Preprint / Version 1

Closed-Loop Spindle-Targeted Stimulation Enhances Consolidation of Probabilistic Sequence Learning in Balanced Bilinguals

Authors

DOI:

https://doi.org/10.64748/kk7jzr07

Keywords:

sleep spindles, closed-loop stimulation, sequence learning, bilingualism, memory consolidation, serial reaction time task

Abstract

Sleep spindles have been implicated in consolidating motor and cognitive skills, yet causal evidence for their role in probabilistic sequence learning among bilingual adults is limited. We combined real-time spindle detection with phase-locked auditory stimulation in a double-blind, sham-controlled, within-subject crossover study (N=36) of balanced Dutch–English bilinguals trained on a probabilistic serial reaction time task. During N2 sleep, brief 50 ms pink-noise bursts were delivered at the up-state of detected central spindles (Cz) in the Stimulation night and withheld in the Sham night. Relative to Sham, Stimulation increased fast spindle density (13–16 Hz) at central sensors by 18% and enhanced overnight improvement in sequence-specific performance by 15.6 ms (SE 4.7 ms, p=.002, d=0.64) without affecting accuracy or macro-architecture. Effects were strongest in participants below the median baseline and generalized across minimal language-context cues (L1↔L2). Mediation analyses indicated that the spindle-density change partially accounted for behavioral gains (β=0.27, p=.01). Findings provide causal support that augmenting spindles during N2 selectively strengthens probabilistic sequence representations in bilingual adults, and they motivate translational protocols for skill consolidation in multilingual classrooms and rehabilitation.

Author Biographies

  • Sofia Almeida, Radboud University Nijmegen

    Sofia Almeida is a cognitive neuroscientist specializing in sleep neurophysiology and memory. Her research focuses on the causal role of NREM oscillations—especially sleep spindles—in human learning, using closed-loop stimulation, EEG/PSG, and computational signal processing. She develops real-time detection algorithms for phase-locked stimulation and studies how bilingual experience modulates sleep-dependent consolidation. Almeida leads multi-site collaborations on noninvasive brain stimulation for education and rehabilitation and advocates open, reproducible neurophysiology through shared code and pre-registered analyses.

  • Helena Varga, Leiden University

    Dr. Helena Varga is an Associate Professor specializing in memory, learning, and brain plasticity. Her research focuses on how neural networks adapt during skill acquisition, particularly in multilingual individuals. She integrates experimental psychology with neuroimaging techniques, aiming to bridge cognitive theory and applied educational practice. Dr. Varga has published extensively on working memory models and leads several EU-funded projects on bilingual education and neuroplasticity. She serves on the editorial boards of Cognitive Science and Frontiers in Psychology.

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    Posted

    2025-09-02

    How to Cite

    Closed-Loop Spindle-Targeted Stimulation Enhances Consolidation of Probabilistic Sequence Learning in Balanced Bilinguals. (2025). In Substack Scholarly Posts. https://doi.org/10.64748/kk7jzr07