Journal article
An externally validated resting-state brain connectivity signature of pain-related learning
- Abstract:
- Pain can be conceptualized as a precision signal for reinforcement learning in the brain and alterations in these processes are a hallmark of chronic pain conditions. Investigating individual differences in pain-related learning therefore holds important clinical and translational relevance. Here, we developed and externally validated a novel resting-state brain connectivity-based predictive model of pain-related learning. The pre-registered external validation indicates that the proposed model explains 8-12% of the inter-individual variance in pain-related learning. Model predictions are driven by connections of the amygdala, posterior insula, sensorimotor, frontoparietal, and cerebellar regions, outlining a network commonly described in aversive learning and pain. We propose the resulting model as a robust and highly accessible biomarker candidate for clinical and translational pain research, with promising implications for personalized treatment approaches and with a high potential to advance our understanding of the neural mechanisms of pain-related learning.
- Publication status:
- Published
- Peer review status:
- Peer reviewed
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- Publisher copy:
- 10.1038/s42003-024-06574-y
Authors
- Publisher:
- Nature Research
- Journal:
- Communications Biology More from this journal
- Volume:
- 7
- Issue:
- 1
- Article number:
- 875
- Publication date:
- 2024-07-17
- Acceptance date:
- 2024-07-10
- DOI:
- EISSN:
-
2399-3642
- ISSN:
-
2399-3642
- Language:
-
English
- Pubs id:
-
2017242
- Local pid:
-
pubs:2017242
- Source identifiers:
-
2120574
- Deposit date:
-
2024-07-18
- ARK identifier:
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Terms of use
- Copyright date:
- 2024
- Licence:
- CC Attribution (CC BY)
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