ArticleHuman brain mapping2021
Network properties and regional brain morphology of the insular cortex correlate with individual pain thresholds.
Article in Human brain mapping, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it, 17 citations in OpenAlex.
- Meta-analysis of resting-state fMRI in cervical spondylosis patients using AES-SDM.Frontiers in neurology · 2024Pooled it
- Effect of Transcranial Direct Current Stimulation Targeting Brain Regions Identified Through Voxel-Based Morphometry on One-Legged Standing Balance With Eyes Closed.Brain and behavior · 2026Trial
- Nonsuicidal self-injury prediction with pain-processing neural circuits using interpretable graph neural network.Annals of medicine · 2025Article
- Advances and challenges in neuroimaging-based pain biomarkers.Cell reports. Medicine · 2024Review
- Pain Management in Pediatric Burns: A Review of the Science behind It.Global health, epidemiology and genomics · 2023Review
- Temporal Grading Index of Functional Network Topology Predicts Pain Perception of Patients With Chronic Back Pain.Frontiers in neurology · 2022Article
- Significant Structural Alterations and Functional Connectivity Alterations of Cerebellar Gray Matter in Patients With Somatic Symptom Disorder.Frontiers in neuroscience · 2022Article
- Resting-state functional heterogeneity of the right insula contributes to pain sensitivity.Scientific reports · 2021Article
- Network properties and regional brain morphology of the insular cortex correlate with individual pain thresholds.Human brain mapping · 2021Article
Corrections and comments
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Authors and funding
7 authors at 5 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Pain thresholds vary considerably across individuals and are influenced by a number of behavioral, genetic and neurobiological factors. However, the neurobiological underpinnings that account for individual differences remain to be fully elucidated. In this study, we used voxel-based morphometry (VBM) and graph theory, specifically the local clustering coefficient (CC) based on resting-state connectivity, to identify brain regions, where regional gray matter volume and network properties predicted individual pain thresholds. As a main finding, we identified a cluster in the left posterior insular cortex (IC) reaching into the left parietal operculum, including the secondary somatosensory cortex, where both regional gray matter volume and the local CC correlated with individual pain thresholds. We also performed a resting-state functional connectivity analysis using the left posterior IC as seed region, demonstrating that connectivity to the pre- as well as postcentral gyrus bilaterally; that is, to the motor and primary sensory cortices were correlated with individual pain thresholds. To our knowledge, this is the first study that applied VBM in combination with voxel-based graph theory in the context of pain thresholds. The co-location of the VBM and the local CC cluster provide first evidence that both structure and function map to the same brain region while being correlated with the same behavioral measure; that is, pain thresholds. The study highlights the importance of the posterior IC, not only for pain perception in general, but also for the determination of individual pain thresholds.
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