Evidence map›Paper›PMID 42823686›Full record

ArticleBMC musculoskeletal disorders2026

Re-examining the pain-depression vicious cycle in knee osteoarthritis: a random-intercept cross-lagged panel analysis.

Yannick Bruns, Hendrik Fahlbusch

Abstract read
In one paragraph

Article in BMC musculoskeletal disorders, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

2 authors.

Yannick BrunsDepartment of Anesthesiology and Intensive Care Medicine, Pain Clinic, Hannover Medical School, Carl-Neuberg-Str. 1, Hannover, 30625, Germany. bruns.yannick@mh-hannover.de.
Hendrik FahlbuschDepartment of Orthopaedic and Trauma Surgery, Regio Kliniken, Fahltskamp 74, Pinneberg, 25421, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPain and depression frequently co-occur in knee osteoarthritis (OA), traditionally viewed as a vicious cycle in which each worsens the other over time. However, conventional cross-lagged models cannot separate stable differences between individuals from real year-to-year changes within a person. We therefore used a random-intercept cross-lagged panel model (RI-CLPM) in the Osteoarthritis Initiative (OAI).

methodsOf 4,796 enrolled OAI participants with, or at risk of, knee OA, 4,638 contributed data across four annual waves from months 12 to 48. The RI-CLPM was applied to knee pain (WOMAC scale, worse knee) and depressive symptoms (CES-D scale), using full-information maximum likelihood. We contrasted it with a traditional model (CLPM), replicated it in a later six-wave window (months 36 to 96), and tested moderation by sex, arthritis severity, baseline pain and baseline depression, alongside covariate-adjusted and sensitivity analyses. Sensitivity analyses used a cognitive-affective CES-D subscale excluding somatic items, alternative model constraints and an alternative standardisation.

resultsThe RI-CLPM fitted well and the between-person trait correlation was substantial (standardised r = 0.39, p < 0.001), whereas within-person cross-lagged paths were small and non-significant in both directions (pain to depression standardised beta = 0.019, 95% CI -0.010 to 0.048; depression to pain beta = 0.009, 95% CI -0.019 to 0.036). A classical CLPM on identical data showed significant reciprocal paths (both beta approximately 0.08) but fitted poorly; separating the random intercepts reduced the cross-lagged coefficients by roughly 77-89%. The pattern was reproduced in the second window, unchanged by covariates, and no moderator test survived correction for multiple testing. Using a cognitive-affective CES-D subscale reduced both cross-lagged paths further (0.014 and - 0.001) and the trait correlation to 0.34.

conclusionsIn knee OA, the link between pain and depression was mainly explained by stable differences between individuals. At annual intervals we found limited evidence for reciprocal within-person effects, which is not evidence that none exist; shorter-term dynamics were not estimable. Depressive symptoms should still be assessed, but the findings do not support an automatic year-to-year feedback loop, and do not show whether treating one symptom improves the other.

Indexed as

ArthralgiaDepressionOsteoarthritis, KneeAgedFemaleHumansLongitudinal StudiesMaleMiddle AgedPain MeasurementDepressionKneeLongitudinalOsteoarthritisOsteoarthritis InitiativePainRandom-intercept cross-lagged panel modelWithin-person

Identifiers

PMID42823686
PMCPMC13628889

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.