Evidence map›Paper›PMID 40855159›Full record

ArticleScientific reports2025

Development and validation of a prediction model for new vertebral fracture after percutaneous kyphoplasty.

Aiqi Zhang, Yizheng Feng, Xu Xie, Jianxin Shen, Mingxiang Kong

Abstract readValidation Study
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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

5 authors.

Aiqi ZhangLin Hai Second People's Hospital, Taizhou, Zhejiang, China.
Yizheng FengLin Hai Second People's Hospital, Taizhou, Zhejiang, China.
Xu XieLin Hai Second People's Hospital, Taizhou, Zhejiang, China.
Jianxin ShenLin Hai Second People's Hospital, Taizhou, Zhejiang, China.
Mingxiang KongCenter for Rehabilitation Medicine, Department of Orthopedics, Zhejiang Provincial People's Hospital, Hangzhou, Zhejiang, China. kongmingxiang@hmc.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Percutaneous kyphoplasty (PKP) is one of the primary treatment options for osteoporotic vertebral compression fractures (OVCF). New vertebral compression fractures (NVCF) are common complications following PKP. This study aims to identify risk factors associated with NVCF after PKP and to develop a simple and user-friendly predictive model to assist clinicians in decision-making. A retrospective cohort study was conducted, analyzing clinical data from 340 patients with single-segment OVCF who underwent PKP at our institution between January 2020 and December 2022. We collected general clinical data and imaging findings from patients who underwent PKP at our institution. Lasso regression was employed to identify risk factors for NVCF after PKP, and the selected variables were further analyzed using an unrestricted cubic spline function. Finally, a predictive model was established using multivariate logistic regression analysis. The variables selected by Lasso regression included pre-op AVH (OR = 0.853) and vertebral height restoration rate (OR = 4.318). Restricted cubic spline function analysis demonstrated that patients with a pre-op AVH of less than 19.2 mm had a significantly increased risk of NVCF after PKP. Pre-op AVH and anterior vertebral height restoration rate are independent risk factors for NVCF after PKP. The predictive model constructed based on these two independent risk factors can effectively assess the risk of NVCF in elderly patients with OVCF undergoing PKP, providing valuable guidance for clinical decision-making.

Indexed as

Fractures, CompressionKyphoplastyOsteoporotic FracturesSpinal FracturesAgedAged, 80 and overFemaleHumansMaleMiddle AgedRetrospective StudiesRisk FactorsBack painNew vertebral compression fracturesNomogramOsteoporosis vertebral compression fracturePercutaneous kyphoplasty

Identifiers

PMID40855159
PMCPMC12379128

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Registered trials

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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.