{"title":"Cortical functional connectivity and topology based on complex network graph theory analysis during acute pain stimuli.","authors":"Yijing Luo, Jiaohao Du, Fanfu Fang, Ping Shi","doi":"10.1117/1.NPh.12.2.025010","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>We aimed to investigate alterations in the topological organization of functional brain networks in acute pain.</p><p><strong>Methods: </strong>A total of 29 capsaicin group (CAP) and 19 sham controls (Sham) underwent a 10-min resting-state functional near-infrared spectroscopy scan. The CAP group applied capsaicin cream (0.1%) to the lower back, whereas the Sham group applied a hand cream without capsaicin ingredients to the same area. All subjects were healthy individuals prior to the experiment and did not report any pain or other medical history. The pain in the CAP was only caused by the topical application of capsaicin. Each subject was asked to complete a numerical rating scale. Graph theory-based analysis was used to construct functional connectivity (FC) matrices and extract the features of small-world networks of the brain in both groups. Then, FC differences in the prefrontal cortex were characterized by statistical analysis, and the altered brain features were explored.</p><p><strong>Results: </strong>Compared with Sham, CAP had impaired functions in short- and long-distance connectivity ( <math><mrow><mi>p</mi> <mo><</mo> <mn>0.05</mn></mrow> </math> ). In particular, there was a greatly significant difference in connectivity associated with the left dorsolateral prefrontal cortex (ldlpfc) (CAP versus Sham: <math><mrow><mn>0.80</mn> <mo>±</mo> <mn>0.02</mn></mrow> </math> versus <math><mrow><mn>0.70</mn> <mo>±</mo> <mn>0.05</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo><</mo> <mn>0.0001</mn></mrow> </math> ). Global efficiency, local efficiency, and small worldness were significantly lower in the topological parameters in CAP than in Sham (CAP versus Sham: <math><mrow><mn>0.172</mn> <mo>±</mo> <mn>0.018</mn></mrow> </math> versus <math><mrow><mn>0.191</mn> <mo>±</mo> <mn>0.015</mn></mrow> </math> , <math><mrow><mi>t</mi> <mo>=</mo> <mn>3.758</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo>=</mo> <mn>0.0005</mn></mrow> </math> ; <math><mrow><mn>0.253</mn> <mo>±</mo> <mn>0.012</mn></mrow> </math> versus <math><mrow><mn>0.283</mn> <mo>±</mo> <mn>0.012</mn></mrow> </math> , <math><mrow><mi>t</mi> <mo>=</mo> <mn>8.209</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo><</mo> <mn>0.0001</mn></mrow> </math> ; <math><mrow><mn>0.526</mn> <mo>±</mo> <mn>0.031</mn></mrow> </math> versus <math><mrow><mn>0.628</mn> <mo>±</mo> <mn>0.082</mn></mrow> </math> , <math><mrow><mi>t</mi> <mo>=</mo> <mn>3.856</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo>=</mo> <mn>0.0009</mn></mrow> </math> ). At the regional level, there were deficits in nodal efficiency within the medial prefrontal cortex and ldlpfc (CAP versus Sham: <math><mrow><mn>0.156</mn> <mo>±</mo> <mn>0.081</mn></mrow> </math> versus <math><mrow><mn>0.175</mn> <mo>±</mo> <mn>0.067</mn></mrow> </math> , <math><mrow><mi>t</mi> <mo>=</mo> <mn>2.305</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo>=</mo> <mn>0.0257</mn></mrow> </math> ; <math><mrow><mn>0.169</mn> <mo>±</mo> <mn>0.089</mn></mrow> </math> versus <math><mrow><mn>0.156</mn> <mo>±</mo> <mn>0.081</mn></mrow> </math> , <math><mrow><mi>t</mi> <mo>=</mo> <mn>2.194</mn></mrow> </math> , <math><mrow><mi>p</mi> <mo>=</mo> <mn>0.0033</mn></mrow> </math> ).</p><p><strong>Conclusions: </strong>Even brief episodes of acute pain can significantly reshape the brain's network architecture and FC, revealing a complex phenomenon beyond a transient sensory experience. Disruptions in brain network topology and connectivity due to pain suggest potential avenues for targeted therapeutic interventions and a reconfiguration of brain networks that could underlie chronic pain formation.</p>","PeriodicalId":54335,"journal":{"name":"Neurophotonics","volume":"12 2","pages":"025010"},"PeriodicalIF":4.8000,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12077576/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Neurophotonics","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1117/1.NPh.12.2.025010","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/5/14 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
引用次数: 0
Abstract
Purpose: We aimed to investigate alterations in the topological organization of functional brain networks in acute pain.
Methods: A total of 29 capsaicin group (CAP) and 19 sham controls (Sham) underwent a 10-min resting-state functional near-infrared spectroscopy scan. The CAP group applied capsaicin cream (0.1%) to the lower back, whereas the Sham group applied a hand cream without capsaicin ingredients to the same area. All subjects were healthy individuals prior to the experiment and did not report any pain or other medical history. The pain in the CAP was only caused by the topical application of capsaicin. Each subject was asked to complete a numerical rating scale. Graph theory-based analysis was used to construct functional connectivity (FC) matrices and extract the features of small-world networks of the brain in both groups. Then, FC differences in the prefrontal cortex were characterized by statistical analysis, and the altered brain features were explored.
Results: Compared with Sham, CAP had impaired functions in short- and long-distance connectivity ( ). In particular, there was a greatly significant difference in connectivity associated with the left dorsolateral prefrontal cortex (ldlpfc) (CAP versus Sham: versus , ). Global efficiency, local efficiency, and small worldness were significantly lower in the topological parameters in CAP than in Sham (CAP versus Sham: versus , , ; versus , , ; versus , , ). At the regional level, there were deficits in nodal efficiency within the medial prefrontal cortex and ldlpfc (CAP versus Sham: versus , , ; versus , , ).
Conclusions: Even brief episodes of acute pain can significantly reshape the brain's network architecture and FC, revealing a complex phenomenon beyond a transient sensory experience. Disruptions in brain network topology and connectivity due to pain suggest potential avenues for targeted therapeutic interventions and a reconfiguration of brain networks that could underlie chronic pain formation.
目的:我们旨在研究急性疼痛时功能性脑网络拓扑结构的改变。方法:29名辣椒素组(CAP)和19名假对照组(sham)接受10 min静息态功能近红外光谱扫描。CAP组在下背部涂抹辣椒素霜(0.1%),而Sham组在同一区域涂抹不含辣椒素成分的护手霜。所有受试者在实验前均为健康个体,未报告任何疼痛或其他病史。CAP的疼痛仅由局部应用辣椒素引起。每位受试者被要求完成一份数字评定量表。采用基于图论的分析方法构建功能连接矩阵(FC),提取两组大脑小世界网络特征。然后,通过统计分析表征前额叶皮层FC的差异,并探讨改变的大脑特征。结果:与Sham相比,CAP在近距离和远距离连通性方面功能受损(p < 0.05)。特别是,与左背外侧前额叶皮层(ldlpfc)相关的连通性存在显著差异(CAP与Sham: 0.80±0.02 vs 0.70±0.05,p 0.0001)。CAP组整体效率、局部效率和小世界度的拓扑参数显著低于Sham组(CAP vs Sham: 0.172±0.018 vs 0.191±0.015,t = 3.758, p = 0.0005;0.253±0.012 vs 0.283±0.012,t = 8.209, p 0.0001;0.526±0.031 vs 0.628±0.082,t = 3.856, p = 0.0009)。在区域水平上,内侧前额叶皮层和ldlpfc内的节点效率存在缺陷(CAP与Sham: 0.156±0.081比0.175±0.067,t = 2.305, p = 0.0257;(0.169±0.089比0.156±0.081,t = 2.194, p = 0.0033)。结论:即使是短暂的急性疼痛也能显著重塑大脑的网络结构和FC,揭示了一种超越短暂感觉体验的复杂现象。疼痛导致的大脑网络拓扑结构和连通性的中断为有针对性的治疗干预和大脑网络的重新配置提供了潜在的途径,这可能是慢性疼痛形成的基础。
期刊介绍:
At the interface of optics and neuroscience, Neurophotonics is a peer-reviewed journal that covers advances in optical technology applicable to study of the brain and their impact on the basic and clinical neuroscience applications.