automatic classification of fold patterns are proposed to allow morphological studies to be extended and confirmed on such large databases. Three methods are proposed, the first based on a Support Vector Machine (SVM) classifier, the second on the Scoring by Non-local Image Patch Estimator (SNIPE) approach and the third based on a 3D Convolution Neural Network (CNN). These methods are generic enough to be applicable to a wide range of folding patterns. They are tested on two types of patterns for which there is currently no method to automatically identify them: the Anterior Cingulate Cortex (ACC) patterns and the Power Button Sign (PBS). The two ACC patterns are almost equally present whereas PBS is a particularly rare pattern in the general population. The three models proposed achieve balanced accuracies of approximately 80% for ACC patterns classification and 60% for PBS classification. The CNN-based model is more interesting for the classification of ACC patterns thanks to its rapid execution. However, SVM and SNIPE-based models are more effective in managing unbalanced problems such as PBS recognition

Metabolic correlates of cognitive impairment in mesial temporal lobe epilepsy

International audienceThe purpose of the study was to determine the correlations between brain metabolism and cognitive impairment in patients with drug-resistant mesial temporal lobe epilepsy (MTLE)

The Power Button Sign: A Newly Described Central Sulcal Pattern on Surface Rendering MR Images of Type 2 Focal Cortical Dysplasia

International audiencePURPOSE:To compare the occurrence of several central sulcus variants and to assess the reproducibility of a sulcal pattern named the power button sign (PBS) in patients with type 2 focal cortical dysplasia (FCD2) and healthy control subjects.MATERIALS AND METHODS:The local institutional review board approved the study, and written informed consent was waived for patients and was obtained from control subjects. Four readers reviewed three-dimensional (3D) T1-weighted magnetic resonance (MR) images in 37 patients (13 with negative MR imaging findings) with histologically proven FCD2 of the central region and 44 control subjects on the basis of a visual analysis of a 3D reconstruction of cortical folds. They searched for central sulcus variations (interruptions, side branches, and connections) and for a particular sulcal pattern, namely, the interposition of a precentral sulcal segment between the central sulcus and one of its hook-shaped anterior ascending branches (ie, PBS). Inter- and intraobserver reliability, specificity, and sensitivity were calculated.RESULTS:The central sulcus showed a greater number of side branches (P < .001) and was more frequently connected to the precentral sulcus (P < .001) in patients with FCD2 than in control subjects. The PBS was found in 23 (62%) of 37 total patients with FCD2, in six (46%) of 13 with negative MR imaging findings, and in only one control subject. Inter- and intraobserver rates were excellent (0.88 and 0.93, respectively) for the detection of PBS. FCD2 was located either in the depth of the ascending branch of the central sulcus (14 of 23, 61%) or in its immediate vicinity (nine of 23).CONCLUSION:Given its excellent reproducibility and specificity, the PBS, when present, could become a useful qualitative diagnostic MR criterion of FCD2 in the central region

Sulcus-based MR analysis of focal cortical dysplasia located in the central region.

Focal cortical dysplasias (FCDs) are mainly located in the frontal region, with a particular tropism for the central sulcus. Up to 30% of lesions are undetected (magnetic resonance [MR]-negative FCD patients) or belatedly diagnosed by visual analysis of MR images. We propose an automated sulcus-based method to analyze abnormal sulcal patterns associated with central FCD, taking into account the normal interindividual sulcal variability.We retrospectively studied 29 right-handed patients with FCD in the central region (including 12 MR negative histologically-confirmed cases) and 29 right-handed controls. The analysis of sulcal abnormalities from T1-weighted MR imaging (MRI) was performed using a graph-based representation of the cortical folds and an automated sulci recognition system, providing a new quantitative criterion to describe sulcal patterns, termed sulcus energy.Group analysis showed that the central sulcus in the hemisphere ipsilateral to the FCD exhibited an abnormal sulcal pattern compared with controls (p = 0.032). FCDs were associated with abnormal patterns of the central sulci compared with controls (p = 0.006), a result that remained significant when MR-negative and MR-positive patients were considered separately, while the effects of sex, age and MR-field were not significant. At the individual level, sulcus energy alone failed to detect the FCD lesion. We found, however, a significant association between maximum z-scores and the site of FCD (p = 0.0046) which remained significant in MR-negative (p = 0.024) but not in MR-positive patients (p = 0.058). The maximum z-score pointed to an FCD sulcus in four MR-negative and five MR-positive patients.We identified abnormal sulcal patterns in patients with FCD of the central region compared with healthy controls. The abnormal sulcal patterns ipsilateral to the FCD and the link between sulcus energy and the FCD location strengthen the interest of sulcal abnormalities in FCD patients