A Novel Method to Simulate the Progression of Collagen Degeneration of Cartilage in the Knee: Data from the Osteoarthritis Initiative

被引:86
作者
Mononen, Mika E. [1 ,2 ]
Tanska, Petri [1 ]
Isaksson, Hanna [3 ]
Korhonen, Rami K. [1 ,4 ]
机构
[1] Univ Eastern Finland, Dept Appl Phys, Kuopio, Finland
[2] Oulu Univ Hosp, Dept Radiol, Oulu, Finland
[3] Lund Univ, Dept Biomed Engn, Lund, Sweden
[4] Kuopio Univ Hosp, Diagnost Imaging Ctr, SF-70210 Kuopio, Finland
来源
SCIENTIFIC REPORTS | 2016年 / 6卷
基金
芬兰科学院; 欧洲研究理事会; 瑞典研究理事会;
关键词
ARTICULAR-CARTILAGE; IN-VIVO; RISK-FACTORS; PHYSICAL-ACTIVITY; JOINT MECHANICS; STANCE PHASE; II COLLAGEN; MENISCECTOMY; MODEL; MENISCUS;
D O I
10.1038/srep21415
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
We present a novel algorithm combined with computational modeling to simulate the development of knee osteoarthritis. The degeneration algorithm was based on excessive and cumulatively accumulated stresses within knee joint cartilage during physiological gait loading. In the algorithm, the collagen network stiffness of cartilage was reduced iteratively if excessive maximum principal stresses were observed. The developed algorithm was tested and validated against experimental baseline and 4-year follow-up Kellgren-Lawrence grades, indicating different levels of cartilage degeneration at the tibiofemoral contact region. Test groups consisted of normal weight and obese subjects with the same gender and similar age and height without osteoarthritic changes. The algorithm accurately simulated cartilage degeneration as compared to the Kellgren-Lawrence findings in the subject group with excess weight, while the healthy subject group's joint remained intact. Furthermore, the developed algorithm followed the experimentally found trend of cartilage degeneration in the obese group (R-2 = 0.95, p < 0.05; experiments vs. model), in which the rapid degeneration immediately after initiation of osteoarthritis (0-2 years, p < 0.001) was followed by a slow or negligible degeneration (2-4 years, p > 0.05). The proposed algorithm revealed a great potential to objectively simulate the progression of knee osteoarthritis.
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页数:14
相关论文
共 64 条
  • [11] Accuracy of Smartphone Applications and Wearable Devices for Tracking Physical Activity Data
    Case, Meredith A.
    Burwick, Holland A.
    Volpp, Kevin G.
    Patel, Mitesh S.
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2015, 313 (06): : 625 - 626
  • [12] Analysis of bone-prosthesis interface micromotion for cementless tibial prosthesis fixation and the influence of loading conditions
    Chong, Desmond Y. R.
    Hansen, Ulrich N.
    Amis, Andrew A.
    [J]. JOURNAL OF BIOMECHANICS, 2010, 43 (06) : 1074 - 1080
  • [13] Weight loss: the treatment of choice for knee osteoarthritis? A randomized trial
    Christensen, R
    Astrup, A
    Bliddal, H
    [J]. OSTEOARTHRITIS AND CARTILAGE, 2005, 13 (01) : 20 - 27
  • [14] Coggon D, 2000, ARTHRITIS RHEUM, V43, P1443, DOI 10.1002/1529-0131(200007)43:7<1443::AID-ANR5>3.0.CO
  • [15] 2-1
  • [16] Cooper C, 2000, ARTHRITIS RHEUM, V43, P995, DOI 10.1002/1529-0131(200005)43:5<995::AID-ANR6>3.0.CO
  • [17] 2-1
  • [18] Comparison of nonlinear mechanical properties of bovine articular cartilage and meniscus
    Danso, E. K.
    Honkanen, J. T. J.
    Saarakkala, S.
    Korhonen, R. K.
    [J]. JOURNAL OF BIOMECHANICS, 2014, 47 (01) : 200 - 206
  • [19] The role of biomechanics in the initiation and progression of OA of the knee
    Englund, Martin
    [J]. BEST PRACTICE & RESEARCH IN CLINICAL RHEUMATOLOGY, 2010, 24 (01): : 39 - 46
  • [20] Simulating the Growth of Articular Cartilage Explants in a Permeation Bioreactor to Aid in Experimental Protocol Design
    Ficklin, Timothy P.
    Davol, Andrew
    Klisch, Stephen M.
    [J]. JOURNAL OF BIOMECHANICAL ENGINEERING-TRANSACTIONS OF THE ASME, 2009, 131 (04):