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18-12-2023 | Electroencephalography

The Evolution of Neuroimaging Technologies to Evaluate Neural Activity Related to Knee Pain and Injury Risk

Authors: Christopher D. Riehm, Taylor Zuleger, Jed A. Diekfuss, Emilio Arellano, Gregory D. Myer

Published in: Current Reviews in Musculoskeletal Medicine | Issue 1/2024

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Abstract

Purpose of Review

In this review, we present recent findings and advancements in the use of neuroimaging to evaluate neural activity relative to ACL injury risk and patellofemoral pain. In particular, we describe prior work using fMRI and EEG that demonstrate the value of these techniques as well as the necessity of continued development in this area. Our goal is to support future work by providing guidance for the successful application of neuroimaging techniques that most effectively expose pain and injury mechanisms.

Recent Findings

Recent studies that utilized both fMRI and EEG indicate that athletes who are at risk for future ACL injury exhibit divergent brain activity both during active lower extremity movement and at rest. Such activity patterns are likely due to alterations to cognitive, visual, and attentional processes that manifest as coordination deficits during naturalistic movement that may result in higher risk of injury. Similarly, in individuals with PFP altered brain activity in a number of key regions is related to subjective pain judgements as well as measures of fear of movement. Although these findings may begin to allow objective pain assessment and identification, continued refinement is needed. One key limitation across both ACL and PFP related work is the restriction of movement during fMRI and EEG data collection, which drastically limits ecological validity.

Summary

Given the lack of sufficient research using EEG and fMRI within a naturalistic setting, our recommendation is that researchers target the use of mobile, source localized EEG as a primary methodology for exposing neural mechanisms of ACL injury risk and PFP. Our contention is that this method provides an optimal balance of spatial and temporal resolution with ecological validity via naturalistic movement.
Literature
1.
go back to reference Mall NA, Chalmers PN, Moric M, Tanaka MJ, Cole BJ, Bach BR Jr, et al. Incidence and trends of anterior cruciate ligament reconstruction in the United States. American J Sports Med. 2014;42(10):2363–70.CrossRef Mall NA, Chalmers PN, Moric M, Tanaka MJ, Cole BJ, Bach BR Jr, et al. Incidence and trends of anterior cruciate ligament reconstruction in the United States. American J Sports Med. 2014;42(10):2363–70.CrossRef
2.
go back to reference Lohmander L, Östenberg A, Englund M, Roos H. High prevalence of knee osteoarthritis, pain, and functional limitations in female soccer players twelve years after anterior cruciate ligament injury. Arthritis Rheumatism: Official J Ame College Rheumatol. 2004;50(10):3145–52.CrossRef Lohmander L, Östenberg A, Englund M, Roos H. High prevalence of knee osteoarthritis, pain, and functional limitations in female soccer players twelve years after anterior cruciate ligament injury. Arthritis Rheumatism: Official J Ame College Rheumatol. 2004;50(10):3145–52.CrossRef
3.
go back to reference Luc B, Gribble PA, Pietrosimone BG. Osteoarthritis prevalence following anterior cruciate ligament reconstruction: a systematic review and numbers-needed-to-treat analysis. J Athletic Train. 2014;49(6):806–19.CrossRef Luc B, Gribble PA, Pietrosimone BG. Osteoarthritis prevalence following anterior cruciate ligament reconstruction: a systematic review and numbers-needed-to-treat analysis. J Athletic Train. 2014;49(6):806–19.CrossRef
4.
go back to reference Heintjes EM, Berger M, Bierma‐Zeinstra SM, Bernsen RM, Verhaar JA, Koes BW, et al. Exercise therapy for patellofemoral pain syndrome. Cochrane Database of Systematic Reviews. 1996;2010(1). Heintjes EM, Berger M, Bierma‐Zeinstra SM, Bernsen RM, Verhaar JA, Koes BW, et al. Exercise therapy for patellofemoral pain syndrome. Cochrane Database of Systematic Reviews. 1996;2010(1).
5.
go back to reference Smith BE, Selfe J, Thacker D, Hendrick P, Bateman M, Moffatt F, et al. Incidence and prevalence of patellofemoral pain: a systematic review and meta-analysis. PloS one. 2018;13(1):e0190892.PubMedPubMedCentralCrossRef Smith BE, Selfe J, Thacker D, Hendrick P, Bateman M, Moffatt F, et al. Incidence and prevalence of patellofemoral pain: a systematic review and meta-analysis. PloS one. 2018;13(1):e0190892.PubMedPubMedCentralCrossRef
6.
go back to reference Willy RW, Hoglund LT, Barton CJ, Bolgla LA, Scalzitti DA, Logerstedt DS, et al. Patellofemoral pain: clinical practice guidelines linked to the international classification of functioning, disability and health from the academy of orthopaedic physical therapy of the American physical therapy association. J Orthopaedic Sports Phys Therapy. 2019;49(9):CPG1–95.CrossRef Willy RW, Hoglund LT, Barton CJ, Bolgla LA, Scalzitti DA, Logerstedt DS, et al. Patellofemoral pain: clinical practice guidelines linked to the international classification of functioning, disability and health from the academy of orthopaedic physical therapy of the American physical therapy association. J Orthopaedic Sports Phys Therapy. 2019;49(9):CPG1–95.CrossRef
7.
go back to reference Myer GD, Ford KR, Di Stasi SL, Foss KDB, Micheli LJ, Hewett TE. High knee abduction moments are common risk factors for patellofemoral pain (PFP) and anterior cruciate ligament (ACL) injury in girls: is PFP itself a predictor for subsequent ACL injury? British J Sports Med. 2015;49(2):118–22.CrossRef Myer GD, Ford KR, Di Stasi SL, Foss KDB, Micheli LJ, Hewett TE. High knee abduction moments are common risk factors for patellofemoral pain (PFP) and anterior cruciate ligament (ACL) injury in girls: is PFP itself a predictor for subsequent ACL injury? British J Sports Med. 2015;49(2):118–22.CrossRef
8.
go back to reference Thomas MJ, Wood L, Selfe J, Peat G. Anterior knee pain in younger adults as a precursor to subsequent patellofemoral osteoarthritis: a systematic review. BMC Musculoskeletal Dis. 2010;11(1):1–8.CrossRef Thomas MJ, Wood L, Selfe J, Peat G. Anterior knee pain in younger adults as a precursor to subsequent patellofemoral osteoarthritis: a systematic review. BMC Musculoskeletal Dis. 2010;11(1):1–8.CrossRef
9.
go back to reference Lohmander LS, Englund PM, Dahl LL, Roos EM. The long-term consequence of anterior cruciate ligament and meniscus injuries: osteoarthritis. Ame J Sports Med. 2007;35(10):1756–69.CrossRef Lohmander LS, Englund PM, Dahl LL, Roos EM. The long-term consequence of anterior cruciate ligament and meniscus injuries: osteoarthritis. Ame J Sports Med. 2007;35(10):1756–69.CrossRef
10.
go back to reference Cowan SM, Bennell KL, Crossley KM, Hodges PW, McConnell J. Physical therapy alters recruitment of the vasti in patellofemoral pain syndrome. Med Sci Sports Exercise. 2002;34(12):1879–85.CrossRef Cowan SM, Bennell KL, Crossley KM, Hodges PW, McConnell J. Physical therapy alters recruitment of the vasti in patellofemoral pain syndrome. Med Sci Sports Exercise. 2002;34(12):1879–85.CrossRef
12.
go back to reference Diekfuss JA, Grooms DR, Nissen KS, Coghill RC, Bonnette S, Barber Foss KD, et al. Does central nervous system dysfunction underlie patellofemoral pain in young females? Examining brain functional connectivity in association with patient‐reported outcomes. Journal of Orthopaedic Research®. 2022;40(5):1083-96. Diekfuss JA, Grooms DR, Nissen KS, Coghill RC, Bonnette S, Barber Foss KD, et al. Does central nervous system dysfunction underlie patellofemoral pain in young females? Examining brain functional connectivity in association with patient‐reported outcomes. Journal of Orthopaedic Research®. 2022;40(5):1083-96.
13.
go back to reference López-Solà M, Pujol J, Monfort J, Deus J, Blanco-Hinojo L, Harrison BJ, et al. The neurologic pain signature responds to nonsteroidal anti-inflammatory treatment vs placebo in knee osteoarthritis. Pain Reports. 2022;7(2). López-Solà M, Pujol J, Monfort J, Deus J, Blanco-Hinojo L, Harrison BJ, et al. The neurologic pain signature responds to nonsteroidal anti-inflammatory treatment vs placebo in knee osteoarthritis. Pain Reports. 2022;7(2).
14.
go back to reference Mansfield CJ, Culiver A, Briggs M, Schmitt LC, Grooms DR, Onate J. The effects of knee osteoarthritis on neural activity during a motor task: a scoping systematic review. Gait & Posture. 2022. Mansfield CJ, Culiver A, Briggs M, Schmitt LC, Grooms DR, Onate J. The effects of knee osteoarthritis on neural activity during a motor task: a scoping systematic review. Gait & Posture. 2022.
15.
go back to reference Klug M, Gramann K. Identifying key factors for improving ICA-based decomposition of EEG data in mobile and stationary experiments. Eur J Neurosci. 2021;54(12):8406–20.PubMedCrossRef Klug M, Gramann K. Identifying key factors for improving ICA-based decomposition of EEG data in mobile and stationary experiments. Eur J Neurosci. 2021;54(12):8406–20.PubMedCrossRef
16.
go back to reference Newton JM, Dong Y, Hidler J, Plummer-D’Amato P, Marehbian J, Albistegui-DuBois RM, et al. Reliable assessment of lower limb motor representations with fMRI: use of a novel MR compatible device for real-time monitoring of ankle, knee and hip torques. Neuroimage. 2008;43(1):136–46.PubMedCrossRef Newton JM, Dong Y, Hidler J, Plummer-D’Amato P, Marehbian J, Albistegui-DuBois RM, et al. Reliable assessment of lower limb motor representations with fMRI: use of a novel MR compatible device for real-time monitoring of ankle, knee and hip torques. Neuroimage. 2008;43(1):136–46.PubMedCrossRef
17.
go back to reference Corbett DB, Simon CB, Manini TM, George SZ, Riley JL III, Fillingim RB. Movement-evoked pain: transforming the way we understand and measure pain. Pain. 2019;160(4):757.PubMedPubMedCentralCrossRef Corbett DB, Simon CB, Manini TM, George SZ, Riley JL III, Fillingim RB. Movement-evoked pain: transforming the way we understand and measure pain. Pain. 2019;160(4):757.PubMedPubMedCentralCrossRef
18.
go back to reference Chaput M, Onate JA, Simon JE, Criss CR, Jamison S, McNally M, et al. Visual cognition associated with knee proprioception, time to stability, and sensory integration neural activity after ACL reconstruction. J Orthopaedic Res®. 2022;40(1):95–104.CrossRef Chaput M, Onate JA, Simon JE, Criss CR, Jamison S, McNally M, et al. Visual cognition associated with knee proprioception, time to stability, and sensory integration neural activity after ACL reconstruction. J Orthopaedic Res®. 2022;40(1):95–104.CrossRef
19.
go back to reference Criss CR, Onate JA, Grooms DR. Neural activity for hip-knee control in those with anterior cruciate ligament reconstruction: a task-based functional connectivity analysis. Neuroscience Lett. 2020;730: 134985.CrossRef Criss CR, Onate JA, Grooms DR. Neural activity for hip-knee control in those with anterior cruciate ligament reconstruction: a task-based functional connectivity analysis. Neuroscience Lett. 2020;730: 134985.CrossRef
20.
go back to reference •• Grooms DR, Diekfuss JA, Criss CR, Anand M, Slutsky-Ganesh AB, DiCesare CA, et al. Preliminary brain-behavioral neural correlates of anterior cruciate ligament injury risk landing biomechanics using a novel bilateral leg press neuroimaging paradigm. Plos one. 2022;17(8): e0272578. This citation is the first study to link altered neural activation measured with fMRI to injury risk landing mechanics collected using standardised biomechanical tests. •• Grooms DR, Diekfuss JA, Criss CR, Anand M, Slutsky-Ganesh AB, DiCesare CA, et al. Preliminary brain-behavioral neural correlates of anterior cruciate ligament injury risk landing biomechanics using a novel bilateral leg press neuroimaging paradigm. Plos one. 2022;17(8): e0272578. This citation is the first study to link altered neural activation measured with fMRI to injury risk landing mechanics collected using standardised biomechanical tests.
21.
go back to reference Grooms DR, Diekfuss JA, Slutsky-Ganesh AB, DiCesare CA, Bonnette S, Riley MA, et al. Preliminary Report on the Train the Brain Project, Part II: Neuroplasticity of Augmented Neuromuscular Training and Improved Injury-Risk Biomechanics. J Athletic Training. 2022;57(9–10):911–20.CrossRef Grooms DR, Diekfuss JA, Slutsky-Ganesh AB, DiCesare CA, Bonnette S, Riley MA, et al. Preliminary Report on the Train the Brain Project, Part II: Neuroplasticity of Augmented Neuromuscular Training and Improved Injury-Risk Biomechanics. J Athletic Training. 2022;57(9–10):911–20.CrossRef
22.
go back to reference Diekfuss JA, Grooms DR, Nissen KS, Schneider DK, Foss KDB, Thomas S, et al. Alterations in knee sensorimotor brain functional connectivity contributes to ACL injury in male high-school football players: a prospective neuroimaging analysis. Brazilian J Phys Therapy. 2020;24(5):415–23.CrossRef Diekfuss JA, Grooms DR, Nissen KS, Schneider DK, Foss KDB, Thomas S, et al. Alterations in knee sensorimotor brain functional connectivity contributes to ACL injury in male high-school football players: a prospective neuroimaging analysis. Brazilian J Phys Therapy. 2020;24(5):415–23.CrossRef
23.
go back to reference Diekfuss JA, Grooms DR, Yuan W, Dudley J, Foss KDB, Thomas S, et al. Does brain functional connectivity contribute to musculoskeletal injury? A preliminary prospective analysis of a neural biomarker of ACL injury risk. J Sci Med Sport. 2019;22(2):169–74.PubMedCrossRef Diekfuss JA, Grooms DR, Yuan W, Dudley J, Foss KDB, Thomas S, et al. Does brain functional connectivity contribute to musculoskeletal injury? A preliminary prospective analysis of a neural biomarker of ACL injury risk. J Sci Med Sport. 2019;22(2):169–74.PubMedCrossRef
24.
go back to reference •• Grooms DR, Diekfuss JA, Ellis JD, Yuan W, Dudley J, Foss KDB, et al. A novel approach to evaluate brain activation for lower extremity motor control. Journal of Neuroimaging. 2019;29(5):580–8. This citation demonstrates the test-retest reliability of neural activation for knee motor control during fMRI. •• Grooms DR, Diekfuss JA, Ellis JD, Yuan W, Dudley J, Foss KDB, et al. A novel approach to evaluate brain activation for lower extremity motor control. Journal of Neuroimaging. 2019;29(5):580–8. This citation demonstrates the test-retest reliability of neural activation for knee motor control during fMRI.
25.
go back to reference Anand M, Diekfuss JA, Bonnette S, Short I, Hurn M, Grooms DR, et al. Validity of an MRI-compatible motion capture system for use with lower extremity neuroimaging paradigms. Int J Sports Phys Therapy. 2020;15(6):936.CrossRef Anand M, Diekfuss JA, Bonnette S, Short I, Hurn M, Grooms DR, et al. Validity of an MRI-compatible motion capture system for use with lower extremity neuroimaging paradigms. Int J Sports Phys Therapy. 2020;15(6):936.CrossRef
26.
go back to reference Grooms DR, Page SJ, Onate JA. Brain activation for knee movement measured days before second anterior cruciate ligament injury: neuroimaging in musculoskeletal medicine. J Athletic Training. 2015;50(10):1005–10.CrossRef Grooms DR, Page SJ, Onate JA. Brain activation for knee movement measured days before second anterior cruciate ligament injury: neuroimaging in musculoskeletal medicine. J Athletic Training. 2015;50(10):1005–10.CrossRef
27.
go back to reference Grooms DR, Page SJ, Nichols-Larsen DS, Chaudhari AM, White SE, Onate JA. Neuroplasticity associated with anterior cruciate ligament reconstruction. J Orthopaedic Sports Phys Therapy. 2017;47(3):180–9.CrossRef Grooms DR, Page SJ, Nichols-Larsen DS, Chaudhari AM, White SE, Onate JA. Neuroplasticity associated with anterior cruciate ligament reconstruction. J Orthopaedic Sports Phys Therapy. 2017;47(3):180–9.CrossRef
28.
go back to reference Slutsky-Ganesh AB, Anand M, Diekfuss JA, Myer GD, Grooms DR. Lower extremity Interlimb coordination associated brain activity in young female athletes: a biomechanically instrumented neuroimaging study. Psychophysiology. 2023;60(4):e14221.PubMedCrossRef Slutsky-Ganesh AB, Anand M, Diekfuss JA, Myer GD, Grooms DR. Lower extremity Interlimb coordination associated brain activity in young female athletes: a biomechanically instrumented neuroimaging study. Psychophysiology. 2023;60(4):e14221.PubMedCrossRef
29.
go back to reference Anand M, Diekfuss JA, Slutsky-Ganesh AB, Grooms DR, Bonnette S, Foss KDB, et al. Integrated 3D motion analysis with functional magnetic resonance neuroimaging to identify neural correlates of lower extremity movement. J Neurosci Methods. 2021;355:109108.PubMedPubMedCentralCrossRef Anand M, Diekfuss JA, Slutsky-Ganesh AB, Grooms DR, Bonnette S, Foss KDB, et al. Integrated 3D motion analysis with functional magnetic resonance neuroimaging to identify neural correlates of lower extremity movement. J Neurosci Methods. 2021;355:109108.PubMedPubMedCentralCrossRef
30.
go back to reference Sugimoto D, Myer GD, Barber Foss KD, Hewett TE. Dosage effects of neuromuscular training intervention to reduce anterior cruciate ligament injuries in female athletes: meta-and sub-group analyses. Sports Med. 2014;44:551–62.PubMedPubMedCentralCrossRef Sugimoto D, Myer GD, Barber Foss KD, Hewett TE. Dosage effects of neuromuscular training intervention to reduce anterior cruciate ligament injuries in female athletes: meta-and sub-group analyses. Sports Med. 2014;44:551–62.PubMedPubMedCentralCrossRef
31.
go back to reference Grooms D, Appelbaum G, Onate J. Neuroplasticity following anterior cruciate ligament injury: a framework for visual-motor training approaches in rehabilitation. J Orthopaed Sports Phys Therapy. 2015;45(5):381–93.CrossRef Grooms D, Appelbaum G, Onate J. Neuroplasticity following anterior cruciate ligament injury: a framework for visual-motor training approaches in rehabilitation. J Orthopaed Sports Phys Therapy. 2015;45(5):381–93.CrossRef
32.
go back to reference Foss KDB, Slutsky-Ganesh AB, Diekfuss JA, Grooms DR, Simon JE, Schneider DK, et al. Brain activity during experimental knee pain and its relationship with kinesiophobia in patients with patellofemoral pain: a preliminary functional magnetic resonance imaging investigation. J Sport Rehab. 2022;31(5):589–98. Foss KDB, Slutsky-Ganesh AB, Diekfuss JA, Grooms DR, Simon JE, Schneider DK, et al. Brain activity during experimental knee pain and its relationship with kinesiophobia in patients with patellofemoral pain: a preliminary functional magnetic resonance imaging investigation. J Sport Rehab. 2022;31(5):589–98.
33.
go back to reference Diekfuss JA, Saltman AJ, Grooms DR, Bonnette S, Foss KB, Berz K, et al. Neural correlates of knee motor control for young females with patellofemoral pain. Orthopaedic J Sports Med. 2019;7(3_suppl):2325967119S00012.CrossRef Diekfuss JA, Saltman AJ, Grooms DR, Bonnette S, Foss KB, Berz K, et al. Neural correlates of knee motor control for young females with patellofemoral pain. Orthopaedic J Sports Med. 2019;7(3_suppl):2325967119S00012.CrossRef
34.
go back to reference Diekfuss JA, Grooms DR, Coghill RC, Nissen KS, Saltman AJ, Berz K, et al. Kinesiophobia is related to brain activity for knee motor control in pediatric patients with patellofemoral pain. Orthopaedic J Sports Med. 2020;8(4_suppl3):2325967120S000187.CrossRef Diekfuss JA, Grooms DR, Coghill RC, Nissen KS, Saltman AJ, Berz K, et al. Kinesiophobia is related to brain activity for knee motor control in pediatric patients with patellofemoral pain. Orthopaedic J Sports Med. 2020;8(4_suppl3):2325967120S000187.CrossRef
35.
36.
go back to reference Ismail LE, Karwowski W. Applications of EEG indices for the quantification of human cognitive performance: a systematic review and bibliometric analysis. Plos one. 2020;15(12):e0242857.PubMedPubMedCentralCrossRef Ismail LE, Karwowski W. Applications of EEG indices for the quantification of human cognitive performance: a systematic review and bibliometric analysis. Plos one. 2020;15(12):e0242857.PubMedPubMedCentralCrossRef
37.
go back to reference Hussain I, Hossain MA, Jany R, Bari MA, Uddin M, Kamal ARM, et al. Quantitative evaluation of EEG-biomarkers for prediction of sleep stages. Sensors. 2022;22(8):3079.PubMedPubMedCentralCrossRef Hussain I, Hossain MA, Jany R, Bari MA, Uddin M, Kamal ARM, et al. Quantitative evaluation of EEG-biomarkers for prediction of sleep stages. Sensors. 2022;22(8):3079.PubMedPubMedCentralCrossRef
38.
go back to reference Buzsaki G, Draguhn A. Neuronal oscillations in cortical networks. Science. 2004;304(5679):1926–9.PubMedCrossRef Buzsaki G, Draguhn A. Neuronal oscillations in cortical networks. Science. 2004;304(5679):1926–9.PubMedCrossRef
39.
go back to reference Gutmann B, Mierau A, Hülsdünker T, Hildebrand C, Przyklenk A, Hollmann W, et al. Effects of physical exercise on individual resting state EEG alpha peak frequency. Neural Plasticity. 2015;2015. Gutmann B, Mierau A, Hülsdünker T, Hildebrand C, Przyklenk A, Hollmann W, et al. Effects of physical exercise on individual resting state EEG alpha peak frequency. Neural Plasticity. 2015;2015.
40.
go back to reference Baumeister J, Reinecke K, Weiss M. Changed cortical activity after anterior cruciate ligament reconstruction in a joint position paradigm: an EEG study. Scandinavian J Med Sci Sports. 2008;18(4):473–84.CrossRef Baumeister J, Reinecke K, Weiss M. Changed cortical activity after anterior cruciate ligament reconstruction in a joint position paradigm: an EEG study. Scandinavian J Med Sci Sports. 2008;18(4):473–84.CrossRef
41.
go back to reference Baumeister J, Reinecke K, Schubert M, Weiss M. Altered electrocortical brain activity after ACL reconstruction during force control. J Ortho Res. 2011;29(9):1383–9.CrossRef Baumeister J, Reinecke K, Schubert M, Weiss M. Altered electrocortical brain activity after ACL reconstruction during force control. J Ortho Res. 2011;29(9):1383–9.CrossRef
42.
go back to reference •• Sherman DA, Baumeister J, Stock MS, Murray AM, Bazett-Jones DM, Norte GE. Weaker quadriceps corticomuscular coherence in individuals after ACL reconstruction during force tracing. Med Sci Sports Exerc. 2023;55(4):625-32. This work is very important for the current topic because, in our opinion, it is the most representative example of the source localized EEG methodology that is reccomended in the latter section of this review. •• Sherman DA, Baumeister J, Stock MS, Murray AM, Bazett-Jones DM, Norte GE. Weaker quadriceps corticomuscular coherence in individuals after ACL reconstruction during force tracing. Med Sci Sports Exerc. 2023;55(4):625-32. This work is very important for the current topic because, in our opinion, it is the most representative example of the source localized EEG methodology that is reccomended in the latter section of this review.
43.
44.
go back to reference Stam CJ. Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clinical Neurophysiol. 2005;116(10):2266–301.CrossRef Stam CJ. Nonlinear dynamical analysis of EEG and MEG: review of an emerging field. Clinical Neurophysiol. 2005;116(10):2266–301.CrossRef
45.
go back to reference Webber CL, Marwan N. Recurrence quantification analysis. Theory and Best Practices. 2015:426. Webber CL, Marwan N. Recurrence quantification analysis. Theory and Best Practices. 2015:426.
46.
go back to reference Bonnette S, Diekfuss JA, Grooms DR, Kiefer AW, Riley MA, Riehm C, et al. Electrocortical dynamics differentiate athletes exhibiting low-and high-ACL injury risk biomechanics. Psychophysiology. 2020;57(4):e13530.PubMedPubMedCentralCrossRef Bonnette S, Diekfuss JA, Grooms DR, Kiefer AW, Riley MA, Riehm C, et al. Electrocortical dynamics differentiate athletes exhibiting low-and high-ACL injury risk biomechanics. Psychophysiology. 2020;57(4):e13530.PubMedPubMedCentralCrossRef
47.
go back to reference Ebrahimi N, Rojhani-Shirazi Z, Yoosefinejad AK, Nami M. The effects of virtual reality training on clinical indices and brain mapping of women with patellofemoral pain: a randomized clinical trial. BMC Musculoskeletal Disorders. 2021;22(1):1–10.CrossRef Ebrahimi N, Rojhani-Shirazi Z, Yoosefinejad AK, Nami M. The effects of virtual reality training on clinical indices and brain mapping of women with patellofemoral pain: a randomized clinical trial. BMC Musculoskeletal Disorders. 2021;22(1):1–10.CrossRef
48.
go back to reference Rocha HA, Marks J, Woods AJ, Staud R, Sibille K, Keil A. Re-test reliability and internal consistency of EEG alpha-band oscillations in older adults with chronic knee pain. Clin Neurophysiol. 2020;131(11):2630–40.PubMedPubMedCentralCrossRef Rocha HA, Marks J, Woods AJ, Staud R, Sibille K, Keil A. Re-test reliability and internal consistency of EEG alpha-band oscillations in older adults with chronic knee pain. Clin Neurophysiol. 2020;131(11):2630–40.PubMedPubMedCentralCrossRef
49.
go back to reference Michel CM, He B. EEG source localization. Handbook Clin Neuro. 2019;160:85–101.CrossRef Michel CM, He B. EEG source localization. Handbook Clin Neuro. 2019;160:85–101.CrossRef
50.
go back to reference Sherman DA, Baumeister J, Stock MS, Murray AM, Bazett-Jones DM, Norte GE. Brain activation and single-limb balance following anterior cruciate ligament reconstruction. Clin Neurophysiolog. 2023;149:88–99.CrossRef Sherman DA, Baumeister J, Stock MS, Murray AM, Bazett-Jones DM, Norte GE. Brain activation and single-limb balance following anterior cruciate ligament reconstruction. Clin Neurophysiolog. 2023;149:88–99.CrossRef
51.
go back to reference Næss S, Halnes G, Hagen E, Hagler DJ Jr, Dale AM, Einevoll GT, et al. Biophysically detailed forward modeling of the neural origin of EEG and MEG signals. NeuroImage. 2021;225:117467.PubMedCrossRef Næss S, Halnes G, Hagen E, Hagler DJ Jr, Dale AM, Einevoll GT, et al. Biophysically detailed forward modeling of the neural origin of EEG and MEG signals. NeuroImage. 2021;225:117467.PubMedCrossRef
52.
go back to reference Liao X-H, Xia M-R, Xu T, Dai Z-J, Cao X-Y, Niu H-J, et al. Functional brain hubs and their test–retest reliability: a multiband resting-state functional MRI study. Neuroimage. 2013;83:969–82.PubMedCrossRef Liao X-H, Xia M-R, Xu T, Dai Z-J, Cao X-Y, Niu H-J, et al. Functional brain hubs and their test–retest reliability: a multiband resting-state functional MRI study. Neuroimage. 2013;83:969–82.PubMedCrossRef
53.
go back to reference Marcu S, Pegolo E, Ívarsson E, Jónasson AD, Jónasson VD, Aubonnet R, et al. Using high density EEG to assess TMS treatment in patients with schizophrenia. Eur J Translational Myology. 2020;30(1). Marcu S, Pegolo E, Ívarsson E, Jónasson AD, Jónasson VD, Aubonnet R, et al. Using high density EEG to assess TMS treatment in patients with schizophrenia. Eur J Translational Myology. 2020;30(1).
54.
go back to reference Oliveira AS, Schlink BR, Hairston WD, König P, Ferris DP. Proposing metrics for benchmarking novel EEG technologies towards real-world measurements. Front Human Neurosci. 2016;10:188.CrossRef Oliveira AS, Schlink BR, Hairston WD, König P, Ferris DP. Proposing metrics for benchmarking novel EEG technologies towards real-world measurements. Front Human Neurosci. 2016;10:188.CrossRef
55.
go back to reference Homölle S, Oostenveld R. Using a structured-light 3D scanner to improve EEG source modeling with more accurate electrode positions. J Neurosci Methods. 2019;326:108378.PubMedCrossRef Homölle S, Oostenveld R. Using a structured-light 3D scanner to improve EEG source modeling with more accurate electrode positions. J Neurosci Methods. 2019;326:108378.PubMedCrossRef
56.
go back to reference Richer N, Downey RJ, Hairston WD, Ferris DP, Nordin AD. Motion and muscle artifact removal validation using an electrical head phantom, robotic motion platform, and dual layer mobile EEG. IEEE Trans Neural Syst Rehab Eng. 2020;28(8):1825–35.CrossRef Richer N, Downey RJ, Hairston WD, Ferris DP, Nordin AD. Motion and muscle artifact removal validation using an electrical head phantom, robotic motion platform, and dual layer mobile EEG. IEEE Trans Neural Syst Rehab Eng. 2020;28(8):1825–35.CrossRef
57.
go back to reference Delorme A, Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods. 2004;134(1):9–21.PubMedCrossRef Delorme A, Makeig S. EEGLAB: an open source toolbox for analysis of single-trial EEG dynamics including independent component analysis. J Neurosci Methods. 2004;134(1):9–21.PubMedCrossRef
58.
go back to reference Pion-Tonachini L, Kreutz-Delgado K, Makeig S. ICLabel: an automated electroencephalographic independent component classifier, dataset, and website. NeuroImage. 2019;198:181–97.PubMedCrossRef Pion-Tonachini L, Kreutz-Delgado K, Makeig S. ICLabel: an automated electroencephalographic independent component classifier, dataset, and website. NeuroImage. 2019;198:181–97.PubMedCrossRef
59.
go back to reference • Klug M, Jeung S, Wunderlich A, Gehrke L, Protzak J, Djebbara Z, et al. The BeMoBIL Pipeline for automated analyses of multimodal mobile brain and body imaging data. bioRxiv. 2022:2022.09. 29.510051. This citation is marked as important because it represents a very useful tool for those looking to apply mobile EEG methodologies, which are of key importance for the current topic. • Klug M, Jeung S, Wunderlich A, Gehrke L, Protzak J, Djebbara Z, et al. The BeMoBIL Pipeline for automated analyses of multimodal mobile brain and body imaging data. bioRxiv. 2022:2022.09. 29.510051. This citation is marked as important because it represents a very useful tool for those looking to apply mobile EEG methodologies, which are of key importance for the current topic.
60.
go back to reference Tadel F, Baillet S, Mosher JC, Pantazis D, Leahy RM. Brainstorm: a user-friendly application for MEG/EEG analysis. Comput Int Neurosci. 2011;2011:1–13.CrossRef Tadel F, Baillet S, Mosher JC, Pantazis D, Leahy RM. Brainstorm: a user-friendly application for MEG/EEG analysis. Comput Int Neurosci. 2011;2011:1–13.CrossRef
61.
go back to reference Schrader S, Westhoff A, Piastra MC, Miinalainen T, Pursiainen S, Vorwerk J, et al. DUNEuro—a software toolbox for forward modeling in bioelectromagnetism. PloS one. 2021;16(6):e0252431.PubMedPubMedCentralCrossRef Schrader S, Westhoff A, Piastra MC, Miinalainen T, Pursiainen S, Vorwerk J, et al. DUNEuro—a software toolbox for forward modeling in bioelectromagnetism. PloS one. 2021;16(6):e0252431.PubMedPubMedCentralCrossRef
62.
go back to reference Pascual-Marqui RD. Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. Methods Find Exp Clin Pharmacol. 2002;24(Suppl D):5–12.PubMed Pascual-Marqui RD. Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. Methods Find Exp Clin Pharmacol. 2002;24(Suppl D):5–12.PubMed
63.
go back to reference Hutchison RM, Womelsdorf T, Allen EA, Bandettini PA, Calhoun VD, Corbetta M, et al. Dynamic functional connectivity: promise, issues, and interpretations. Neuroimage. 2013;80:360–78.PubMedCrossRef Hutchison RM, Womelsdorf T, Allen EA, Bandettini PA, Calhoun VD, Corbetta M, et al. Dynamic functional connectivity: promise, issues, and interpretations. Neuroimage. 2013;80:360–78.PubMedCrossRef
Metadata
Title
The Evolution of Neuroimaging Technologies to Evaluate Neural Activity Related to Knee Pain and Injury Risk
Authors
Christopher D. Riehm
Taylor Zuleger
Jed A. Diekfuss
Emilio Arellano
Gregory D. Myer
Publication date
18-12-2023
Publisher
Springer US
Published in
Current Reviews in Musculoskeletal Medicine / Issue 1/2024
Electronic ISSN: 1935-9748
DOI
https://doi.org/10.1007/s12178-023-09877-5