Neurovascular coupling of inhibitory control in late-onset depression: a simultaneous EEG-fMRI study

•Depression has shown alterations in the response inhibition processes.•EEG-fMRI can disentangle alterations underlying different cognitive sub-processes.•EEG-driven fMRI shows different alterations in first and second inhibition stages.•The analysis identifies MDD-related changes in the superior te...

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Published inNeuroImage (Orlando, Fla.) Vol. 317; p. 121320
Main Authors Bondi, Elena, Pigoni, Alessandro, Ferro, Adele, Marra, Maria Pia, Nosari, Guido, Schiena, Giandomenico, Triulzi, Fabio M., Bianchi, Anna M., Brambilla, Paolo, Maggioni, Eleonora
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 15.08.2025
Elsevier Limited
Elsevier
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Online AccessGet full text
ISSN1053-8119
1095-9572
1095-9572
DOI10.1016/j.neuroimage.2025.121320

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Abstract •Depression has shown alterations in the response inhibition processes.•EEG-fMRI can disentangle alterations underlying different cognitive sub-processes.•EEG-driven fMRI shows different alterations in first and second inhibition stages.•The analysis identifies MDD-related changes in the superior temporal gyrus for N2.•MDD-related changes are found in the supramarginal area for P3. Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown alterations of processes underlying response inhibition, which is the cognitive process that permits the suppression of habitual or natural behavioural responses to stimuli to select a more appropriate response that is coherent with the goal; these alterations have been correlated with cognitive deficits, especially in older adults. Electrophysiological (EEG) and functional magnetic resonance imaging (fMRI) studies have investigated the neuronal and hemodynamic process underlying inhibition through tasks measuring the ability to suppress a dominant response when non-target stimuli are shown and reported differences between healthy controls (HCs) and MDD subjects. However, these were unimodal studies that provided an incomplete picture of the phenomenon, due to the single technique sensitivity and limited by the characteristics of each technique itself. In this study, we performed an EEG-driven fMRI analysis to explore the different hemodynamic correlates of specific event-related potentials (ERPs) of inhibitory control in late-onset MDD during a visuomotor Go/No-Go task. The dataset was composed of 18 older adult HCs and 18 late-onset MDD patients. Behavioral analysis showed higher response time to target stimuli in inhibitory blocks and lower percentage of correct answers for target stimuli in MDD compared to HCs. ERP analysis revealed the inhibitory effect for both N2 and P3 in both groups. Moreover, EEG-driven fMRI analysis showed alterations in the MDD group in the superior temporal gyrus and cerebellar areas for N2 correlates, whereas in the supramarginal, left rolandic, and Heschl’s areas for P3 correlates. The study showed the potentiality of the EEG-fMRI integration for investigating complex cognitive processes. Specifically, the EEG-driven fMRI analyses showed different correlates for separate cognitive processing steps, N2 and P3, highlighting differences between MDD and HC. [Display omitted]
AbstractList Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown alterations of processes underlying response inhibition, which is the cognitive process that permits the suppression of habitual or natural behavioural responses to stimuli to select a more appropriate response that is coherent with the goal; these alterations have been correlated with cognitive deficits, especially in older adults. Electrophysiological (EEG) and functional magnetic resonance imaging (fMRI) studies have investigated the neuronal and hemodynamic process underlying inhibition through tasks measuring the ability to suppress a dominant response when non-target stimuli are shown and reported differences between healthy controls (HCs) and MDD subjects. However, these were unimodal studies that provided an incomplete picture of the phenomenon, due to the single technique sensitivity and limited by the characteristics of each technique itself. In this study, we performed an EEG-driven fMRI analysis, to explore the different hemodynamic correlates of specific event-related potentials (ERPs) of inhibitory control in late-onset MDD during a visuomotor Go/No-Go task. The dataset was composed of 18 older adult HCs and 18 late-onset MDD patients. Behavioral analysis showed higher response time to target stimuli in inhibitory blocks and lower percentage of correct answers for target stimuli in MDD compared to HCs. ERP analysis revealed the inhibitory effect for both N2 and P3 in both groups. Moreover, EEG-driven fMRI analysis showed alterations in the MDD group in the superior temporal gyrus and cerebellar areas for N2 correlates, whereas in the supramarginal, left rolandic, and Heschl's areas for P3 correlates. The study showed the potentiality of the EEG-fMRI integration for investigating complex cognitive processes. Specifically, the EEG-driven fMRI analyses showed different correlates for separate cognitive processes steps, N2 and P3, highlighting differences between MDD and HC.Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown alterations of processes underlying response inhibition, which is the cognitive process that permits the suppression of habitual or natural behavioural responses to stimuli to select a more appropriate response that is coherent with the goal; these alterations have been correlated with cognitive deficits, especially in older adults. Electrophysiological (EEG) and functional magnetic resonance imaging (fMRI) studies have investigated the neuronal and hemodynamic process underlying inhibition through tasks measuring the ability to suppress a dominant response when non-target stimuli are shown and reported differences between healthy controls (HCs) and MDD subjects. However, these were unimodal studies that provided an incomplete picture of the phenomenon, due to the single technique sensitivity and limited by the characteristics of each technique itself. In this study, we performed an EEG-driven fMRI analysis, to explore the different hemodynamic correlates of specific event-related potentials (ERPs) of inhibitory control in late-onset MDD during a visuomotor Go/No-Go task. The dataset was composed of 18 older adult HCs and 18 late-onset MDD patients. Behavioral analysis showed higher response time to target stimuli in inhibitory blocks and lower percentage of correct answers for target stimuli in MDD compared to HCs. ERP analysis revealed the inhibitory effect for both N2 and P3 in both groups. Moreover, EEG-driven fMRI analysis showed alterations in the MDD group in the superior temporal gyrus and cerebellar areas for N2 correlates, whereas in the supramarginal, left rolandic, and Heschl's areas for P3 correlates. The study showed the potentiality of the EEG-fMRI integration for investigating complex cognitive processes. Specifically, the EEG-driven fMRI analyses showed different correlates for separate cognitive processes steps, N2 and P3, highlighting differences between MDD and HC.
Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown alterations of processes underlying response inhibition, which is the cognitive process that permits the suppression of habitual or natural behavioural responses to stimuli to select a more appropriate response that is coherent with the goal; these alterations have been correlated with cognitive deficits, especially in older adults. Electrophysiological (EEG) and functional magnetic resonance imaging (fMRI) studies have investigated the neuronal and hemodynamic process underlying inhibition through tasks measuring the ability to suppress a dominant response when non-target stimuli are shown and reported differences between healthy controls (HCs) and MDD subjects. However, these were unimodal studies that provided an incomplete picture of the phenomenon, due to the single technique sensitivity and limited by the characteristics of each technique itself.In this study, we performed an EEG-driven fMRI analysis to explore the different hemodynamic correlates of specific event-related potentials (ERPs) of inhibitory control in late-onset MDD during a visuomotor Go/No-Go task. The dataset was composed of 18 older adult HCs and 18 late-onset MDD patients.Behavioral analysis showed higher response time to target stimuli in inhibitory blocks and lower percentage of correct answers for target stimuli in MDD compared to HCs. ERP analysis revealed the inhibitory effect for both N2 and P3 in both groups. Moreover, EEG-driven fMRI analysis showed alterations in the MDD group in the superior temporal gyrus and cerebellar areas for N2 correlates, whereas in the supramarginal, left rolandic, and Heschl’s areas for P3 correlates.The study showed the potentiality of the EEG-fMRI integration for investigating complex cognitive processes. Specifically, the EEG-driven fMRI analyses showed different correlates for separate cognitive processing steps, N2 and P3, highlighting differences between MDD and HC.
•Depression has shown alterations in the response inhibition processes.•EEG-fMRI can disentangle alterations underlying different cognitive sub-processes.•EEG-driven fMRI shows different alterations in first and second inhibition stages.•The analysis identifies MDD-related changes in the superior temporal gyrus for N2.•MDD-related changes are found in the supramarginal area for P3. Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown alterations of processes underlying response inhibition, which is the cognitive process that permits the suppression of habitual or natural behavioural responses to stimuli to select a more appropriate response that is coherent with the goal; these alterations have been correlated with cognitive deficits, especially in older adults. Electrophysiological (EEG) and functional magnetic resonance imaging (fMRI) studies have investigated the neuronal and hemodynamic process underlying inhibition through tasks measuring the ability to suppress a dominant response when non-target stimuli are shown and reported differences between healthy controls (HCs) and MDD subjects. However, these were unimodal studies that provided an incomplete picture of the phenomenon, due to the single technique sensitivity and limited by the characteristics of each technique itself. In this study, we performed an EEG-driven fMRI analysis to explore the different hemodynamic correlates of specific event-related potentials (ERPs) of inhibitory control in late-onset MDD during a visuomotor Go/No-Go task. The dataset was composed of 18 older adult HCs and 18 late-onset MDD patients. Behavioral analysis showed higher response time to target stimuli in inhibitory blocks and lower percentage of correct answers for target stimuli in MDD compared to HCs. ERP analysis revealed the inhibitory effect for both N2 and P3 in both groups. Moreover, EEG-driven fMRI analysis showed alterations in the MDD group in the superior temporal gyrus and cerebellar areas for N2 correlates, whereas in the supramarginal, left rolandic, and Heschl’s areas for P3 correlates. The study showed the potentiality of the EEG-fMRI integration for investigating complex cognitive processes. Specifically, the EEG-driven fMRI analyses showed different correlates for separate cognitive processing steps, N2 and P3, highlighting differences between MDD and HC. [Display omitted]
Highlights•Depression has shown alterations in the response inhibition processes. •EEG-fMRI can disentangle alterations underlying different cognitive sub-processes. •EEG-driven fMRI shows different alterations in first and second inhibition stages. •The analysis identifies MDD-related changes in the superior temporal gyrus for N2. •MDD-related changes are found in the supramarginal area for P3.
ArticleNumber 121320
Author Bondi, Elena
Marra, Maria Pia
Triulzi, Fabio M.
Maggioni, Eleonora
Pigoni, Alessandro
Bianchi, Anna M.
Nosari, Guido
Ferro, Adele
Schiena, Giandomenico
Brambilla, Paolo
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Inhibitory control
P3
N2
k
MDD
AAL
L
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SSRI
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Simultaneous EEG-fMRI
Go/No-Go
SNRI
RBANS
T
HC
HDRS
serotonin and norepinephrine reuptake inhibitors
cluster-based thresholding
selective serotonin reuptake inhibitors
healthy controls
Hamilton depression rating scale
p-value
T-statistics
repeatable battery for assessment of neuropsychological status
right
major depressive disorder
left
MNI coordinates expressed in mm
automated anatomical labeling atlas
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Snippet •Depression has shown alterations in the response inhibition processes.•EEG-fMRI can disentangle alterations underlying different cognitive...
Highlights•Depression has shown alterations in the response inhibition processes. •EEG-fMRI can disentangle alterations underlying different cognitive...
Depression is a leading cause of disability that exerts an impact on neurocognitive functions. Individuals with major depressive disorder (MDD) have shown...
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SubjectTerms Aged
Brain - diagnostic imaging
Brain - physiopathology
Cerebellum
Cognition
Datasets
Depressive Disorder, Major - diagnostic imaging
Depressive Disorder, Major - physiopathology
EEG
Electroencephalography
Electroencephalography - methods
Event-related potentials
Evoked Potentials - physiology
Female
Functional magnetic resonance imaging
Go/No-Go
Go/no-go discrimination learning
Hemodynamics
Humans
Information processing
Inhibition, Psychological
Inhibitory control
Magnetic resonance imaging
Magnetic Resonance Imaging - methods
Male
MDD
Medical imaging
Mental depression
Mental disorders
Middle Aged
Neuroimaging
Neurovascular Coupling - physiology
Psychomotor Performance - physiology
Radiology/Diagnostic Imaging
Sensorimotor integration
Simultaneous EEG-fMRI
Superior temporal gyrus
Temporal gyrus
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Title Neurovascular coupling of inhibitory control in late-onset depression: a simultaneous EEG-fMRI study
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