Neuroscience Unit, Conci-Carpinella Institute, 358 (5000), Córdoba, Urquiza, Argentina.
Psychological Research Institute, Faculty of Psychology, National University of Córdoba (UNC - CONICET), Córdoba, Argentina.
J Headache Pain. 2024 Mar 15;25(1):37. doi: 10.1186/s10194-024-01734-1.
The efficiency of The International Classification of Headache Disorders (ICHD-3) in reflecting patients' disability has recently been questioned. This prompts consideration that clinical features beyond pain may more accurately indicate the extent of underlying brain impairment than the mere frequency of headache days. Important cognitive dysfunctions and psychological impairment have been reported in burdensome cases of migraine, and the presence of these alterations has been associated with biological changes in the nervous system. This study aimed to compare migraine-related disability within a specific patient group, classified using ICHD-3 criteria or classified based on findings from a neuropsychological evaluation using machine learning. Additionally, a complementary voxel-based morphometry (VBM) comparison was conducted to explore potential neuroanatomical differences between the resulting groups.
The study included episodic and chronic migraine patients seeking consultation at a specialized headache department. A neuropsychological evaluation protocol, encompassing validated standardized tests for cognition, anxiety, depression, perceived stress, and headache-related impact (HIT-6) and disability (MIDAS), was administered. Results from this evaluation were input into an automated K-means clustering algorithm, with a predefined K=2 for comparative purposes. A supplementary Voxel-based Morphometry (VBM) evaluation was conducted to investigate neuroanatomical contrasts between the two distinct grouping configurations.
The study involved 111 participants, with 49 having chronic migraine and 62 having episodic migraine. Seventy-four patients were assigned to cluster one, and 37 patients were assigned to cluster two. Cluster two exhibited significantly higher levels of depression, anxiety, and perceived stress, and performed worse in alternating and focalized attention tests. Differences in HIT-6 and MIDAS scores between episodic and chronic migraine patients did not reach statistical significance (HIT-6: 64.39 (±7,31) vs 62.92 (±11,61); p= 0. 42 / MIDAS: 73.63 (±68,61) vs 84.33 (±63,62); p=0.40). In contrast, patients in cluster two exhibited significantly higher HIT-6 (62.32 (±10,11) vs 66.57 (±7,21); p=0.03) and MIDAS (68.69 (±62,58) vs 97.68 (±70,31); p=0.03) scores than patients in cluster one. Furthermore, significant differences in grey matter volume between the two clusters were noted, particularly involving the precuneus, while differences between chronic and episodic migraine patients did not withstand correction for multiple comparisons.
The classification of migraine patients based on neuropsychological characteristics demonstrates a more effective separation of groups in terms of disability compared to categorizing them based on the chronic or episodic diagnosis of ICHD-3. These findings could reveal biological changes that might explain differences in treatment responses among apparently similar patients.
国际头痛疾病分类(ICHD-3)在反映患者残疾程度方面的效率最近受到了质疑。这促使人们考虑,疼痛以外的临床特征可能比头痛天数的频率更能准确地表明潜在的大脑损伤程度。在偏头痛负担沉重的情况下,已经报道了重要的认知功能障碍和心理障碍,这些改变的存在与神经系统的生物学变化有关。本研究旨在比较特定患者群体中偏头痛相关的残疾程度,该患者群体使用 ICHD-3 标准进行分类,或使用机器学习基于神经心理学评估的结果进行分类。此外,还进行了补充的基于体素的形态测量学(VBM)比较,以探索两组之间潜在的神经解剖差异。
该研究纳入了在专门的头痛科就诊的发作性和慢性偏头痛患者。进行了神经心理学评估方案,包括认知、焦虑、抑郁、感知压力和头痛相关影响(HIT-6)和残疾(MIDAS)的验证标准化测试。将这些评估的结果输入到自动化 K-均值聚类算法中,对于比较目的,预定义 K=2。进行了补充的基于体素的形态测量学(VBM)评估,以研究两个不同分组结构之间的神经解剖对比。
该研究共纳入 111 名参与者,其中 49 名患有慢性偏头痛,62 名患有发作性偏头痛。74 名患者被分配到第 1 组,37 名患者被分配到第 2 组。第 2 组表现出明显更高的抑郁、焦虑和感知压力水平,在交替和聚焦注意力测试中表现更差。发作性和慢性偏头痛患者的 HIT-6 和 MIDAS 评分之间的差异没有达到统计学意义(HIT-6:64.39(±7,31)vs 62.92(±11,61);p=0.42/MIDAS:73.63(±68,61)vs 84.33(±63,62);p=0.40)。相比之下,第 2 组的患者在 HIT-6(62.32(±10,11)vs 66.57(±7,21);p=0.03)和 MIDAS(68.69(±62,58)vs 97.68(±70,31);p=0.03)方面的评分明显高于第 1 组的患者。此外,还注意到两个聚类之间的灰质体积存在显著差异,特别是在楔前叶,而慢性和发作性偏头痛患者之间的差异在经过多次比较校正后仍未成立。
根据神经心理学特征对偏头痛患者进行分类,在残疾程度方面的分组效果比根据 ICHD-3 的慢性或发作性诊断进行分类更为有效。这些发现可能揭示了可能解释不同患者之间治疗反应差异的生物学变化。