AIMC Topic: Ligamentum Flavum

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Machine learning algorithms for prediction of cerebrospinal fluid leakage after posterior surgery for thoracic ossification of the ligamentum flavum.

Scientific reports Jul 3, 2025
To develop and validate a machine-learning (ML) model that pre-operatively predicts cerebrospinal-fluid leakage (CSFL) after posterior decompression for thoracic ossification of the ligamentum flavum (TOLF), and to elucidate the key risk factors driv...
Humans Machine Learning Algorithms Retrospective Studies Female Risk Factors Aged Male Middle Aged Postoperative Complications Thoracic Vertebrae Support Vector Machine Cerebrospinal Fluid Leak Decompression, Surgical Laminectomy Ligamentum Flavum Ossification, Heterotopic
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CDUNeXt: efficient ossification segmentation with large kernel and dual cross gate attention.

Scientific reports Dec 28, 2024
Ossification of the ligamentum flavum (OLF) is the main causative factor of spinal stenosis, but how to accurately and efficiently identify the ossification region is a clinical pain point and an urgent problem to be solved. Currently, we can only re...
Humans Algorithms Tomography, X-Ray Computed Deep Learning Image Processing, Computer-Assisted Osteogenesis Spinal Stenosis Ligamentum Flavum Ossification, Heterotopic
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Molecular basis of degenerative spinal disorders from a proteomic perspective (Review).

Molecular medicine reports Nov 12, 2019
Intervertebral disc degeneration (IDD) and ligamentum flavum hypertrophy (LFH) are major causes of degenerative spinal disorders. Comparative and proteomic analysis was used to identify differentially expressed proteins (DEPs) in IDD and LFH discs co...
Humans Proteomics Gene Expression Regulation Intervertebral Disc Degeneration Gene Ontology Ligamentum Flavum
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