ArticleThe spine journal : official journal of the North American Spine Society2018
The qualitative grading of muscle fat infiltration in whiplash using fat and water magnetic resonance imaging.
Article in The spine journal : official journal of the North American Spine Society, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 20 papers.
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Who cites it
20 citing papers in PubMed, 26 citations in OpenAlex.
- Confirming the geography of fatty infiltration in the deep cervical extensor muscles in whiplash recovery.Scientific reports · 2020Trial
- Sarcopenia and the management of spinal disease in the elderly.GeroScience · 2025Review
- Intratissue percutaneous electrolysis and deep dry needling compared to a standard physiotherapy protocol in the treatment of whiplash syndrome: study protocol for a randomized controlled trial.Frontiers in rehabilitation sciences · 2025Article
- Muscle fat infiltration: a narrative review of the magnetic resonance (MR)-based evaluation methods and their clinical applications.Quantitative imaging in medicine and surgery · 2024Review
- Review
- A Retrospective Study of the Effect of Spinopelvic Parameters on Fatty Infiltration in Paraspinal Muscles in Patients With Lumbar Spondylolisthesis.Neurospine · 2024Article
- Biopsychosocial sequelae and recovery trajectories from whiplash injury following a motor vehicle collision.The spine journal : official journal of the North American Spine Society · 2023Article
- The association between morphological characteristics of paraspinal muscle and spinal disorders.Annals of medicine · 2023Review
- The Effects of Reconditioning Exercises Following Prolonged Bed Rest on Lumbopelvic Muscle Volume and Accumulation of Paraspinal Muscle Fat.Frontiers in physiology · 2022Article
- Article
- The nosological classification of whiplash-associated disorder: a narrative review.The Journal of the Canadian Chiropractic Association · 2021Article
- microRNA let-7i-5p mediates the relationship between muscle fat infiltration and neck pain disability following motor vehicle collision: a preliminary study.Scientific reports · 2021Article
- Whiplash-Associated Dysphagia: Considerations of Potential Incidence and Mechanisms.Dysphagia · 2020Article
- Brain Network Disruption in Whiplash.AJNR. American journal of neuroradiology · 2020Article
- Fat quantification of multifidus muscle using T2-weighted Dixon: which measurement methods are best suited for revealing the relationship between fat infiltration and herniated nucleus pulposus.Skeletal radiology · 2020Article
- Muscle fat infiltration following whiplash: A computed tomography and magnetic resonance imaging comparison.PloS one · 2020Article
- Deep Learning Convolutional Neural Networks for the Automatic Quantification of Muscle Fat Infiltration Following Whiplash Injury.Scientific reports · 2019Observational
- Are Magnetic Resonance Imaging Technologies Crucial to Our Understanding of Spinal Conditions?The Journal of orthopaedic and sports physical therapy · 2019Article
- Motor vehicle crash reconstruction: Does it relate to the heterogeneity of whiplash recovery?PloS one · 2019Article
- Towards defining muscular regions of interest from axial magnetic resonance imaging with anatomical cross-reference: part II - cervical spine musculature.BMC musculoskeletal disorders · 2018Article
Corrections and comments
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Authors and funding
7 authors at 2 institutions in 4 countries.
Funding
Abstract
background contextThe development of muscle fat infiltration (MFI) in the neck muscles is associated with poor functional recovery following whiplash injury. Custom software and time-consuming manual segmentation of magnetic resonance imaging (MRI) is required for quantitative analysis and presents as a barrier for clinical translation. PURPOSE: The purpose of this work was to establish a qualitative MRI measure for MFI and evaluate its ability to differentiate between individuals with severe whiplash-associated disorder (WAD), mild or moderate WAD, and healthy controls. STUDY DESIGN/
settingThis is a cross-sectional study. PATIENT SAMPLE: Thirty-one subjects with WAD and 31 age- and sex-matched controls were recruited from an ongoing randomized controlled trial. OUTCOME MEASURES: The cervical multifidus was visually identified and segmented into eighths in the axial fat/water images (C4-C7). Muscle fat infiltration was assessed on a visual scale: 0 for no or marginal MFI, 1 for light MFI, and 2 for distinct MFI. The participants with WAD were divided in two groups: mild or moderate and severe based on Neck Disability Index % scores.
methodsThe mean regional MFI was compared between the healthy controls and each of the WAD groups using the Mann-Whitney U test. Receiver operator characteristic (ROC) analyses were carried out to evaluate the validity of the qualitative method.
resultsTwenty (65%) patients had mild or moderate disability and 11 (35%) were considered severe. Inter- and intra-rater reliability was excellent when grading was averaged by level or when frequency of grade II was considered. Statistically significant differences (p<.05) in regional MFI were particularly notable between the severe WAD group and healthy controls. The ROC curve, based on detection of distinct MFI, showed an area-under-the curve of 0.768 (95% confidence interval 0.59-0.94) for discrimination of WAD participants.
conclusionsThese preliminary results suggest a qualitative MRI measure for MFI is reliable and valid, and may prove useful toward the classification of WAD in radiology practice.
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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.