Scientific Papers

Identifying changes in dynamic plantar pressure associated with radiological knee osteoarthritis based on machine learning and wearable devices | Journal of NeuroEngineering and Rehabilitation


  • Hunter DJ, Bierma-Zeinstra S. Osteoarthritis. Lancet. 2019;393(10182):1745–59.

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • van Hoolwerff M, Rodríguez Ruiz A, Bouma M, Suchiman HED, Koning RI, Jost CR, et al. High-impact FN1 mutation decreases chondrogenic potential and affects cartilage deposition via decreased binding to collagen type II. Sci Adv. 2021;7(45):eabg8583.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Disease GBD, Injury I, Prevalence C. Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet. 2018;392(10159):1789–858.

    Article 

    Google Scholar
     

  • Disease GBD, Injury I, Prevalence C. Global, regional, and national incidence, prevalence, and years lived with disability for 310 diseases and injuries, 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. Lancet. 2016;388(10053):1545–602.

    Article 

    Google Scholar
     

  • Al-Saleh JA, Albelooshi AA, Salti AA, Farghaly M, Ghorab AM, Linga S, et al. Burden, treatment patterns and unmet needs of osteoarthritis in Dubai: a retrospective analysis of the dubai real-world claims database. Rheumatol Ther. 2022;9(1):151–74.

    Article 
    PubMed 

    Google Scholar
     

  • Cross M, Smith E, Hoy D, Nolte S, Ackerman I, Fransen M, et al. The global burden of hip and knee osteoarthritis: estimates from the global burden of disease 2010 study. Ann Rheum Dis. 2014;73(7):1323–30.

    Article 
    PubMed 

    Google Scholar
     

  • Kaufman KR, Hughes C, Morrey BF, Morrey M, An KN. Gait characteristics of patients with knee osteoarthritis. J Biomech. 2001;34(7):907–15.

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Terwee CB, Mokkink LB, Steultjens MP, Dekker J. Performance-based methods for measuring the physical function of patients with osteoarthritis of the hip or knee: a systematic review of measurement properties. Rheumatology (Oxford). 2006;45(7):890–902.

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Oei EHG, Hirvasniemi J, van Zadelhoff TA, van der Heijden RA. Osteoarthritis year in review 2021: imaging. Osteoarthr Cartil. 2022;30(2):226–36.

    Article 
    CAS 

    Google Scholar
     

  • Hafezi-Nejad N, Demehri S, Guermazi A, Carrino JA. Osteoarthritis year in review 2017: updates on imaging advancements. Osteoarthr Cartil. 2018;26(3):341–9.

    Article 
    CAS 

    Google Scholar
     

  • Olsson S, Akbarian E, Lind A, Razavian AS, Gordon M. Automating classification of osteoarthritis according to Kellgren-Lawrence in the knee using deep learning in an unfiltered adult population. BMC Musculoskelet Disord. 2021;22(1):844.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Kour N, Gupta S, Arora S. A survey of knee osteoarthritis assessment based on gait. Arch Comput Methods Eng. 2020;28(2):345–85.

    Article 

    Google Scholar
     

  • Saito I, Okada K, Nishi T, Wakasa M, Saito A, Sugawara K, et al. Foot pressure pattern and its correlation with knee range of motion limitations for individuals with medial knee osteoarthritis. Arch Phys Med Rehabil. 2013;94(12):2502–8.

    Article 
    PubMed 

    Google Scholar
     

  • Sabashi K, Ishida T, Matsumoto H, Mikami K, Chiba T, Yamanaka M, et al. Dynamic postural control correlates with activities of daily living and quality of life in patients with knee osteoarthritis. BMC Musculoskelet Disord. 2021;22(1):287.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Munoz-Organero M, Littlewood C, Parker J, Powell L, Grindell C, Mawson S. Identification of walking strategies of people with osteoarthritis of the knee using insole pressure sensors. IEEE Sens J. 2017;17(12):3909–20.

    Article 

    Google Scholar
     

  • Zhang Z, Wang L, Hu K, Liu Y. Characteristics of plantar loads during walking in patients with knee osteoarthritis. Med Sci Monit. 2017;23:5714–9.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Racic V, Pavic A, Brownjohn JMW. Modern facilities for experimental measurement of dynamic loads induced by humans: a literature review. Shock Vib. 2013;20(1):53–67.

    Article 

    Google Scholar
     

  • Dyer PS, Bamberg SJM. Instrumented insole vs. force plate: a comparison of center of plantar pressure. In: Annual international conference of the IEEE engineering in medicine and biology society IEEE engineering in medicine and biology society annual international conference. 2011;2011:6805–9.

  • Kolasinski SL, Neogi T, Hochberg MC, Oatis C, Guyatt G, Block J, et al. 2019 American College of Rheumatology/Arthritis foundation guideline for the management of osteoarthritis of the hand, hip, and knee. Arthr Rheumatol. 2020;72(2):220–33.

    Article 

    Google Scholar
     

  • Haim A, Wolf A, Rubin G, Genis Y, Khoury M, Rozen N. Effect of center of pressure modulation on knee adduction moment in medial compartment knee osteoarthritis. J Orthopaedic Res. 2011;29(11):1668–74.

    Article 

    Google Scholar
     

  • Duivenvoorden T, Brouwer RW, van Raaij TM, Verhagen AP, Verhaar JA, Bierma-Zeinstra SM. Braces and orthoses for treating osteoarthritis of the knee. Cochrane Database Syst Rev. 2015;2015(3):CD004020.

    PubMed 
    PubMed Central 

    Google Scholar
     

  • Giambagli L, Buffoni L, Carletti T, Nocentini W, Fanelli D. Machine learning in spectral domain. Nat Commun. 2021;12(1):1330.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Merry KJ, Macdonald E, MacPherson M, Aziz O, Park E, Ryan M, et al. Classifying sitting, standing, and walking using plantar force data. Med Biol Eng Comput. 2021;59(1):257–70.

    Article 
    PubMed 

    Google Scholar
     

  • Song Z, Ou J, Shu L, Hu G, Wu S, Xu X, et al. Fall risk assessment for the elderly based on weak foot features of wearable plantar pressure. IEEE Trans Neural Syst Rehabil Eng. 2022;30:1060–70.

    Article 
    PubMed 

    Google Scholar
     

  • Antwi-Afari MF, Li H, Seo J, Wong AYL. Automated detection and classification of construction workers’ loss of balance events using wearable insole pressure sensors. Autom Constr. 2018;96:189–99.

    Article 

    Google Scholar
     

  • Chen X, Hu D, Zhang R, Pan Z, Chen Y, Xie L, et al. Interpretable evaluation for the Brunnstrom recovery stage of the lower limb based on wearable sensors. Front Neuroinform. 2022;16:1006494.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Pardoel S, Nantel J, Kofman J, Lemaire ED. Prediction of freezing of gait in parkinson’s disease using unilateral and bilateral plantar-pressure data. Front Neurol. 2022;13: 831063.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Wang A, Li D, Fan N, Yuan S, Wu Q, Fu Z, et al. Piezoresistive-based gait monitoring technique for the recognition of knee osteoarthritis patients. IEEE Access. 2022;10:123874–84.

    Article 

    Google Scholar
     

  • Kwon SB, Ro DH, Song MK, Han HS, Lee MC, Kim HC. Identifying key gait features associated with the radiological grade of knee osteoarthritis. Osteoarthr Cartil. 2019;27(12):1755–60.

    Article 
    CAS 

    Google Scholar
     

  • Kwon SB, Ku Y, Han HS, Lee MC, Kim HC, Ro DH. A machine learning-based diagnostic model associated with knee osteoarthritis severity. Sci Rep. 2020;10(1):15743.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Wang D, Ouyang J, Zhou P, Yan J, Shu L, Xu X. A Novel low-cost wireless footwear system for monitoring diabetic foot patients. IEEE Trans Biomed Circuits Syst. 2021;15(1):43–54.

    Article 
    PubMed 

    Google Scholar
     

  • Yan Y, Ou J, Shi H, Sun C, Shen L, Song Z, et al. Plantar pressure and falling risk in older individuals: a cross-sectional study. J Foot Ankle Res. 2023;16(1):14.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Kellgren JH, Lawrence JS. Radiological assessment of osteo-arthrosis. Ann Rheum Dis. 1957;16(4):494–502.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Felson DT, Niu J, Guermazi A, Sack B, Aliabadi P. Defining radiographic incidence and progression of knee osteoarthritis: suggested modifications of the Kellgren and Lawrence scale. Ann Rheum Dis. 2011;70(11):1884–6. https://doi.org/10.1136/ard.2011.155119.

    Article 
    PubMed 

    Google Scholar
     

  • Schuh R, Gruber F, Wanivenhaus A, Hartig N, Windhager R, Trnka HJ. Flexor digitorum longus transfer and medial displacement calcaneal osteotomy for the treatment of stage II posterior tibial tendon dysfunction: kinematic and functional results of fifty one feet. Int Orthop. 2013;37(9):1815–20.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Orlin MN, McPoil TG. Plantar pressure assessment. Phys Ther. 2000;80(4):399–409.

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Yu X, Yu GR, Chen YX, Liu XC. The characteristics and clinical significance of plantar pressure distribution in patients with diabetic toe deformity: a dynamic plantar pressure analysis. J Int Med Res. 2011;39(6):2352–9.

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Haddad JM, Rietdyk S, Ryu JH, Seaman JM, Silver TA, Kalish JA, et al. Postural asymmetries in response to holding evenly and unevenly distributed loads during self-selected stance. J Mot Behav. 2011;43(4):345–55.

    Article 
    PubMed 

    Google Scholar
     

  • Masui T, Hasegawa Y, Yamaguchi J, Kanoh T, Ishiguro N, Suzuki S. Increasing postural sway in rural-community-dwelling elderly persons with knee osteoarthritis. J Orthopaedic Sci. 2006;11(4):353–8.

    Article 

    Google Scholar
     

  • Lindsay R, Spittle S, Spittle M. Considering the need for movement variability in motor imagery training: implications for sport and rehabilitation. Front Psychol. 2023;14:1178632.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Hosseini I, Najafi Ashtiani MN, Bahrpeyma F. Correlation between the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) scores and the stability metrics in patients with knee osteoarthritis. Int J MusculoskelPain Prev. 2022;7(3):741–9.

    Article 

    Google Scholar
     

  • Raizah A, Reddy RS, Alshahrani MS, Tedla JS, Dixit S, Gular K, et al. Investigating knee joint proprioception and its impact on limits of stability using dynamic posturography in individuals with bilateral knee osteoarthritis-a cross-sectional study of comparisons and correlations. J Clin Med. 2023;12(8):2764.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Chin C, Sayre EC, Guermazi A, Nicolaou S, Esdaile JM, Kopec J, et al. Quadriceps weakness and risk of knee cartilage loss seen on magnetic resonance imaging in a population-based cohort with knee pain. J Rheumatol. 2019;46(2):198–203.

    Article 
    PubMed 

    Google Scholar
     

  • Spinoso DH, Bellei NC, Marques NR, Navega MT. Quadriceps muscle weakness influences the gait pattern in women with knee osteoarthritis. Adv Rheumatol. 2018;58(1):26.

    Article 
    PubMed 

    Google Scholar
     



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