Evidence map›Paper›PMID 36718651›Full record

ArticleOrthopaedic surgery2023

Establishment and Verification of a Predictive Nomogram for New Vertebral Compression Fracture Occurring after Bone Cement Injection in Middle-Aged and Elderly Patients with Vertebral Compression Fracture.

Wenxin Gao, Yungang Chen, Xiaoying Wang, Guoyan Liu, Kaiying Cui, Jinxing Guo, Jianhu Zheng, Yanke Hao

Open access · goldAbstract read
In one paragraph

Article in Orthopaedic surgery, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 14 papers, 5 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
14citing papers in PubMed, 5 pooled it
5.4field-weighted citation impact, top 4% of its field
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

14 citing papers in PubMed, 5 syntheses or guidelines pooled it, 17 citations in OpenAlex.

  1. Pooled it
  2. Risk factors for new vertebral fracture after percutaneous vertebroplasty or kyphoplasty for osteoporotic vertebral compression fractures (OVCFs): an updated systematic review and meta-analysis.European spine journal : official publication of the European Spine Society, the European Spinal Deformity Society, and the European Section of the Cervical Spine Research Society · 2025
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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 at 3 institutions in 1 country.

Wenxin GaoShandong University of Traditional Chinese Medicine, Jinan, China.ORCID https://orcid.org/0000-0001-8343-520X
Yungang ChenShandong University of Traditional Chinese Medicine, Jinan, China.
Xiaoying WangJinan Vocational College of Nursings, Jinan, China.
Guoyan LiuShandong University of Traditional Chinese Medicine Affiliated Hospital, Jinan, China.
Kaiying CuiShandong University of Traditional Chinese Medicine Affiliated Hospital, Jinan, China.
Jinxing GuoShandong University of Traditional Chinese Medicine, Jinan, China.
Jianhu ZhengShandong University of Traditional Chinese Medicine, Jinan, China.
Yanke HaoShandong University of Traditional Chinese Medicine Affiliated Hospital, Jinan, China.
Shandong University of Traditional Chinese Medicine · CNAffiliated Hospital of Shandong University of Traditional Chinese Medicine · CNJinan Maternity And Care Hospital · CN

Funding

Jinan Science and Technology Plan 201805082Shandong Provincial Natural Science Foundation ZR2021MH254
6 · The paper itself

Abstract

objectiveNew vertebral compression fracture (NVCF) occurring after bone cement injection in middle-aged and elderly patients with vertebral compression fracture is very common. Preoperative baseline characteristics and surgical treatment parameters have been widely studied as a risk factor, but the importance of the patients' laboratory indicators has not been thoroughly explored. We aimed to explore the relationship between laboratory indicators and NVCF, and attempt to construct a clinical prediction model of NVCF together with other risk factors.

methodsRetrospective analysis was performed for 200 patients who underwent bone cement injection (percutaneous kyphoplasty or vertebroplasty) for vertebral compression fractures between January 2019 and January 2020. We consulted the relevant literature and collated the factors affecting the occurrence of NVCF. Feature selection of patients with NVCF was optimized using the least absolute shrinkage and selection operator regression model, which was used to conduct multivariable logistic regression analysis, to create a predictive model incorporating the selected features. The discrimination, calibration, and clinical feasibility of the predictive model were assessed using the concordance index (C-index), calibration plots, and decision curve analysis. Internal validation was performed using Bootstrap resampling verification.

resultsTime from injury to surgery exceeding 7 days, low osteocalcin levels, elevated homocysteine levels, osteoporosis, mode of operation (percutaneous vertebroplasty), lack of postoperative anti-osteoporosis treatment, and poor diffusion of bone cement were independent risk factors for NVCF in middle-aged and elderly patients with vertebral compression fracture after bone cement injection. The C-index of the nomogram constructed using these seven factors was 0.895, indicating good discriminatory ability. The calibration plot showed that the model was well calibrated. Bootstrap resampling verification yielded a significant C-index of 0.866. Decision curve analysis demonstrated that the greatest clinical net benefit for predicting NVCF after bone cement injection could be achieved with a threshold of 1%-91%.

conclusionThis nomogram can effectively predict NVCF incidence after bone cement injection in middle-aged and elderly patients with vertebral compression fracture, thus aiding clinical decision-making and postoperative management, promoting effective postoperative rehabilitation, and improving the quality of life.

Indexed as

Fractures, CompressionKyphoplastyOsteoporotic FracturesSpinal FracturesVertebroplastyAgedBone CementsHumansMiddle AgedModels, StatisticalNomogramsPrognosisQuality of LifeRetrospective StudiesTreatment OutcomeBone CementsCompression FracturesNew Vertebral Compression FracturesNomogramPercutaneous KyphoplastyPercutaneous VertebroplastyRisk Factors

Identifiers

PMID36718651
PMCPMC10102309
OpenAlexW4318671081

What OpenQuestion holds

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LicenceCC BY
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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.