Evidence map›Paper›PMID 42052375›Full record

ArticleFrontiers in surgery2026

Development and validation of a nomogram for predicting postoperative bone nonunion in spinal tuberculosis patients.

Wentao Zhao, Yongrui Yang, Wenkai Run, Jianlong Li, Rongpan Dang, Huigang An, Liang Xu, Yingxin Zhao, Hongdong Tan

Abstract read
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Article in Frontiers in surgery, 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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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

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Wentao ZhaoDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Yongrui YangDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Wenkai RunDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Jianlong LiDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Rongpan DangDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Huigang AnDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Liang XuDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Yingxin ZhaoDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.
Hongdong TanDepartment of Orthopedics, Public Health Clinical Center Affiliated to Shandong University, Jinan, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Postoperative bone nonunion is a critical complication following instrumented fusion for spinal tuberculosis. Preoperative prediction is essential for prevention. While clinical risk factors exist, current predictive tools lack validation in infected cohorts. Purpose: This study developed and validated a multivariate nomogram, provided an individualized preoperative estimate of nonunion risk in spinal tuberculosis patients, incorporating key clinical and radiological predictors to guide preventative strategies. Method: A retrospective cohort of 178 patients undergoing debridement and instrumented fusion for spinal tuberculosis (Shandong Public Health Clinical Center, January 2021-January 2024) was stratified by Bridwell classification into union ( Results: The training cohort of this study comprised 178 patients, of which 120 presented with union and 58 with nonunion. Five predictor variables were screened by LASSO regression and plotted as a nomogram, including ALB, CRP normalization days, Bone graft materials, Psoas abscess, Jumping lesions. The nomogram showed strong discrimination and solid calibration, AUC = 0.947 (95% confidence 0.915-0.978). The calibration curves of the diagnostic models showed the optimal concordance between the predicted results and the actual observations. The DCA indicated that the substantial clinical net benefit across threshold probabilities. Conclusion: The study successfully developed a precise and effective nomogram for identifying postoperative bone nonunion in spinal tuberculosis patients. This nomogram aids early detection and prevention in postoperative bone nonunion, improving clinical decisions and treatment optimization.

Indexed as

bone nonunionnomogramradiologyspinal tuberculosisspondylitis

Identifiers

PMID42052375
PMCPMC13111953

What Socratic 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 Socratic graph.