HIP ARTHROPLASTY ALTERS THE FUNCTIONAL CONNECTIONS OF THE BRAIN'S PAIN PROCESSING REGIONS
Bibliographic record
Abstract
Hip osteoarthritis (OA) is characterized by chronic pain, which is seldom matched by radiological findings. Using brain MRI, we recently demonstrated that functional connections of the brain's pain processing regions [e.g., secondary somatosensory cortex (S2), posterior insula] are altered in hip OA patients, and the connections of several regions [e.g., thalamus, periaqueductal grey matter (PAG)] are modulated by pain-eliciting activity. In other chronic pain conditions, pain processing in the brain remains altered even when pain is alleviated. Although hip replacement surgery has a high success rate, it is unknown if the brain's pain processing networks are normalized, which could have implications for the clinical management of recurring pain. Resting-state fMRI was performed on 14 hip OA patients (43–72 years of age; 9 males), before and after (>18 months) hip replacement surgery. Patients underwent two fMRI scans per session, before and after stair climbing to elicit acute pain. Pain was assessed using a 10-pt visual analog scale. Data were analyzed using a region-of-interest (ROI) approach, whereby the average temporal signal from S2, PAG, thalamus and posterior insula were determined for each patient, and Pearson's temporal cross-correlation coefficient (r) was considered as the strength of functional connection (i.e., connectivity) between each possible pair of ROIs. A repeated-measures analysis of covariance was performed on the Fisher-transformed r values, with SURGERY (pre, post), STAIRS (before, after) and the interaction between SURGERY and STAIRS (i.e., if surgery impacted the change in functional connectivity evoked by stair climbing) as within-subject factors, SEX (male, female) as a between-subjects factor, and presurgical pain score as a covariate. The median presurgical pain score was 4.5, with a median increase of 2 after stair climbing. The median postsurgical pain score was 0, with a median increase of 1 after stair climbing. SURGERY significantly increased connectivity between S2 and posterior insula [F(1,11) = 5.95; p = 0.033], and higher presurgical pain scores were associated with a greater connectivity increase [F(1,11) = 5.48; p = 0.039]. The interaction between SURGERY and STAIRS was significant for connectivity between a) S2 and PAG [F(1,11) = 5.09; p = 0.045] (STAIRS decreased connectivity presurgically, but increased connectivity postsurgically); b) S2 and thalamus [F(1,11) = 14.10; p = 0.003] (STAIRS decreased connectivity presurgically, but did not alter connectivity postsurgically); and c) posterior insula and thalamus [F(1,11) = 15.41; p = 0.002] (STAIRS did not alter connectivity presurgically, but increased connectivity postsurgically). Hip replacement surgery significantly changes the functional connections between brain regions that process pain and how they respond to pain provoking stimuli. Further studies are planned to include healthy control participants, to determine if hip replacement normalizes pain processing in the brain. A chronically altered pain processing network could have clinical implications for postsurgical pain management.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".