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Analysis of Electrocorticographic Signals

Analysis of Electrocorticographic Signals

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03785028
Enrollment
5
Registered
2018-12-24
Start date
2019-07-19
Completion date
2021-02-21
Last updated
2024-05-01

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Epilepsy

Brief summary

The objectives of this research are to understand how the brain can keep information in mind (working memory), and use this information to guide behavior. The two experiments that fall under this study will collect brain signals from epilepsy patients who are having surgery as part of their treatment. More specifically, these signals will be studied from the time while the patient is performing two cognitive tasks.The endpoints are publication of the results from each of the proposed experiments in peer-reviewed journals.

Detailed description

There are 2 separate experiments proposed, both of which use repeated-measures designs. 1: Electrocorticography (ECoG) study of visual working memory. Each trial from the behavioral task will start by presenting subjects with two visual images, one each from two of these three categories: faces, words, and outdoor scenes. They will then be cued as to which one they'll be tested on with a recognition probe, and after the first probe the cuing-probing process is repeated. Patients selected for this study will have depth electrodes implanted in the left medial temporal lobe and/or grids covering left occipital, temporal, and/or parietal cortex, and suitability of a patient's data for the final dataset will require that a minimum of one stimulus category can be decoded from them. (The precise minimum number of trials required cannot be calculated a priori, because this requires knowing the signal-to-noise ratio in a dataset, a property that is highly variable in electrocorticography data.) 2\. Electrocorticography of spatial selective attention. Each trial from the behavioral task will start by presenting subjects with a white + on a screen, with each arm pointing to a potential target location. During each 92-trial block of trials, only two 180-degree opposing locations will ever be cued, with one arm of the + turning yellow and the opposing one turning blue, to indicate with 75% validity the location at which an oriented Gabor patch will appear (5 degrees from fixation; cue color mapping counterbalanced), requiring a speeded R/L tilt judgment. Orthogonal to cue-color configuration, half of the trials in each block will begin with presentation of an x that will rotate by 45 degrees with an unpredictable lag (.5 sec +/- .3). On these trials, the cue-to-target interval (i.e., from rotation to + to color-cue onset) will be 750 msec. On trials that begin with the onset of a +, cue-to-target interval will vary unpredictably between 650, 750, and 850 msec. Decomposition of alpha-band oscillations (brain waves cycling at roughly 10 times per second) into components associated with each location will be derived by filtering the whole-scalp signal with weights from the inverted encoding model trained to encode the four critical locations.

Interventions

working memory and attention tasks

Sponsors

National Institute of Mental Health (NIMH)
CollaboratorNIH
University of Wisconsin, Madison
Lead SponsorOTHER

Study design

Allocation
NA
Intervention model
SINGLE_GROUP
Primary purpose
BASIC_SCIENCE
Masking
NONE

Intervention model description

basic science

Eligibility

Sex/Gender
ALL
Age
18 Years to 65 Years
Healthy volunteers
No

Inclusion criteria

* Participants with implanted electrode arrays who are willing to participate and able to cooperate and follow research instructions will be recruited. * Must be able to read * Must be able to name objects * Must be able to articulate thoughts with spoken language

Exclusion criteria

* post-operative pain requiring narcotics * repeated seizures clouding consciousness * IQ of 85 and below * post-operative subdural bleeding * cerebral pathology affecting the cortical regions from which recordings are made * women who are pregnant, or who think they may be pregnant

Design outcomes

Primary

MeasureTime frameDescription
Qualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityTwenty minutesThis experiment will use a machine learning analysis -- multivariate pattern classification -- to decode the brain signals measured by the electrocorticography electrodes. That is, the analysis will determine if the face/word/scene that is being remembered is being represented by these particular brain signals). The primary outcome will be to assess what happens to the neural representation of, say, a face, when the patient is probed that the other stimulus presented on that trial will be tested first - i.e., the analysis will assess the decodability of the two items as a function of their priority for upcoming task demands. Reported here is the categorical performance of Support Vector Machines (SVMs) trained using a 10-fold cross-validation procedure to decode the prioritized and unprioritized memory items (faces, scenes, or words).
Qualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeTwenty minutesPhase-amplitude coupling (PAC) refers to the synchrony between low frequency oscillations and bursts of high-frequency signal, which is interpreted as a proxy for neuronal firing. The primary outcome measure is whether the level of phase-amplitude coupling associated with a stimulus will change (increase, decrease, change to different frequencies) after that stimulus is prioritized or deprioritized by the cue. Reported here is the direction of PAC between low theta oscillations (6 Hz) and high-gamma bursts (\>140 Hz) in binary terms according to whether the PAC increased or decreased for the three stimulus types (faces, scenes, or words) in electrode signals analyzed in different brain regions.
Experiment 3.b. Covert Spatial Attention-related Changes in Phase-amplitude CouplingTwenty minutesPhase-amplitude coupling refers to the synchrony between low frequency oscillations and bursts of high-frequency signal, which is interpreted as a proxy for neuronal firing. The primary outcome measure is whether the level of phase-amplitude coupling in tissue representing a region of space that is irrelevant for an entire block of trials will change in a manner that mirrors the dynamic changes expected for each trial's uncued location, or whether it will be insensitive to shifts of attention that are, by definition, never relevant for that tissue over the course of that block of trials.

Countries

United States

Participant flow

Recruitment details

Participants undergoing surgery for epilepsy were recruited at UW hospital Neurology clinic in Madison, Wisconsin, from 7/19/19 - 2/27/21.

Participants by arm

ArmCount
Experimental Arm
Participants will undergo working memory and attention tasks
5
Total5

Baseline characteristics

CharacteristicExperimental Arm
Age, Continuous36.4 years
STANDARD_DEVIATION 16.2
Ethnicity (NIH/OMB)
Hispanic or Latino
0 Participants
Ethnicity (NIH/OMB)
Not Hispanic or Latino
3 Participants
Ethnicity (NIH/OMB)
Unknown or Not Reported
2 Participants
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
Race (NIH/OMB)
Asian
0 Participants
Race (NIH/OMB)
Black or African American
0 Participants
Race (NIH/OMB)
More than one race
0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
Race (NIH/OMB)
Unknown or Not Reported
2 Participants
Race (NIH/OMB)
White
3 Participants
Region of Enrollment
United States
5 participants
Sex: Female, Male
Female
2 Participants
Sex: Female, Male
Male
3 Participants

Adverse events

Event typeEG000
affected / at risk
deaths
Total, all-cause mortality
0 / 5
other
Total, other adverse events
0 / 5
serious
Total, serious adverse events
0 / 5

Outcome results

Primary

Experiment 3.b. Covert Spatial Attention-related Changes in Phase-amplitude Coupling

Phase-amplitude coupling refers to the synchrony between low frequency oscillations and bursts of high-frequency signal, which is interpreted as a proxy for neuronal firing. The primary outcome measure is whether the level of phase-amplitude coupling in tissue representing a region of space that is irrelevant for an entire block of trials will change in a manner that mirrors the dynamic changes expected for each trial's uncued location, or whether it will be insensitive to shifts of attention that are, by definition, never relevant for that tissue over the course of that block of trials.

Time frame: Twenty minutes

Population: Experiment was not conducted, so no data available.

Primary

Qualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item Decodability

This experiment will use a machine learning analysis -- multivariate pattern classification -- to decode the brain signals measured by the electrocorticography electrodes. That is, the analysis will determine if the face/word/scene that is being remembered is being represented by these particular brain signals). The primary outcome will be to assess what happens to the neural representation of, say, a face, when the patient is probed that the other stimulus presented on that trial will be tested first - i.e., the analysis will assess the decodability of the two items as a function of their priority for upcoming task demands. Reported here is the categorical performance of Support Vector Machines (SVMs) trained using a 10-fold cross-validation procedure to decode the prioritized and unprioritized memory items (faces, scenes, or words).

Time frame: Twenty minutes

Population: Data collected from 4 participants, reported here as a group. Three of them completed 5 blocks of 20 trials each, resulting in a total of 100 trials, and one of them completed 4 blocks, 80 trials in total. One participant struggled to perform the task so data were not interpretable.

ArmMeasureGroupValue (COUNT_OF_UNITS)
ThetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot Decoded - Prioritized item0 group of all participants
ThetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Prioritized item1 group of all participants
ThetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot decoded - Unprioritized item0 group of all participants
ThetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Unprioritized item1 group of all participants
AlphaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot Decoded - Prioritized item0 group of all participants
AlphaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot decoded - Unprioritized item0 group of all participants
AlphaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Prioritized item1 group of all participants
AlphaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Unprioritized item1 group of all participants
BetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot Decoded - Prioritized item0 group of all participants
BetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot decoded - Unprioritized item1 group of all participants
BetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Unprioritized item0 group of all participants
BetaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Prioritized item1 group of all participants
GammaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot decoded - Unprioritized item1 group of all participants
GammaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityNot Decoded - Prioritized item1 group of all participants
GammaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Unprioritized item0 group of all participants
GammaQualitative Measure: Prioritization Cue-related Changes in the Neural Representation of Stimuli Reported as Binary for Prioritized and Unprioritized Item DecodabilityDecoded - Prioritized item0 group of all participants
Primary

Qualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus Type

Phase-amplitude coupling (PAC) refers to the synchrony between low frequency oscillations and bursts of high-frequency signal, which is interpreted as a proxy for neuronal firing. The primary outcome measure is whether the level of phase-amplitude coupling associated with a stimulus will change (increase, decrease, change to different frequencies) after that stimulus is prioritized or deprioritized by the cue. Reported here is the direction of PAC between low theta oscillations (6 Hz) and high-gamma bursts (\>140 Hz) in binary terms according to whether the PAC increased or decreased for the three stimulus types (faces, scenes, or words) in electrode signals analyzed in different brain regions.

Time frame: Twenty minutes

Population: Data collected from a single participant, participant had electrodes positioned in each of the target regions to be analyzed to support a within-subject comparison.

ArmMeasureGroupValue (COUNT_OF_UNITS)
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Decrease1 number of electrodes
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Increase0 number of electrodes
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Decrease1 number of electrodes
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Increase0 number of electrodes
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Decrease1 number of electrodes
ThetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Increase0 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Increase2 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Decrease1 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Increase2 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Decrease0 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Increase1 number of electrodes
AlphaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Decrease0 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Increase1 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Decrease0 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Increase0 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeScenes - Increase1 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeFaces - Decrease0 number of electrodes
BetaQualitative Measure: Working Memory Delay Period Phase-amplitude Coupling Reported as Direction (Increase/Decrease) for Region and Stimulus TypeWords - Decrease1 number of electrodes

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026