ReviewLa Radiologia medica2025
Emerging MRI-based spine scoring techniques targeting bone quality to assess osteoporosis, vertebral fracture risk, other spinal degenerative diseases, and post-surgical outcomes.
Review in La Radiologia medica, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
7 citing papers in PubMed.
- Diagnostic performance of the vertebral bone quality score for osteoporosis is minimally influenced by lipid parameters in lumbar fusion patients: a retrospective study.Asian spine journal · 2026Article
- Intraoperative C-arm CBCT versus early postoperative MRI for the assessment of fracture reduction and osteosynthesis material positioning in cranio-maxillofacial trauma surgery.Oral and maxillofacial surgery · 2026Observational
- Beyond SINS: A Critical Review of Biomechanical, Microstructural, and Radiomic Biomarkers for Predicting Fracture Risk in Spinal Metastases.Diagnostics (Basel, Switzerland) · 2026Review
- Application of a YOLOv8-based model on lateral lumbar radiographs for screening of acute and chronic thoracolumbar fractures and osteoporosis.BMC musculoskeletal disorders · 2026Article
- Comparative evaluation of MRI-based bone-targeted sequences and computed tomography for preoperative assessment of midfacial trauma.Scientific reports · 2026Article
- Sequence-specific radiomics for diagnosis of spinal bone loss.Frontiers in endocrinology · 2026Article
- Identification of clinical predictors for functional recovery in patients with thoracolumbar fractures and incomplete spinal cord injury: an internally validated prediction model.Frontiers in neurologyArticle
Corrections and comments
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Authors and funding
2 authors.
Funding
Abstract
Osteoporosis is a metabolic skeletal disease defined by reduced bone mass and a higher risk of vertebral fractures. Due to the increasing elderly population worldwide, it is considered a major healthcare challenge for now and the future. Magnetic resonance imaging (MRI), a non-radiation modality, is emerging as an opportunistic tool for assessing osteoporosis using T1-weighted images. While extensive research has been conducted in this area, a unified and comprehensive review encompassing current knowledge, methodologies, diagnostic efficacy, and prospective research direction is still needed. Hence, this review aimed to evaluate the role of emerging MRI scoring techniques for assessing osteoporosis, predicting vertebral fracture risks, evaluating other spinal degenerative diseases, and determining spine surgical outcomes. We highlighted the fundamentals of MRI scoring techniques and their types (anatomical regions, MRI sequences, and field strengths) and also provided an overview of their diagnostic performance in the clinical applications of osteoporosis, vertebral fractures, degenerative diseases, and bone quality, both pre- and postoperatively. The prediction of new fractures and surgical outcomes, i.e., pedicle screw loosening, proximal junction kyphosis, and cage subsidence, was also presented. Considering the pathophysiology of osteoporosis, this review revealed true representation by MRI scores in defining bone quality. Finally, we discussed factors that influence threshold scores, generalizability, reliability, correlations, and lastly, suggested future directions.
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Identifiers
40512361What OpenQuestion holds
Registered trials
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 OpenQuestion graph.