Evidence map›Paper›PMID 41686588›Full record

ArticleMedicine2026

Development and validation of a nomogram for predicting the risk of preoperative deep vein thrombosis in patients with Pilon fractures: A retrospective cohort study.

Yongxuan Kang, Yang Zhang, Kai Kang, Tong Li, Xuebin Zhang, Chenni Ji

Abstract readValidation Study
In one paragraph

Article in Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Yongxuan KangDepartment of Orthopedic Surgery, The Third Hospital of Hebei Medical University, Shijiazhuang, Hebei, People's Republic of China.
Yang Zhang
Kai Kang
Tong Li
Xuebin Zhang

Funding

Hebei Province Medical Science Research Project Plan 20241236
6 · The paper itself

Abstract

This study aimed to identify risk factors for preoperative deep vein thrombosis (DVT) in Pilon fracture patients and develop a nomogram model. This study retrospectively analyzed hospitalized patients with Pilon fractures from January 2017 to December 2022 in a tertiary referral and university-affiliated hospital. Multivariate logistic regression analysis was used to identify risk factors for preoperative DVT, and a nomogram model was developed. Besides internal validation, patient data from January 2023 to December 2024 served as an external validation set to assess the model's performance. A total of 1994 eligible patients were included, with 1432 in the training set and the others in the validation set. Multivariate analysis revealed 6 independent factors associated with preoperative DVT in patients with Pilon fractures. Risk factors (odds ratio [OR] > 1) included age >60 years (OR = 1.77, 95% confidence interval [CI]: 1.02-3.08, P = .044), delay from injury to duplex ultrasonography (days) (OR = 1.19, 95% CI: 1.13-1.26, P < .001), neutrophil-to-lymphocyte ratio > 3.17 (OR = 5.19, 95% CI: 2.70-9.98, P < .001), fasting blood glucose > 6.1 mmol/L (OR = 2.31, 95% CI: 1.08-4.95, P = .031), and D-dimer > 1.34 mg/L (OR = 3.96, 95% CI: 1.81-8.66, P = .001). Albumin was identified as a protective factor (OR = 0.87, 95% CI: 0.83-0.92, P < .001), indicating that low albumin levels correlate with increased DVT risk. The concordance index and Brier score of the nomogram were 0.829 and 0.033 in the training set, and the corrected values after internal validation were 0.796 and 0.035, respectively. The receiver operating characteristic curve, the calibration curve, the Hosmer-Lemeshow test, and the decision curve analysis performed well in both the training and validation cohorts. This study developed a personalized nomogram model with 6 predictors, which allows surgeons to stratify the risk of preoperative DVT in patients with Pilon fractures.

Indexed as

NomogramsTibial FracturesVenous ThrombosisAdultAgedFemaleHumansMaleMiddle AgedPreoperative PeriodRetrospective StudiesRisk Factorsdeep vein thrombosisincidencenomogramPilon fracturesrisk factors

Identifiers

PMID41686588
PMCPMC12908773

What Socratic holds

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LicenceCC BY
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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 Socratic graph.