Evidence map›Paper›PMID 40762543›Full record

ArticleMedicine2025

A prediction model for persistent postoperative frailty in older patients undergoing elective orthopedic surgery.

Guanghan Gao, Zitian Zheng, Zichen Ye, Fei Wang, Yaonan Zhang, Lei Shi, Lin Wang, Qingyun Xue

Abstract read
In one paragraph

Article in Medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

8 authors.

Guanghan GaoBeijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing, P.R. China.ORCID 0000-0002-6662-5463
Zitian ZhengDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.
Zichen YeDepartment of Epidemiology and Health Statistics, School of Public Health, Capital Medical University, Beijing, P.R. China.
Fei WangDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.
Yaonan ZhangDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.
Lei ShiDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.
Lin WangDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.
Qingyun XueDepartment of Orthopedics, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, P.R. China.

Funding

Non-profit Central Research Institute Fund of Beijing Hospital, National High Level Hospital Clinical Research Funding BJ-2018-088
6 · The paper itself

Abstract

Frailty is a medical syndrome with multiple causes and contributors that is characterized by diminished strength, endurance, and reduced physiologic function. It is highly prevalent among older orthopedic patients and significantly increases the risk of surgery and postoperative complications. Therefore, preoperative identification of high-risk groups for postoperative frailty is crucial for optimizing clinical decision making. This study aimed to explore the predictors of persistent postoperative frailty in older patients undergoing elective orthopedic surgery. Patients aged > 65 years who underwent elective orthopedic surgery between January 2020 and January 2022 were included in this single-center retrospective cohort study. Baseline characteristics, clinical data, laboratory findings, and frailty assessments were recorded. Persistent postoperative frailty was defined as a FRAILTY score >2 at the 3-, 6-, and 12-month follow-ups. Patients were randomly divided into training and validation cohorts at a ratio of 7:3 using stratified sampling. Least absolute shrinkage and selection operator and logistic regression were used for variable screening and analysis. A nomogram was constructed to visualize the predicted model. Receiver operating characteristic curves and area under the curve (AUC) values were used to assess the diagnostic accuracy. Calibration curves were performed to evaluate the calibration. A decision curve analysis was used to evaluate the clinical utility. Grip strength, gait speed, systemic immune-inflammation index, and the systemic inflammatory response index were identified as the significant predictors. The corresponding odds ratios were 2.467, 1.214, 1.809, and 1.743, respectively. A nomogram was used to visualize the logistic model, which achieved an AUC value of 0.772 (with a sensitivity of 77.9% and specificity of 64.3%) in the training cohort and an AUC value of 0.788 (with a sensitivity of 86.1% and specificity of 82.2%) in the validation cohort. Calibration curves indicating the acceptable agreements between the nomogram-predicted probability and the actual probability of persistent postoperative frailty. The decision curve analysis curves showed that the prediction model consistently outperformed the "treat-all" and "treat-none" strategies. The prediction model incorporating grip strength, gait speed, systemic immune-inflammation index, and systemic inflammatory response index enables early perioperative identification of older patients undergoing elective orthopedic surgery who are at high risk for developing persistent postoperative frailty.

Indexed as

Elective Surgical ProceduresFrailtyOrthopedic ProceduresPostoperative ComplicationsAgedAged, 80 and overFemaleGeriatric AssessmentHand StrengthHumansMaleNomogramsRetrospective StudiesRisk AssessmentRisk FactorsROC Curvefrailtyorthopedicpredictionsurgery

Identifiers

PMID40762543
PMCPMC12323971

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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.