Radiomics-based machine learning model integrating preoperative vertebral computed tomography and clinical features to predict cage subsidence after single-level anterior cervical discectomy and fusion with a zero-profile anchored spacer

A pre-operative model integrating CT-based radiomic signatures with key clinical variables predicts cage subsidence after ACDF with good accuracy. This tool may facilitate individualized risk stratification and guide strategies-such as endplate protection, implant choice and bone-quality optimization-to mitigate subsidence risk. Multicentre prospective validation is warranted.

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Publication Details

Journal
Journal of Orthopaedic Surgery and Research
Published
2025-09-26
DOI
https://doi.org/10.1186/s13018-025-06286-x
Citations
1
Primary Topic
Spine and Intervertebral Disc Pathology
Type
article
Field-Weighted Citation Impact
1.47

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article

Radiomics-based machine learning model integrating preoperative vertebral computed tomography and clinical features to predict cage subsidence after single-level anterior cervical discectomy and fusion with a zero-profile anchored spacer

Ke Ma, Yan Liang, Haiying Liu, Bin Zheng et al.
1 citations
Journal of Orthopaedic Surgery and Research
Spine and Intervertebral Disc Pathology
1.47
article

Radiomics-based machine learning model integrating preoperative vertebral computed tomography and clinical features to predict cage subsidence after single-level anterior cervical discectomy and fusion with a zero-profile anchored spacer

Ke Ma, Yan Liang, Haiying Liu, Bin Zheng, Panfeng Yu, Zhenqi Zhu
article en
1 citations

Abstract

A pre-operative model integrating CT-based radiomic signatures with key clinical variables predicts cage subsidence after ACDF with good accuracy. This tool may facilitate individualized risk stratification and guide strategies-such as endplate protection, implant choice and bone-quality optimization-to mitigate subsidence risk. Multicentre prospective validation is warranted.

Journal of Orthopaedic Surgery and ResearchVol. 20(1)
Hebei North University (CN), Peking University (CN), Hospital of Hebei Province (CN), Peking University People's Hospital (CN)
Peking University, Peking University People's Hospital
Openalex Percentile: Top 15%
Spine and Intervertebral Disc Pathology
1.47
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