Evidence map›Paper›PMID 42112485›Full record

ArticleFrontiers in surgery2026

A decision tree model suggests a strong interaction effect between tumor size and a close surgical margin on the prognosis of limb salvage surgery in high-grade osteosarcoma.

Yingying Shi, Lan Wei, Qiyuan Bao, Junxiang Wen, Zhusheng Zhang, Zhuochao Liu, Qi Liu, Jie Chen, Xiaoqing Yang

Abstract read
In one paragraph

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

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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.

Yingying Shi *Department of Operating Room, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Lan Wei *Department of Operating Room, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China.
Qiyuan Bao *Department of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Junxiang WenDepartment of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Zhusheng ZhangDepartment of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Zhuochao LiuDepartment of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Qi LiuDepartment of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Jie ChenDepartment of Orthopedics, Shanghai Institute of Orthopedics and Traumatology, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.
Xiaoqing YangDepartment of Thoracic Surgery, Shanghai Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: The effect of a close surgical margin (CSM) due to the preservation of vital structures in limb salvage surgery (LSS) for high-grade osteosarcoma (OS) is still controversial. This article aimed to study the prognosis of LSS with a close peri-neurovascular margin (PNM). Methods: We retrospectively reviewed 196 cases that underwent LSS from January 2010 to December 2015 at our institution, of which 88 involved high-grade extremity osteosarcoma with a potential risk of an "inadequate" wide margin (<15 mm) according to the Enneking classification system. Data on surgical and tumor-related factors were collected together with the width of the PNM. Survival analysis and machine learning (ML) algorithms with cross-validation were used to construct the prognostic model for oncological outcomes after LSS. Results: PNM was associated with a higher local recurrence (LR) rate, while greater tumor size was a risk factor for metastasis and overall survival in the multivariate Cox regression model. Using ML algorithms, a decision tree (DT) model was constructed, indicating that a closer PNM was significantly correlated with higher LR-free survival only when the tumor size was less, but not greater, than 31.6% of the limb (with a significant interaction effect). Interestingly, a conventional survival analysis and receiver operating characteristic plot confirmed the robust interaction effect of PNM and tumor size on not only LR, but also metastasis and overall survival, with an even larger effect size than that of each factor alone. Conclusion: The prognostic effect of CSM in high-grade osteosarcoma is dependent on the tumor size. We found that a close PNM (< 2.4 mm) in LSS due to the preservation of critical structures is a risk factor for LR and survival in patients with small-sized osteosarcomas. For a large-sized tumor, the prognosis is unsatisfactory regardless of the state of the CSM. Further studies are needed to explore the mechanisms underlying such heterogeneity in LSS.

Indexed as

decision treelimb salvage surgeryosteosarcomaperi-neurovascular marginsurgical margin

Identifiers

PMID42112485
PMCPMC13153076

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