Cargando…

Machine learning-based clustering in cervical spondylotic myelopathy patients to identify heterogeneous clinical characteristics

BACKGROUND: Anterior cervical decompression and fusion can effectively treat cervical spondylotic myelopathy (CSM). Accurately classifying patients with CSM who have undergone anterior cervical decompression and fusion is the premise of precision medicine. In this study, we used machine learning alg...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhou, Chenxing, Huang, ShengSheng, Liang, Tuo, Jiang, Jie, Chen, Jiarui, Chen, Tianyou, Chen, Liyi, Sun, Xuhua, Zhu, Jichong, Wu, Shaofeng, Ye, Zhen, Guo, Hao, Chen, Wenkang, Liu, Chong, Zhan, Xinli
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Surgery
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9357891/ https://www.ncbi.nlm.nih.gov/pubmed/35959114 http://dx.doi.org/10.3389/fsurg.2022.935656

Ejemplares similares

Immune cell infiltration-related clinical diagnostic model for Ankylosing Spondylitis
por: Zhou, Chenxing, et al.
Publicado: (2022)

Multiple Spinal Tuberculosis with Severe Kyphosis: A Case Report
por: Chen, Liyi, et al.
Publicado: (2022)

Comparison of Clinical Data Between Patients With Complications and Without Complications After Spinal Tuberculosis Surgery: A Propensity Score Matching Analysis
por: Chen, Liyi, et al.
Publicado: (2022)

Dysregulation of SAA1, TUBA8 and Monocytes Are Key Factors in Ankylosing Spondylitis With Femoral Head Necrosis
por: Jiang, Jie, et al.
Publicado: (2022)

Upregulated of ANXA3, SORL1, and Neutrophils May Be Key Factors in the Progressionof Ankylosing Spondylitis
por: Jiang, Jie, et al.
Publicado: (2022)

Difference between the blood samples of patients with bone and joint tuberculosis and patients with tuberculosis studied using machine learning
por: Ye, Zhen, et al.
Publicado: (2023)

Finite Element Analysis of Spinal Cord Stress in a Single Segment Cervical Spondylotic Myelopathy
por: Yang, Shaofeng, et al.
Publicado: (2022)

Using Machine Learning to Predict Surgical Site Infection After Lumbar Spine Surgery
por: Chen, Tianyou, et al.
Publicado: (2023)

Epidemiological characteristics of ankylosing spondylitis in Guangxi Province of China from 2014 to 2021
por: Sun, Xuhua, et al.
Publicado: (2023)

MRI T2WI High Signal Is a Risk Factor for Perioperative Complications in Patients with Cervical Spondylosis with Spinal Cord Compression: A Propensity Matching Score Analysis
por: Huang, Shengsheng, et al.
Publicado: (2022)

Posterior hybrid surgery for atlantoaxial dislocation coexisting with multilevel cervical spondylotic myelopathy
por: Sun, Yan, et al.
Publicado: (2023)

Anterior cervical discectomy and fusion, open-door laminoplasty, or laminectomy with fusion: Which is the better treatment for four-level cervical spondylotic myelopathy?
por: Zhong, Huajian, et al.
Publicado: (2023)

Mechanism of COVID-19-Related Proteins in Spinal Tuberculosis: Immune Dysregulation
por: Chen, Liyi, et al.
Publicado: (2022)

Comparison of Laminoplasty vs. Laminectomy for Cervical Spondylotic Myelopathy: A Systematic Review and Meta-Analysis
por: Zhao, Huaguo, et al.
Publicado: (2022)

Treatment of three-level cervical spondylotic myelopathy using ACDF or a combination of ACDF and ACCF
por: Tian, Xiaoming, et al.
Publicado: (2022)

To infer the probability of cervical ossification of the posterior longitudinal ligament and explore its impact on cervical surgery
por: Zhu, Jichong, et al.
Publicado: (2023)

Development and Validation of a Machine Learning-Based Nomogram for Prediction of Ankylosing Spondylitis
por: Zhu, Jichong, et al.
Publicado: (2022)

A novel surgical technique for cervical laminoplasty in patients with multilevel cervical spondylotic myelopathy: A case report and literature review
por: Huang, Xinyi, et al.
Publicado: (2023)

Novel prognostic biomarkers, METTL14 and YTHDF2, associated with RNA methylation in Ewing’s sarcoma
por: Jiang, Jie, et al.
Publicado: (2022)

Identification of osteosarcoma m6A-related prognostic biomarkers using artificial intelligence: RBM15
por: Jiang, Jie, et al.
Publicado: (2023)

Proteomic analysis to identification of hypoxia related markers in spinal tuberculosis: a study based on weighted gene co-expression network analysis and machine learning
por: Wu, Shaofeng, et al.
Publicado: (2023)

Development and validation of a machine learning-based nomogram for predicting HLA-B27 expression
por: Zhu, Jichong, et al.
Publicado: (2023)

Application of machine learning in prediction of bone cement leakage during single-level thoracolumbar percutaneous vertebroplasty
por: Deng, Guobing, et al.
Publicado: (2023)

Anterior cervical discectomy and fusion for noncontiguous cervical spondylotic myelopathy
por: Qizhi, Sun, et al.
Publicado: (2016)

A Predictive Clinical-Radiomics Nomogram for Differentiating Tuberculous Spondylitis from Pyogenic Spondylitis Using CT and Clinical Risk Factors
por: Wu, Shaofeng, et al.
Publicado: (2022)

The discrepancy between preoperative cervical sagittal vertical axis and T1 slope predisposes inferior clinical outcomes in patients with cervical spondylotic myelopathy after cervical laminoplasty
por: Wang, Dong-Fan, et al.
Publicado: (2022)

The natural history of cervical spondylotic myelopathy.
por: Sadasivan, K. K., et al.
Publicado: (1993)

Gait Analysis in Cervical Spondylotic Myelopathy
por: Nishimura, Hirosuke, et al.
Publicado: (2015)

Ayurvedic management in cervical spondylotic myelopathy
por: Singh, Sarvesh Kumar, et al.
Publicado: (2017)

Headache in Patients with Cervical Spondylotic Myelopathy
por: Yabuki, Shoji, et al.
Publicado: (2020)

Cortical Reorganization Is Associated with Surgical Decompression of Cervical Spondylotic Myelopathy
por: Green, Andrew, et al.
Publicado: (2015)

Ultrastructural destruction of neurovascular unit in experimental cervical spondylotic myelopathy
por: Li, Guang-Sheng, et al.
Publicado: (2022)

Cervical alignment following laminoplasty for cervical spondylotic myelopathy
por: Sharma, Ravi, et al.
Publicado: (2019)

Pulmonary embolism following the third thoracic tuberculosis surgery: A case report and literature review
por: Chen, Liyi, et al.
Publicado: (2022)

Predicting Surgical Site Infection Risk after Spinal Tuberculosis Surgery: Development and Validation of a Nomogram
por: Chen, Liyi, et al.
Publicado: (2022)

Clinical and Radiological Outcomes of Two Modified Open-door Laminoplasties Based on a Novel Paraspinal Approach for Treatment of Multilevel Cervical Spondylotic Myelopathy
por: Guo, Qian, et al.
Publicado: (2022)

Imaging Modalities for Cervical Spondylotic Stenosis and Myelopathy
por: Green, C., et al.
Publicado: (2012)

Functional outcome of corpectomy in cervical spondylotic myelopathy
por: Williams, Kanishka E, et al.
Publicado: (2009)

Current Diagnosis and Management of Cervical Spondylotic Myelopathy
por: Bakhsheshian, Joshua, et al.
Publicado: (2017)

Microdiscectomy and Foraminotomy in Cervical Spondylotic Myelopathy and Radiculopathy
por: OKAZAKI, Toshiyuki, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_egdf5th88l9g6ug3u0v4qu3bva