Abstract
BACKGROUND CONTEXT
PURPOSE
STUDY DESIGN/SETTING
PATIENT SAMPLES
PRIMARY OUTCOME MEASURE
METHODS
RESULTS
CONCLUSIONS
Trial Registration
Keywords
Purchase one-time access:
Academic & Personal: 24 hour online accessCorporate R&D Professionals: 24 hour online accessOne-time access price info
- For academic or personal research use, select 'Academic and Personal'
- For corporate R&D use, select 'Corporate R&D Professionals'
Subscribe:
Subscribe to The Spine JournalReferences
- Incidence and total lifetime costs of motor vehicle-related fatal and nonfatal injury by road user type, United States, 2005.Traffic Inj Prev. 2010; 11: 353-360https://doi.org/10.1080/15389588.2010.486429
- The course and factors associated with recovery of whiplash associated disorders: an updated systematic review by the Ontario protocol for traffic injury management (OPTIMa) collaboration.Eur J Physio. 2021; 23: 279-294https://doi.org/10.1080/21679169.2020.1736150
- Course and prognostic factors for neck pain in whiplash-associated disorders (WAD): results of the Bone and Joint Decade 2000-2010 Task Force on Neck Pain and Its Associated Disorders.J Manipulative Physiol Ther. 2009; 32: S97-S107
- Risk factors for persistent problems following acute whiplash injury: update of a systematic review and meta-analysis.J Orthop Sports Phys Ther. 2013; 43: 31-43https://doi.org/10.2519/jospt.2013.4507
- The fear-avoidance model of musculoskeletal pain: current state of scientific evidence.J Behav Med. 2007; 30: 77-94https://doi.org/10.1007/s10865-006-9085-0
- Fear-avoidance model of chronic musculoskeletal pain: 12 years on.Pain. 2012; 153: 1144-1147https://doi.org/10.1016/j.pain.2011.12.009
- Fear-avoidance and its consequences in chronic musculoskeletal pain: a state of the art.Pain. 2000; 85: 317-332
- An integrated model of chronic whiplash-associated disorder.J Orthop Sports Phys Ther. 2017; 47: 462-471https://doi.org/10.2519/jospt.2017.7455
- Variability in vehicle and dummy responses in rear-end collisions.Traffic Inj Prev. 2005; 6: 267-277https://doi.org/10.1080/15389580590969427
- Head/neck kinematic response of human subjects in low-speed rear-end collisions (973341).in: Proc 41st Stapp Car Crash Conference (P-315), Warrendale, PA Society of Automotive Engineers, 1997: 357-385
- Motor vehicle crash reconstruction: does it relate to the heterogeneity of whiplash recovery?.PLoS One. 2019; 14e0225686https://doi.org/10.1371/journal.pone.0225686
- Muscle fat infiltration following whiplash: a computed tomography and magnetic resonance imaging comparison.PLoS One. 2020; 15e0234061https://doi.org/10.1371/journal.pone.0234061
- Does overall cervical spine pathology relate to the clinical heterogeneity of chronic whiplash?.Am J Emerg Med. 2020; 38: 869-873https://doi.org/10.1016/j.ajem.2019.06.052
- The qualitative grading of muscle fat infiltration in whiplash using fat and water magnetic resonance imaging.Spine J. 2018; 18: 717-725
- The geography of fatty infiltrates within the cervical multifidus and semispinalis cervicis in individuals with chronic whiplash-associated disorders.J Orthop Sports Phys Ther. 2015; 45: 281-288
- Confirming the geography of fatty infiltration in the deep cervical extensor muscles in whiplash recovery.Sci Rep. 2020; 10: 11471https://doi.org/10.1038/s41598-020-68452-x
- An investigation of fat infiltration of the multifidus muscle in patients with severe neck symptoms associated with chronic whiplash-associated disorder.J Orthop Sports Phys Ther. 2016; 46: 886-893https://doi.org/10.2519/jospt.2016.6553
- The temporal development of fatty infiltrates in the neck muscles following whiplash injury: an association with pain and posttraumatic stress.PLoS One. 2011; 6: e21194https://doi.org/10.1371/journal.pone.0021194
- The rapid and progressive degeneration of the cervical multifidus in whiplash: An MRI study of fatty infiltration.Spine (Phila Pa 1976). 2015; 40: E694-E700https://doi.org/10.1097/BRS.0000000000000891
- Fatty infiltrate in the cervical extensor muscles is not a feature of chronic, insidious-onset neck pain.Clin Radiol. 2008; 63: 681-687
- Brain network disruption in whiplash.AJNR Am J Neuroradiol. 2020; 41: 994-1000
- Potential associations between chronic whiplash and incomplete spinal cord injury.Spinal Cord Ser Cases. 2015; 1: 15024
- Macromolecular changes in spinal cord white matter characterize whiplash outcome at 1-year post motor vehicle collision.Sci Rep. 2020; 10: 22221
- Mechanisms underlying chronic whiplash: contributions from an incomplete spinal cord injury?.Pain Med. 2014; 15: 1938-1944https://doi.org/10.1111/pme.12518
- Scientific monograph of quebec task force on whiplash associated disorders: redefining "Whiplash "and its management.Spine. 1995; 20: 1-73
- The neck disability index: a study of reliability and validity.J Manipulative Physiol Ther. 1991; 14: 409-415
- A systematic review and synthesis of psychometric properties of the numeric pain rating scale and the visual analog scale for use in eople with neck pain.Clin J Pain. 2021; 38: 132-148https://doi.org/10.1097/AJP.0000000000000999
- Pain-related fear is more disabling than pain itself: evidence on the role of pain-related fear in chronic back pain disability.Pain. 1999; 80: 329-339
- A higher-order analysis supports use of the 11-item version of the tampa scale for kinesiophobia in people with neck pain.PTJ. 2013; 93: 60-68https://doi.org/10.2522/ptj.20120255
- Impact of Event Scale: a measure of subjective stress.Psychosom Med. 1979; 41: 209-218
- The effect of major railway accidents on the psychological health of train drivers.J Psychosom Res. 1993; 37: 807-817
- Spinal cord injury and mental health.Aust N Z J Psychiatry. 2008; 42: 309-314
- The traumatic injuries distress scale: a new tool that quantifies distress and has predictive validity with patient-reported outcomes.J Orthop Sports Phys Ther. 2016; 46: 920-928https://doi.org/10.2519/jospt.2016.6594
- Identification of clinically-useful cut scores of the Traumatic Injuries Distress Scale (TIDS) for predicting rate of recovery following musculoskeletal trauma.PLoS One. 2021; 16e0248745https://doi.org/10.1371/journal.pone.0248745
- Muscle-fat MRI: 1.5 Tesla and 3.0 Tesla versus histology.Muscle Nerve. 2014; 50: 170-176https://doi.org/10.1002/mus.24255
- Ambulatory function in motor incomplete spinal cord injury: a magnetic resonance imaging study of spinal cord edema and lower extremity muscle morphometry.Spinal Cord. 2017; 55: 672-678https://doi.org/10.1038/sc.2017.18
- Lateral corticospinal tract damage correlates with motor output in incomplete spinal cord injury.Arch Phys Med Rehabil. 2018; 99: 660-666https://doi.org/10.1016/j.apmr.2017.10.002
- Spinal and supraspinal factors in human muscle fatigue.Physiol Rev. 2001; 81: 1725-1789https://doi.org/10.1152/physrev.2001.81.4.1725
- Rate of lumbar paravertebral muscle fat infiltration versus spinal degeneration in asymptomatic populations: an age-aggregated cross-sectional simulation study.Scoliosis Spinal Disord. 2016; 11: 21https://doi.org/10.1186/s13013-016-0080-0
- Age- and level-dependence of fatty infiltration in lumbar paravertebral muscles of healthy volunteers.AJNR Am J Neuroradiol. 2016; 37: 742-748https://doi.org/10.3174/ajnr.A4596
- External validation of a clinical prediction rule to predict full recovery and ongoing moderate/severe disability following acute whiplash injury.J Orthop Sports Phys Ther. 2015; 45: 242-250https://doi.org/10.2519/jospt.2015.5642
- Fatty infiltration in the cervical extensor muscles in persistent whiplash-associated disorders: a magnetic resonance imaging analysis.Spine. 2006; 31: E847-E855
- Pre-collision medical diagnoses predict chronic neck pain following acute whiplash-trauma.Clin J Pain. 2018; 35: 304-314https://doi.org/10.1097/AJP.0000000000000683
- Intramuscular fat is present in cervical multifidus but not soleus in patients with chronic whiplash associated disorders.PLoS One. 2018; 13 (eCollection 2018)e0197438https://doi.org/10.1371/journal.pone.0197438
- The relation between local and distal muscle fat infiltration in chronic whiplash using magnetic resonance imaging.PLoS One. 2019; 14e0226037https://doi.org/10.1371/journal.pone.0226037
- Spinal cord injury is not a feature of chronic whiplash-associated disorder: a magnetic resonance spectroscopy study.Eur Spine J. 2020; 29: 1212-1218
- Whiplash injury or concussion? A possible biomechanical explanation for concussion symptoms in some individuals following a rear-end collision.JOSPT. 2016; 46: 874-885https://doi.org/10.2519/jospt.2016.7049
- Concussion in combination with whiplash-associated disorder may be missed in primary care: key recommendations for assessment and management.JOSPT. 2019; 49: 819-828https://doi.org/10.2519/jospt.2019.8946
- Ethnic differences in fat and muscle mass and their implication for interpretation of bioelectrical impedance vector analysis.Appl Physiol Nutr Metab. 2019; 44: 619-626https://doi.org/10.1139/apnm-2018-0276
- Integrating the gut microbiome and stress-diathesis to explore post-trauma recovery: an updated model.Pathogens. 2022; 11: 716https://doi.org/10.3390/pathogens11070716
- Predicting chronic low-back pain based on pain trajectories in patients in an occupational setting: an exploratory analysis.Scand J Work Environ Health. 2016; 42: 520-527https://doi.org/10.5271/sjweh.3584
- Trajectories of acute low back pain: a latent class growth analysis.Pain. 2016; 157: 225-234https://doi.org/10.1097/j.pain.0000000000000351
- Prevalence and predictors of poor recovery from mild traumatic brain injury.J Neurotrauma. 2015; 32: 1488-1496https://doi.org/10.1089/neu.2014.3555
- Elliott JM,et al. Defining pain and interference recovery trajectories after acute non-catastrophic musculoskeletal trauma through growth mixture modeling.BMC Musculoskeletal Disorders. 2020; 21: 615https://doi.org/10.1186/s12891-020-03621-7
- Effects of childhood trauma on pain-related distress in adults.Eur J Pain. 2021; 25: 2166-2176https://doi.org/10.1002/ejp.1830
- A new clinical model for facilitating the development of pattern recognition skills in clinical pain assessment.Musculoskelet Sci Pract. 2018; 36: 17-24https://doi.org/10.1016/j.msksp.2018.03.006
- The AURORA Study: a longitudinal, multimodal library of brain biology and function after traumatic stress exposure.Mol Psychiatry. 2020; 25: 283-296https://doi.org/10.1038/s41380-019-0581-3
- Research priorities in the field of posttraumatic pain and disability: results of a transdisciplinary consensus-generating workshop.Pain Res Manag. 2016; 20161859434https://doi.org/10.1155/2016/1859434
- Early-life adversity and physical and emotional health across the lifespan: a neuro-immune network hypothesis.Biol Psychiatry. 2016; 80: 23-32
- Delayed recovery in patients with whiplash-associated disorders.Injury. 2012; 43: 1141-1147
- Are MRI technologies crucial to our understanding of spinal conditions?.J Orthop Sports Phys Ther. 2019; 49: 320-329
- Advancing imaging technologies for patients with spinal pain: with a focus on whiplash injury.Spine J. 2018; 18: 1489-1497https://doi.org/10.1016/j.spinee.2017.06.015
- Deep learning convolutional neural networks to quantify muscle fat infiltration following whiplash injury.Sci Rep. 2019; 97973https://doi.org/10.1038/s41598-019-44416-8
- Multi-muscle deep learning segmentation to automate the quantification of muscle fat infiltration in cervical spine conditions.Sci Rep. 2021; 1116567https://doi.org/10.1038/s41598-021-95972-x
Article info
Publication history
Publication stage
In Press Journal Pre-ProofFootnotes
FDA device/drug status: Not applicable.
Author disclosures: JME: Grant: NIH (H, paid directly to institution); Royalties: Handspring Publishing (A); Consulting: Orofacial Therapeutics (B); Grants: NSW Spinal Cord Injury Research Awards (H, paid directly to institution). DMW: Royalties: Handspring Publishing (A); Consulting: Pain Assessment and Prediction (B). SRA: Nothing to disclose. DMC: Grant: NIH (H, paid directly to institution). GPS: Consulting fee or honorarium: NIH (B, paid directly to institution); Stock Ownership: MEA Forensic (10% ownership) LJC: Nothing to disclose. KW: Grant: NIH (G, paid directly to institution); Fees for participation in review activities such as data monitoring boards, statistical analysis, end point committees, and the like: Norwegian Chiropractors Research Foundation (A); Speaking and/or Teaching Arrangements: Parker University (C). ACS: Grant: NIH (NIH NICHD K01 Award, paid directly to institution) (E).