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1.
Neuroimage ; 235: 117998, 2021 07 15.
Artículo en Inglés | MEDLINE | ID: mdl-33789131

RESUMEN

The pressing call to detect sensitive cognitive markers of frontal lobe epilepsy (FLE) remains poorly addressed. Standard frameworks prove nosologically unspecific (as they reveal deficits that also emerge across other epilepsy subtypes), possess low ecological validity, and are rarely supported by multimodal neuroimaging assessments. To bridge these gaps, we examined naturalistic action and non-action text comprehension, combined with structural and functional connectivity measures, in 19 FLE patients, 19 healthy controls, and 20 posterior cortex epilepsy (PCE) patients. Our analyses integrated inferential statistics and data-driven machine-learning classifiers. FLE patients were selectively and specifically impaired in action comprehension, irrespective of their neuropsychological profile. These deficits selectively and specifically correlated with (a) reduced integrity of the anterior thalamic radiation, a subcortical structure underlying motoric and action-language processing as well as epileptic seizure spread in this subtype; and (b) hypoconnectivity between the primary motor cortex and the left-parietal/supramarginal regions, two putative substrates of action-language comprehension. Moreover, machine-learning classifiers based on the above neurocognitive measures yielded 75% accuracy rates in discriminating individual FLE patients from both controls and PCE patients. Briefly, action-text assessments, combined with structural and functional connectivity measures, seem to capture ecological cognitive deficits that are specific to FLE, opening new avenues for discriminatory characterizations among epilepsy types.


Asunto(s)
Corteza Cerebral/diagnóstico por imagen , Disfunción Cognitiva/diagnóstico , Epilepsia del Lóbulo Frontal/diagnóstico , Lenguaje , Sustancia Blanca/diagnóstico por imagen , Corteza Cerebral/patología , Corteza Cerebral/fisiopatología , Disfunción Cognitiva/etiología , Disfunción Cognitiva/patología , Disfunción Cognitiva/fisiopatología , Conectoma , Imagen de Difusión Tensora , Epilepsia del Lóbulo Frontal/complicaciones , Epilepsia del Lóbulo Frontal/patología , Epilepsia del Lóbulo Frontal/fisiopatología , Humanos , Pruebas del Lenguaje , Aprendizaje Automático , Imagen por Resonancia Magnética , Imagen Multimodal , Pruebas Neuropsicológicas , Sustancia Blanca/patología , Sustancia Blanca/fisiopatología
2.
Cortex ; 144: 43-55, 2021 11.
Artículo en Inglés | MEDLINE | ID: mdl-34637999

RESUMEN

Built on neurodegenerative lesions models, the disrupted motor grounding hypothesis (DMGH) posits that motor-system alterations selectively impair action comprehension. However, major doubts remain concerning the dissociability, neural signatures, and etiological generalizability of such deficits. Few studies have compared action-concept outcomes between disorders affecting and sparing motor circuitry, and none has examined their multimodal network predictors via data-driven approaches. Here, we first assessed action- and object-concept processing in patients with frontal lobe epilepsy (FLE), patients with posterior cortex epilepsy (PCE), and healthy controls. Then, we examined structural and functional network signatures via diffusion tensor imaging and resting-state connectivity measures. Finally, we used these measures to predict behavioral performance with an XGBoost machine learning regression algorithm. Relative to controls, FLE (but not PCE) patients exhibited selective action-concept deficits together with structural and functional abnormalities along motor networks. The XGBoost model reached a significantly large effect size only for action-concept outcomes in FLE, mainly predicted by structural (cortico-spinal tract, anterior thalamic radiation, uncinate fasciculus) and functional (M1-parietal/supramarginal connectivity) motor networks. These results extend the DMGH, suggesting that action-concept deficits are dissociable markers of frontal/motor (relative to posterior) disruptions, directly related to the structural and functional integrity of motor networks, and traceable beyond canonical movement disorders.


Asunto(s)
Epilepsia del Lóbulo Frontal , Sustancia Blanca , Mapeo Encefálico , Imagen de Difusión Tensora , Lóbulo Frontal/diagnóstico por imagen , Humanos , Imagen por Resonancia Magnética , Red Nerviosa/diagnóstico por imagen , Vías Nerviosas/diagnóstico por imagen
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