Genetic basis of phase amplitude coupling entrained by working memory

Abstract Working memory (WM) is a core determinant of cognitive functions, and its impairment is a hallmark of several psychiatric conditions. Here, we investigated whether genetic factors contribute to WM performance. Analyzing magnetoencephalography (MEG) data from the Human Connectome Project (82 healthy adults: monozygotic [MZ] and dizygotic [DZ] twin pairs and unrelated [UR] pairs) performing WM tasks, we observed that WM accuracy is markedly more similar within MZ twin pairs than in DZ or UR pairs, indicating a genetic contribution to WM performance. To uncover a candidate neural mechanism for this genetic influence, we quantified phase-amplitude coupling (PAC)—the modulation of high-frequency amplitude by low-frequency phase—and compared PAC patterns across individuals. We define PAC alignment as the between-individual similarity of PAC temporal patterns. PAC alignment was significantly higher in MZ than in DZ or UR pairs and positively correlated with similarity in WM behavioral accuracy, linking PAC to behavior. Together, these findings support PAC alignment as a candidate genetically influenced neural feature related to individual differences in WM.

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Publication Details

Journal
Scientific Reports
Published
2026-10-16
DOI
https://doi.org/10.1038/s41598-026-74984-5
Primary Topic
Neural dynamics and brain function
Type
article
Field-Weighted Citation Impact
0.00

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article

Genetic basis of phase amplitude coupling entrained by working memory

Moein Esghaei, Stefan Treue, Anahita Nazari
Scientific Reports
Neural dynamics and brain function
article

Genetic basis of phase amplitude coupling entrained by working memory

Moein Esghaei, Stefan Treue, Anahita Nazari
article en

Abstract

Abstract Working memory (WM) is a core determinant of cognitive functions, and its impairment is a hallmark of several psychiatric conditions. Here, we investigated whether genetic factors contribute to WM performance. Analyzing magnetoencephalography (MEG) data from the Human Connectome Project (82 healthy adults: monozygotic [MZ] and dizygotic [DZ] twin pairs and unrelated [UR] pairs) performing WM tasks, we observed that WM accuracy is markedly more similar within MZ twin pairs than in DZ or UR pairs, indicating a genetic contribution to WM performance. To uncover a candidate neural mechanism for this genetic influence, we quantified phase-amplitude coupling (PAC)—the modulation of high-frequency amplitude by low-frequency phase—and compared PAC patterns across individuals. We define PAC alignment as the between-individual similarity of PAC temporal patterns. PAC alignment was significantly higher in MZ than in DZ or UR pairs and positively correlated with similarity in WM behavioral accuracy, linking PAC to behavior. Together, these findings support PAC alignment as a candidate genetically influenced neural feature related to individual differences in WM.

Scientific ReportsVol. 16(1)
German Primate Center (DE), Shahid Beheshti University (IR), University of Göttingen (DE)
National Institutes of Health, McDonnell Center for Systems Neuroscience
Good health and well-being
Openalex Percentile: Top 14%
Neural dynamics and brain function
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