Khan M N Afzal, Tariq Usman, Badr Yara, Prasad Sandra Mary, Al-Nashash Hasan
IEEE Trans Neural Syst Rehabil Eng. 2025;33:2299-2310. doi: 10.1109/TNSRE.2025.3576924.
This study examines the impact of transcranial alternating current stimulation (tACS) on the initial dip; an initial decrease in oxygenated hemoglobin (HbO) that arises during early neural activation, in individuals experiencing mental stress. Using functional near-infrared spectroscopy (fNIRS), we examined the effects of tACS on the initial dip and prefrontal activation in 40 participants subjected to mental stress induced by the Stroop Color-Word Task. The results indicate that tACS maintains the amplitude of the initial dip following stimulation, showing no significant change in amplitude ( ${p} \gt 0.05$ ). In contrast, the sham group demonstrated a significant increase in initial dip amplitude ( ${p} \lt 0.05$ ). This indicates that tACS improves neural efficiency by sustaining initial metabolic responses. Moreover, tACS-induced changes in functional connectivity demonstrated a reorganization of brain activity, characterized by a significant reduction in task-based connectivity ( ${p} \lt 0.001$ ), which may enhance cognitive performance. Behavioral and physiological measures indicated a 15% reduction in salivary alpha amylase levels and a 20% improvement in NASA Task Load Index scores, thereby supporting the stress-mitigating effects of tACS. Machine learning classifiers demonstrated significant accuracy in differentiating brain states, achieving classification accuracies as high as 92.6% for the initial dip phase utilizing convolutional neural network. The findings underscore the therapeutic potential of tACS in modulating early neural responses to stress, providing new insights into non-invasive modulation for cognitive performance and mental well-being.
本研究考察了经颅交流电刺激(tACS)对初始负向波的影响;初始负向波是指在早期神经激活过程中出现的氧合血红蛋白(HbO)的初始下降,研究对象为经历精神压力的个体。我们使用功能近红外光谱技术(fNIRS),考察了tACS对40名因Stroop色词任务而承受精神压力的参与者的初始负向波和前额叶激活的影响。结果表明,tACS在刺激后维持了初始负向波的振幅,振幅无显著变化(p>0.05)。相比之下,假刺激组的初始负向波振幅显著增加(p<0.05)。这表明tACS通过维持初始代谢反应提高了神经效率。此外,tACS引起的功能连接变化表明大脑活动发生了重组,其特征是基于任务的连接显著减少(p<0.001),这可能会提高认知表现。行为和生理测量表明,唾液α淀粉酶水平降低了15%,美国国家航空航天局任务负荷指数得分提高了20%,从而支持了tACS的减压效果。机器学习分类器在区分脑状态方面表现出显著的准确性,利用卷积神经网络对初始负向波阶段的分类准确率高达92.6%。这些发现强调了tACS在调节对压力的早期神经反应方面的治疗潜力,为认知表现和心理健康的非侵入性调节提供了新的见解。