Abstract
Early detection of osteoarthritis (OA) remains a critical yet unsolved multifaceted problem. To address the multifaceted nature of OA a systems model was developed to consolidate a number of observations on the biological, mechanical and structural components of OA and identify features common to the primary risk factors for OA (aging, obesity and joint trauma) that are present prior to the development of clinical OA. This analysis supports a unified view of the pathogenesis of OA such that the risk for developing OA emerges when one of the components of the disease (e.g., mechanical) becomes abnormal, and it is the interaction with the other components (e.g., biological and/or structural) that influences the ultimate convergence to cartilage breakdown and progression to clinical OA. The model, applied in a stimulus-response format, demonstrated that a mechanical stimulus at baseline can enhance the sensitivity of a biomarker to predict cartilage thinning in a 5 year follow-up in patients with knee OA. The systems approach provides new insight into the pathogenesis of the disease and offers the basis for developing multidisciplinary studies to address early detection and treatment at a stage in the disease where disease modification has the greatest potential for a successful outcome.
Similar content being viewed by others
References
Agency for Healthcare Research and Quality. National and regional statistics in the national inpatient sample (2004–2006). Agency for Healthcare Research and Quality, 2006.
Andriacchi, T. P. Osteoarthritis: probing knee OA as a system responding to a stimulus. Nat. Rev. Rheumatol. 8(7):371–372, 2012.
Andriacchi, T. P., S. Koo, and S. F. Scanlan. Gait mechanics influence healthy cartilage morphology and osteoarthritis of the knee. J. Bone Joint Surg. Am. 91(Suppl 1):95–101, 2009.
Andriacchi, T. P., A. Muendermann, R. L. Smith, E. J. Alexander, C. O. Dyrby, and S. Koo. A framework for the in vivo pathomechanics of osteoarthritis at the knee. Ann. Biomed. Eng. 32(3):447–457, 2004.
Berenbaum, F. Osteoarthritis as an inflammatory disease (osteoarthritis is not osteoarthrosis!). Osteoarthritis Cartilage 21(1):16–21, 2013.
Bevill, S. L., K. A. Boyer, and T. P. Andriacchi. The regional sensitivity of chondrocyte gene expression to coactive mechanical load and exogenous TNF-α stimuli. J. Biomech. Eng. 136(9):091005, 2014.
Bevill, S. L., P. L. Briant, M. E. Levenston, and T. P. Andriacchi. Central and peripheral region tibial plateau chondrocytes respond differently to in vitro dynamic compression. Osteoarthritis Cartilage 17(8):980–987, 2009.
Blazek, K., J. Favre, J. Asay, J. Erhart-Hledik, and T. P. Andriacchi. Age and obesity alter the relationship between femoral articular cartilage thickness and ambulatory loads in individuals without osteoarthritis. J. Orthop. Res. 32(3):394–402, 2014.
Casper, J., and K. Berg. Effects of exercise on osteoarthritis: a review. J. Strength Cond. Res. 12(2):120–125, 1998.
Cheng, Y., C. A. Macera, D. R. Davis, B. E. Ainsworth, P. J. Troped, and S. N. Blair. Physical activity and self-reported, physician-diagnosed osteoarthritis: is physical activity a risk factor? J. Clin. Epidemiol. 53(3):315–322, 2000.
Chevalier, X., P. Goupille, A. D. Beaulieu, F. X. Burch, W. G. Bensen, T. Conrozier, D. Loeuille, A. J. Kivitz, D. Silver, and B. E. Appleton. Intraarticular injection of anakinra in osteoarthritis of the knee: a multicenter, randomized, double-blind, placebo-controlled study. Arthritis Rheum. 61(3):344–352, 2009.
Chu, C. R., A. A. Williams, C. H. Coyle, and M. E. Bowers. Early diagnosis to enable early treatment of pre-osteoarthritis. Arthritis Res. Ther. 14(3):212, 2012.
Chu, C. R., A. Williams, D. Tolliver, C. K. Kwoh, S. Bruno, 3rd, and J. J. Irrgang. Clinical optical coherence tomography of early articular cartilage degeneration in patients with degenerative meniscal tears. Arthritis Rheum. 62(5):1412–1420, 2010.
Chu, C. R., A. A.Williams, R. V. West, Y. Qian, F. H. Fu, B. H. Do, and S. Bruno. Quantitative magnetic resonance imaging UTE-T2* mapping of cartilage and meniscus healing after anatomic anterior cruciate ligament reconstruction. Am. J. Sports Med. 2014 [Epub ahead of print].
Cooper, C., S. Snow, T. E. McAlindon, S. Kellingray, B. Stuart, D. Coggon, and P. A. Dieppe. Risk factors for the incidence and progression of radiographic knee osteoarthritis. Arthritis Rheum. 43(5):995–1000, 2000.
Dayal, N., A. Chang, D. Dunlop, K. Hayes, R. Chang, S. Cahue, J. Song, L. Torres, and L. Sharma. The natural history of anteroposterior laxity and its role in knee osteoarthritis progression. Arthritis Rheum. 52(8):2343–2349, 2005.
DeVita, P., and T. Hortobagyi. Obesity is not associated with increased knee joint torque and power during level walking. J. Biomech. 36(9):1355–1362, 2003.
Dye, S. F. The knee as a biologic transmission with an envelope of function: a theory. Clin. Orthop. Relat. Res. 325:10–18, 1996.
Erhart-Hledik, J. C., J. Favre, J. L. Asay, R. L. Smith, N. J. Giori, A. Muendermann, and T. P. Andriacchi. A relationship between mechanically-induced changes in serum cartilage oligomeric matrix protein (COMP) changes in cartilage thickness after 5 years. Osteoarthritis Cartilage 20(11):1309–1315, 2012.
Favre, J., J. C. Erhart-Hledik, and T. P. Andriacchi. Age-related differences in sagittal-plane knee function at heel-strike of walking are increased in osteoarthritic patients. Osteoarthritis Cartilage 22(3):464–471, 2014.
Favre, J., J. C. Erhart-Hledik, E. Chehab, and T. P. Andriacchi. Ambulatory kinematics correlates with future disease progression in medial osteoarthritis. XXIV Congress of the International Society of Biomechanics, Brazil, 2013.
Favre, J., B. Fasel, and T. P. Andriacchi. Pattern in femoral cartilage thickness map allows subtle scoring of medial compartment knee osteoarthritis severity. Osteoarthritis Cartilage 21:S231–S232, 2013.
Favre, J., S. F. Scanlan, J. C. Erhart-Hledik, K. Blazek, and T. P. Andriacchi. Patterns of femoral cartilage thickness are different in asymptomatic and osteoarthritic knees and can be used to detect disease-related differences between samples. J. Biomech. Eng. 135(10):101002–101010, 2013.
Felson, D. T. Osteoarthritis as a disease of mechanics. Osteoarthritis Cartilage 21(1):10–15, 2013.
Felson, D. T., A. Naimark, J. Anderson, L. Kazis, W. Castelli, and R. F. Meenan. The prevalence of knee osteoarthritis in the elderly. The Framingham Osteoarthritis Study. Arthritis Rheum. 30(8):914–918, 1987.
Georgoulis, A. D., A. Papadonikolakis, C. D. Papageorgiou, A. Mitsou, and N. Stergiou. Three-dimensional tibiofemoral kinematics of the anterior cruciate ligament-deficient and reconstructed knee during walking. Am. J. Sports Med. 31(1):75–79, 2003.
Gold, G. E., B. A. Hargreaves, S. B. Reeder, W. F. Block, R. Kijowski, S. S. Vasanawala, P. R. Kornaat, R. Bammer, R. Newbould, N. K. Bangerter, and C. F. Beaulieu. Balanced SSFP imaging of the musculoskeletal system. J. Magn. Reson. Imaging 25(2):270–278, 2007.
Gold, G. E., D. R. Thedens, J. M. Pauly, K. P. Fechner, G. Bergman, C. F. Beaulieu, and A. Macovski. MR imaging of articular cartilage of the knee: new methods using ultrashort TEs. AJR Am. J. Roentgenol. 170(5):1223–1226, 1998.
Hunter, D. J., W. Zhang, P. G. Conaghan, K. Hirko, L. Menashe, L. Li, W. M. Reichmann, and E. Losina. Systematic review of the concurrent and predictive validity of MRI biomarkers in OA. Osteoarthritis Cartilage 19(5):557–588, 2011.
Koo, S., and T. P. Andriacchi. A comparison of the influence of global functional loads vs. local contact anatomy on articular cartilage thickness at the knee. J. Biomech. 40(13):2961–2966, 2007.
Koo, S., G. E. Gold, and T. P. Andriacchi. Considerations in measuring cartilage thickness using MRI: factors influencing reproducibility and accuracy. Osteoarthritis Cartilage 13(9):782–789, 2005.
Koo, S., J. H. Rylander, and T. P. Andriacchi. Knee joint kinematics during walking influences the spatial cartilage thickness distribution in the knee. J. Biomech. 44(7):1405–1409, 2011.
Lepus, C. M., J. J. Song, Q. Wang, C. A. Wagner, T. M. Lindstrom, C. R. Chu, J. Sokolove, L. L. Leung, and W. H. Robinson. Brief report: carboxypeptidase B serves as a protective mediator in osteoarthritis. Arthritis Rheumatol. 66(1):101–106, 2014.
Li, G., L. E. Defrate, H. E. Rubash, and T. J. Gill. In vivo kinematics of the ACL during weight-bearing knee flexion. J. Orthop. Res. 23(2):340–344, 2005.
Li, Y., E. H. Frank, Y. Wang, S. Chubinskaya, H. H. Huang, and A. J. Grodzinsky. Moderate dynamic compression inhibits pro-catabolic response of cartilage to mechanical injury, tumor necrosis factor-α and interleukin-6, but accentuates degradation above a strain threshold. Osteoarthritis Cartilage 21(12):1933–1941, 2013.
Lohmander, L. S., A. Ostenberg, M. Englund, and H. Roos. High prevalence of knee osteoarthritis, pain, and functional limitations in female soccer players twelve years after anterior cruciate ligament injury. Arthritis Rheum. 50(10):3145–3152, 2004.
Meulenbelt, I., V. B. Kraus, L. J. Sandell, and J. Loughlin. Summary of the OA biomarkers workshop 2010—genetics and genomics: new targets in OA. Osteoarthritis Cartilage 19(9):1091–1094, 2011.
Muendermann, A., C. Dyrby, T. Andriacchi, and K. B. King. Serum concentration of cartilage oligomeric matrix protein (COMP) is sensitive to physiological cyclic loading in healthy adults. Osteoarthritis Cartilage 13(1):34–38, 2005.
Muendermann, A., K. B. King, R. L. Smith, and T. P. Andriacchi. Change in serum COMP concentration due to ambulatory load is not related to knee OA status. J. Orthop. Res. 27(11):1408–1413, 2009.
Netravali, N. A., N. J. Giori, and T. P. Andriacchi. Partial medial meniscectomy and rotational differences at the knee during walking. J. Biomech. 43(15):2948–2953, 2010.
Patra, D., and L. J. Sandell. Recent advances in biomarkers in osteoarthritis. Curr. Opin. Rheumatol. 23(5):465–470, 2011.
Quinn, T. M., H. J. Hauselmann, N. Shintani, and E. B. Hunziker. Cell and matrix morphology in articular cartilage from adult human knee and ankle joints suggests depth-associated adaptations to biomechanical and anatomical roles. Osteoarthr. Cartilage. 21(12):1904–1912, 2013.
Rao, C., C. K. Fitzpatrick, P. J. Rullkoetter, L. P. Maletsky, R. H. Kim, and P. J. Laz. A statistical finite element model of the knee accounting for shape and alignment variability. Med. Eng. Phys. 35(10):1450–1456, 2013.
Ryder, J. J., K. Garrison, F. Song, L. Hooper, J. Skinner, Y. Loke, J. Loughlin, J. P. Higgins, and A. J. MacGregor. Genetic associations in peripheral joint osteoarthritis and spinal degenerative disease: a systematic review. Ann. Rheum. Dis. 67:584–591, 2008.
Saxne, T., and D. Heinegård. Cartilage oligomeric matrix protein: a novel marker of cartilage turnover detectable in synovial fluid and blood. Br. J. Rheumatol. 31(9):583–591, 1992.
Scanlan, S. F., A. M. Chaudhari, C. O. Dyrby, and T. P. Andriacchi. Differences in tibial rotation during walking in ACL reconstructed and healthy contralateral knees. J. Biomech. 43(9):1817–1822, 2010.
Scanlan, S. F., J. Favre, and T. P. Andriacchi. The relationship between peak knee extension at heel-strike of walking and the location of thickest femoral cartilage in ACL reconstructed and healthy contralateral knees. J. Biomech. 46(5):849–854, 2013.
Sellam, J., and F. Berenbaum. Is osteoarthritis a metabolic disease? Joint Bone Spine. 80(6):568–573, 2013.
Sharma, L., J. Song, D. Dunlop, D. Felson, C. E. Lewis, N. Segal, J. Torner, T. D. Cooke, J. Hietpas, J. Lynch, and M. Nevitt. Varus and valgus alignment and incident and progressive knee osteoarthritis. Ann. Rheum. Dis. 69(11):1940–1945, 2010.
Shelbourne, K. D., and T. Gray. Minimum 10-year results after anterior cruciate ligament reconstruction: how the loss of normal knee motion compounds other factors related to the development of osteoarthritis after surgery. Am. J. Sports Med. 37(3):471–480, 2009.
Sohn, D. H., J. Sokolove, O. Sharpe, J. C. Erhart, P. E. Chandra, L. J. Lahey, T. M. Lindstrom, I. Hwang, K. A. Boyer, T. P. Andriacchi, and W. H. Robinson. Plasma proteins present in osteoarthritic synovial fluid can stimulate cytokine production via Toll-like receptor 4. Arthritis Res. Ther. 14(1):R7, 2012.
Tashman, S., P. Kolowich, D. Collon, K. Anderson, and W. Anderst. Dynamic function of the ACL-reconstructed knee during running. Clin. Orthop. Relat. Res. 454:66–73, 2007.
Verbruggen, G., R. Wittoek, B. Vander Cruyssen, and D. Elewaut. Tumour necrosis factor blockade for the treatment of erosive osteoarthritis of the interphalangeal finger joints: a double blind, randomised trial on structure modification. Ann. Rheum. Dis. 71(6):891–898, 2012.
Wang, Q., A. L. Rozelle, C. M. Lepus, C. R. Scanzello, J. J. Song, D. M. Larsen, J. F. Crish, G. Bebek, et al. Identification of a central role for complement in osteoarthritis. Nat. Med. 17(12):1674–1679, 2011.
Williams, A., Y. Qian, D. Bear, and C. R. Chu. Assessing degeneration of human articular cartilage with ultra-short echo time (UTE) T2* mapping. Osteoarthritis Cartilage 18(4):539–546, 2010.
Wirth, W., and F. Eckstein. A technique for regional analysis of femorotibial cartilage thickness based on quantitative magnetic resonance imaging. IEEE Trans. Med. Imaging 27(6):737–744, 2008.
Author information
Authors and Affiliations
Corresponding author
Additional information
Associate Editor Amit Gefen oversaw the review of this article.
Rights and permissions
About this article
Cite this article
Andriacchi, T.P., Favre, J., Erhart-Hledik, J.C. et al. A Systems View of Risk Factors for Knee Osteoarthritis Reveals Insights into the Pathogenesis of the Disease. Ann Biomed Eng 43, 376–387 (2015). https://doi.org/10.1007/s10439-014-1117-2
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10439-014-1117-2