XIII Encuentro Internacional de Estudiantes de Psicología, del 6 al 10 de mayo del 2024, en modalidad presencial y virtual.
European-Latin American Conference of Theoretical and Applied Mechanics (ELACTAM 2024), del 29 de enero al 2 de febrero

30 de mayo de 2023 a 2 de junio de 2023 Ciencias Naturales, Exactas y Ténicas
Facultad de Matemática y Computación
America/Havana zona horaria

Measuring the true localization and leakage distortions of inverse solutions for low-density EEG

No programado
20m
Facultad de Matemática y Computación

Facultad de Matemática y Computación

Ponentes

Ariosky Areces-Gonzalez (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China) Deirel Paz-Linares (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China)

Descripción

Underlying resting-state or standardized task paradigms are large-scale and dense frequency-specific functional networks that produce oscillatory activity from low-order to high-order cortical regions. Neuroimaging methods such as the MEEG inverse-solutions that target this type of neural activity may face severe localization and leakage distortions that are enlarged for EEG. Our rationale is to measure distortions of EEG inverse solutions regarding a ground-truth that reflects the properties of real data such as high-density MEG/ECoG. For the high-density MEG data from the HCP database, we obtain source forward models and their inverse solutions via MNE inverse solution, which defines such a ground-truth. We generate pseudo-EEG data, from the MEG by applying the MNE inverse-solution and, the forward model for a low-density EEG co-registered with the same subject's MEG and MRI. Our rationale is essentially the same as that of MEEG inverse-solutions compared in simultaneous MEG and EEG but employing pseudo-EEG, a MEG derivative via another inverse solution that avoids the inverse-crime. Inverse solutions under analysis are eLORETA, LCMV, and SSBL. We also measure the incongruence or overall level of localization/leakage distortions using: Surface-based EMD or effort to deform one cortical topography into another. Our results suggest that simulations based on an idealized ground truth may not accurately assess the actual distortions. Incorporating a realistic ground truth from high-density MEG shows that leakage and localization errors of inverse solutions might be much more severe than expected.

Autores primarios

Ariosky Areces-Gonzalez (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China) Deirel Paz-Linares (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China)

Coautores

Eduardo Gonzalez-Moreira (Center for Biomedical Imaging and Neuromodulation, Nathan Kline Institute for Psychiatric Research, Orangeburg, New York, United States of America) Michael Y. Kpiebaareh (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China) Prof. Pedro A. Valdes-Sosa (Clinical Hospital of Chengdu Brain Science Institute, MOE Key Lab for Neuroinformation, University of Electronic Sciences and Technology of China, Chengdu, China)

Materiales de la presentación

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