Feng Menghan, Zhang Yue, Wen Zeying, Hou Xiaoyan, Ye Yongsong, Fu Chengwei, Luo Wenting, Liu Bo
Department of Radiology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China.
The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China.
Front Mol Neurosci. 2022 Feb 24;15:778139. doi: 10.3389/fnmol.2022.778139. eCollection 2022.
Migraine is a common primary headache disorder. Transcutaneous auricular vagus nerve stimulation (taVNS) has been verified to be effective in patients with migraine without aura (MWoA). However, there are large interindividual differences in patients' responses to taVNS. This study aimed to explore whether pretreatment fractional amplitude of low frequency fluctuation (fALFF) features could predict clinical outcomes in MWoA patients after 4-week taVNS. Sixty MWoA patients and sixty well-matched healthy controls (HCs) were recruited, and migraineurs received 4-week taVNS treatment. Resting-state functional magnetic resonance imaging (rs-fMRI) data were collected, and the significant differences of fALFF were detected between MWoA patients and HCs using two-sample -test. A mask of these significant regions was generated and used for subsequent analysis. The abnormal fALFF in the mask was used to predict taVNS efficacy for MWoA using a support vector regression (SVR) model combining with feature select of weight based on the LIBSVM toolbox. We found that (1) compared with HCs, MWoA patients exhibited increased fALFF in the left thalamus, left inferior parietal gyrus (IPG), bilateral precentral gyrus (PreCG), right postcentral gyrus (PoCG), and bilateral supplementary motor areas (SMAs), but decreased in the bilateral precuneus and left superior frontal gyrus (SFG)/medial prefrontal cortex (mPFC); (2) after 4-week taVNS treatment, the fALFF values significantly decreased in these brain regions based on the pretreatment comparison. Importantly, the decreased fALFF in the bilateral precuneus was positively associated with the reduction in the attack times ( = 0.357, = 0.005, Bonferroni correction, 0.05/5), whereas the reduced fALFF in the right PoCG was negatively associated with reduced visual analog scale (VAS) scores ( = -0.267, = 0.039, uncorrected); (3) the SVR model exhibited a good performance for prediction ( = 0.411, < 0.001),which suggests that these extracted fALFF features could be used as reliable biomarkers to predict the treatment response of taVNS for MWoA patients. This study demonstrated that the baseline fALFF features have good potential for predicting individualized treatment response of taVNS in MWoA patients, and those weight brain areas are mainly involved in the thalamocortical (TC) circuits, default mode network (DMN), and descending pain modulation system (DPMS). This will contribute to well understanding the mechanism of taVNS in treating MWoA patients and may help to screen ideal patients who respond well to taVNS treatment.
偏头痛是一种常见的原发性头痛疾病。经皮耳迷走神经刺激(taVNS)已被证实对无先兆偏头痛(MWoA)患者有效。然而,患者对taVNS的反应存在较大的个体差异。本研究旨在探讨低频波动分数振幅(fALFF)特征是否可以预测MWoA患者在接受4周taVNS治疗后的临床疗效。招募了60例MWoA患者和60例匹配良好的健康对照者(HCs),偏头痛患者接受了4周的taVNS治疗。收集静息态功能磁共振成像(rs-fMRI)数据,并使用双样本检验检测MWoA患者和HCs之间fALFF的显著差异。生成这些显著区域的掩膜并用于后续分析。使用基于LIBSVM工具箱的权重特征选择的支持向量回归(SVR)模型,将掩膜中异常的fALFF用于预测MWoA患者的taVNS疗效。我们发现:(1)与HCs相比,MWoA患者在左侧丘脑、左侧顶下小叶(IPG)、双侧中央前回(PreCG)、右侧中央后回(PoCG)和双侧辅助运动区(SMA)的fALFF增加,但在双侧楔前叶和左侧额上回(SFG)/内侧前额叶皮质(mPFC)减少;(2)经过4周的taVNS治疗后,基于治疗前的比较,这些脑区的fALFF值显著降低。重要的是,双侧楔前叶fALFF的降低与发作次数的减少呈正相关(r = 0.357,P = 0.005,Bonferroni校正,0.05/5),而右侧PoCG中fALFF的降低与视觉模拟量表(VAS)评分的降低呈负相关(r = -0.267,P = 0.039,未校正);(3)SVR模型表现出良好的预测性能(r = 0.411,P < 0.001),这表明这些提取的fALFF特征可以作为可靠的生物标志物来预测MWoA患者对taVNS的治疗反应。本研究表明,基线fALFF特征具有良好的潜力来预测MWoA患者taVNS的个体化治疗反应,而那些重要的脑区主要涉及丘脑皮质(TC)回路、默认模式网络(DMN)和下行疼痛调制系统(DPMS)。这将有助于更好地理解taVNS治疗MWoA患者的机制,并可能有助于筛选出对taVNS治疗反应良好的理想患者。