Brain signatures of nociplastic pain: Fibromyalgia Index and descending modulation at population level.
Overview
- Oxford University Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford OX3 9DU, UK
- Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, MA 02114, USA
- Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford, Oxford OX3 7LD, UK
- Big Data Institute, Nuffield Department of Population Health, University of Oxford, Oxford OX3 7LF, UK
- Division of Rheumatology, Mayo Clinic Florida, Jacksonville, FL 32224, USA
Abstract
Nociplastic pain is defined by altered nociceptive processing in the absence of clear peripheral damage or somatosensory lesions. The Fibromyalgia Index (FMI), derived from the 2016 diagnostic criteria, is increasingly used as a marker of nociplastic pain severity in clinical studies, yet its neurobiological validity remains untested at scale.
Using multimodal neuroimaging data from over 40 000 participants in UK Biobank, we examined whether FMI scores were associated with altered functional and structural connectivity within the descending pain modulatory system (DPMS), a brain network involved in endogenous pain control and implicated in nociplastic pain conditions. Functional connectivity was assessed using resting-state functional MRI (rfMRI), and structural connectivity using diffusion-weighted MRI (dMRI) tractography. Connectivity was quantified between seven DPMS regions: periaqueductal grey (PAG), rostral ventromedial medulla (RVM), hypothalamus, amygdala, rostral and subgenual anterior cingulate cortex (rACC, sgACC), and dorsolateral prefrontal cortex (dlPFC). Multi-group structural equation models tested associations between FMI scores and connectivity, stratified by chronic pain status. Mediation models evaluated which aspects of nociplastic pain accounted for the observed associations: widespread pain and SPACE symptoms (sleep disturbance, pain, affect, cognitive problems, and low energy). To assess specificity, we repeated analyses using the Douleur Neuropathique 4 (DN4), a measure of neuropathic pain, and average pain intensity as comparison outcomes.
In 22 139 individuals with chronic pain (58% female; mean age 64.8, standard deviation 7.59), FMI scores were associated with altered structural connectivity between the PAG and amygdala [β = 0.023, 95% confidence interval (CI): 0.0087 to 0.039; Pcorr = 0.0125] and between the PAG and hypothalamus (β = −0.029, 95% CI: −0.043 to −0.015; Pcorr = 0.0013). Functional connectivity in the same circuits showed smaller effects. These associations were not observed in individuals without chronic pain. Mediation analyses revealed that PAG-amygdala and PAG-hypothalamus connectivity were partially explained by fatigue, sleep duration, and widespread pain. DPMS connectivity was not significantly associated with neuropathic pain or average pain intensity.
These findings suggest that FMI scores reflect biologically meaningful changes in brain connectivity, particularly in subcortical DPMS circuits implicated in affective and homeostatic dimensions of pain. Structural connectivity was more strongly associated with FMI than functional measures, possibly reflecting cumulative effects of chronic pain on white matter architecture. The absence of similar associations for other pain outcomes supports the specificity of FMI as a marker of nociplastic pain severity. These results provide a neurobiological basis for the FMI and support its use in population research and biomarker development for nociplastic pain.
Reproduced under the paper's license (CC BY), from the paper cited above.
Code
The paper links to its data, not to its authors' code: see the Data section.
The paper's code and data availability statement is in the Data section.
Tracing map
A tracing map links a paper to the code its authors published: this paper has none, so it has no map.
Data
Datasets cited
- ukbiobank.ac.uk/
enable-your-research/ , at UK Biobank; found in “Data availability”apply-for-access
Data availability
Data is available upon application to the UK Biobank, https://
Reproduced under the paper's license (CC BY), from the paper cited above.
Versions
The history of this record: each version stored by the harvester or made by a correction of its authors or of the maintainers of its code, and what changed in its facts. The texts of the paper (its abstract, its availability statements) are not part of it; versions that changed only those are not listed.
Version 1, 28 September 2026: the first record
Recorded: type, language, journal, volume, issue, pages, dates, 9 authors, 6 keywords, 13 MeSH terms, 7 funders, 74 references.
Cite
This paper
Kelleher, E. M., Lange, F., Wanigasekera, V., Rathod-Mistry, T., Nichols, T., Seymour, B., Tracey, I., Segerdahl, A. R., & Irani, A. (2026). Brain signatures of nociplastic pain: Fibromyalgia Index and descending modulation at population level. Brain : a journal of neurology, 149(4), 1365-1380. https://
BibTeX
@article{kelleher2026bra
author = {Kelleher, Eoin Maurice and Lange, Frederik and Wanigasekera, Vishvarani and Rathod-Mistry, Trishna and Nichols, Thomas and Seymour, Ben and Tracey, Irene and Segerdahl, Andrew Reilly and Irani, Anushka},
title = {{Brain signatures of nociplastic pain: Fibromyalgia Index and descending modulation at population level}},
journal = {Brain : a journal of neurology},
year = {2026},
month = apr,
volume = {149},
number = {4},
pages = {1365--1380},
publisher = {Oxford University Press},
issn = {0006-8950},
doi = {10.1093/
url = {https://
pmid = {40819274},
pmcid = {PMC7618718}
}
RIS
TY - JOUR
AU - Kelleher, Eoin Maurice
AU - Lange, Frederik
AU - Wanigasekera, Vishvarani
AU - Rathod-Mistry, Trishna
AU - Nichols, Thomas
AU - Seymour, Ben
AU - Tracey, Irene
AU - Segerdahl, Andrew Reilly
AU - Irani, Anushka
TI - Brain signatures of nociplastic pain: Fibromyalgia Index and descending modulation at population level
T2 - Brain : a journal of neurology
J2 - Brain
PY - 2026
DA - 2026/
VL - 149
IS - 4
SP - 1365
EP - 1380
SN - 0006-8950
PB - Oxford University Press
DO - 10.1093/
UR - https://
LA - en
ER -
CSL-JSON
{
"id": "10.1093/
"type": "article-journal",
"title": "Brain signatures of nociplastic pain: Fibromyalgia Index and descending modulation at population level",
"container-title": "Brain : a journal of neurology",
"author": [
{
"family": "Kelleher",
"given": "Eoin Maurice"
},
{
"family": "Lange",
"given": "Frederik"
},
{
"family": "Wanigasekera",
"given": "Vishvarani"
},
{
"family": "Rathod-Mistry",
"given": "Trishna"
},
{
"family": "Nichols",
"given": "Thomas"
},
{
"family": "Seymour",
"given": "Ben"
},
{
"family": "Tracey",
"given": "Irene"
},
{
"family": "Segerdahl",
"given": "Andrew Reilly"
},
{
"family": "Irani",
"given": "Anushka"
}
],
"container-title-short":
"volume": "149",
"issue": "4",
"page": "1365-1380",
"DOI": "10.1093/
"PMID": "40819274",
"PMCID": "PMC7618718",
"ISSN": "0006-8950",
"publisher": "Oxford University Press",
"URL": "https://
"language": "en",
"issued": {
"date-parts": [
[
2026,
4,
1
]
]
}
}
Similar papers
The papers with a page that share the most with this one: the tools found in their code, their categories, datasets, cited references and authors, the rarest counting most.
- [1] doi:10.7554/elife.108109 [code]
- Multimodal MRI marker of cognition explains the association between cognition and mental health in the UK Biobank.Journal: eLifeIn common: ukbiobank.ac.uk/enable-your-research/apply-for-access, structural MRI / diffusion, 6 references
- [2] doi:10.1111/ejn.70666
- Resting State Functional Connectivity Among Cortical and Subcortical Grey Matter Structures Can Distinguish Fallers in Parkinson's Disease.Journal: The European journal of neuroscienceIn common: fMRI, 8 references
- [3] doi:10.1038/s44220-026-00680-y [code]
- The neuroimaging correlates of depression established across six large-scale population datasets.Journal: Nature. Mental healthIn common: ukbiobank.ac.uk/enable-your-research/apply-for-access, 4 references
- [4] doi:10.12779/dnd.2026.25.2.115
- Effects of Sarcopenia and Frailty on Cognitive Function, Brain Volume, and Dementia Risk: A Prospective Cohort Study Based on UK Biobank.Journal: Dementia and neurocognitive disordersIn common: ukbiobank.ac.uk/enable-your-research/apply-for-access, structural MRI / diffusion, 3 references
- [5] doi:10.1002/ejp.70331
- Structural and Functional Neuroimaging Findings in Fibromyalgia: A Systematic Review.Journal: European journal of pain (London, England)In common: pain, fMRI, structural MRI / diffusion, 3 references
- [6] doi:10.21203/rs.3.rs-9326213/v1 [code]
- Multi-task fMRI outperforms resting-state fMRI for revealing task-invariant organization of the human brainJournal: Research Square (preprint)In common: fMRI, 5 references
- [7] doi:10.1371/journal.pbio.3003738 [code]
- Altered salience network structure-function integration underlies the decline in cognitive flexibility during aging.Journal: PLoS biologyIn common: fMRI, structural MRI / diffusion, 4 references
- [8] doi:10.1186/s40708-026-00316-y [code]
- Generalizable and explainable deep learning for brain MRI: a multi-cohort evaluation of 3D architectures for age and sex prediction.Journal: Brain informaticsIn common: ukbiobank.ac.uk/enable-your-research/apply-for-access, structural MRI / diffusion, 2 references
- [9] doi:10.34133/research.1298 [code]
- Multisite Chronic Pain Reveals Neuro-Immune-Metabolic Dysregulation across Rheumatoid Arthritis and Depression.Journal: Research (Washington, D.C.)In common: ukbiobank.ac.uk/enable-your-research/apply-for-access, pain, 1 reference
- [10] doi:10.1073/pnas.2603114123 [code]
- The human hippocampus can pattern separate memories by meaning.Journal: Proceedings of the National Academy of Sciences of the United States of AmericaIn common: 5 references
Contribute
The authors of this paper can claim it, correct its record and validate its tracing map, and the maintainers of its code (its owner, or a public member of its organization) correct what it says of their repository; anyone signed in can ask for its removal. Every request goes to OSCR's own machine, which answers it; your account page follows them.
Sign in with ORCID to claim this paper as one of its authors, correct its record or validate its tracing map: when the paper's metadata lists your ORCID iD, you are recognized at once. Maintainers of its code: sign in with GitHub, then claim the repository on your account page.
Claim this paper
Correct its record
Say what each link of this record is, remove the ones that are not the paper's, add the ones that are missing. The correction becomes a new version of the record, in its Versions section.
Request its removal
To ask OSCR to remove this record, the copies of its authors' scripts or its tracing map, use the removal request page: signed in, you say who you are, what to remove and why, then review and confirm the request. Published rules decide every request (how).
Discussion, reproductions, activity
Discussion: questions and error reports about this paper and its code, from signed-in readers and its authors. It opens with sign-in.
Reproductions: reports from readers who ran the authors' code: what they reproduced, with which environment, commit and data. It opens with sign-in.
Activity: what happens around this paper: new versions of its record, its map's validation, discussions and reproductions. It opens with sign-in.
