Evidence map›Paper›PMID 42410552›Full record

Observational studyBMC musculoskeletal disorders2026

Analysis of factors associated with persistent night pain after locking plate fixation of proximal humerus fractures and development of a prediction model.

Zhenhua Wu, Jun Yang, Fang Shao, Leigang Qiao, Kun Li, Haicheng Yang

Abstract readObservational Study
In one paragraph

Observational study 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.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Zhenhua WuOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China.
Jun YangOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China. fjyangjun@163.com.ORCID http://orcid.org/0009-0000-5157-0378
Fang ShaoOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China.
Leigang QiaoOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China.
Kun LiOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China.
Haicheng YangOrthopedics Department I, Fengjie County People's Hospital, No. 2, Kangning Street, Yufu Subdistrict, Fengjie County, Chongqing, 404600, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundProximal humerus fractures are common fragility fractures in older adults. Open reduction and locking plate internal fixation can restore fracture alignment and facilitate early rehabilitation; however, some patients still develop persistent night pain after surgery, potentially impairing sleep and tolerance of rehabilitation. This study aimed to analyze factors associated with persistent night pain 3 months after locking plate fixation for proximal humerus fractures and to construct a preliminary preoperative risk model and a complete risk stratification model after immediate postoperative radiographic assessment.

methodsThis single-center retrospective observational study included 331 patients with proximal humerus fractures who underwent open reduction and locking plate internal fixation at our hospital between January 1, 2021, and December 31, 2024, and had completed 3-month postoperative follow-up. The primary outcome was persistent night pain at 3 months after surgery. General clinical variables, fracture characteristics, preoperative radiographic parameters, surgical variables, immediate postoperative fixation quality, postoperative recovery, and complications were collected. Eight candidate predictors were prespecified before model development. Variable selection was performed using least absolute shrinkage and selection operator (LASSO) logistic regression with 10-fold cross-validation, and selected variables were refitted using conventional multivariable logistic regression. Model performance was evaluated using receiver operating characteristic (ROC) curves, the area under the curve (AUC), calibration curves, the Hosmer-Lemeshow test, the Brier score, decision curve analysis, 1,000 bootstrap resamples, and internal temporal split validation.

resultsAmong the 331 patients, 95 had persistent night pain at 3 months after surgery, corresponding to an incidence of 28.7%. Multivariable logistic regression showed that preinjury sleep disturbance or anxiety/depression, a lower deltoid tuberosity index (DTI), greater displacement of the greater tuberosity, preoperative loss of medial support, lack of effective postoperative medial support, and plate malposition were associated with persistent night pain. The complete model had an AUC of 0.814 (95% confidence interval [CI], 0.763-0.864), a bootstrap-corrected concordance index (C-index) of 0.801, a calibration intercept of -0.012, a calibration slope of 0.946, and a Brier score of 0.154. The preoperative model had an AUC of 0.768 (95% CI, 0.710-0.825). Internal temporal split validation demonstrated stable discrimination and prediction error; in sensitivity analyses excluding major complications, using a stricter alternative outcome, and applying multiple imputation, the effect directions of the principal predictors were consistent with those in the complete-case analysis.

conclusionsPersistent night pain 3 months after locking plate fixation of proximal humerus fractures is not uncommon. Preinjury sleep disturbance or anxiety/depression, lower DTI, greater-tuberosity displacement, medial support loss, inadequate postoperative medial support reconstruction, and plate malposition were associated with this outcome. The preoperative model may provide preliminary preoperative risk information. The complete model should be applied after immediate postoperative radiographic assessment and may help identify patients at increased risk of persistent night pain and inform targeted postoperative management. Clinical application still requires prospective, multicenter external validation.

Indexed as

Bone PlatesFracture Fixation, InternalPostoperative PainShoulder FracturesAgedAged, 80 and overFemaleHumansMaleMiddle AgedOpen Fracture ReductionRetrospective StudiesRisk FactorsAssociated factorsLocking plateNight painPrediction modelProximal humerus fracture

Identifiers

PMID42410552
PMCPMC13625430

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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.