A statistical finite element model of the knee accounting for shape and alignment variability

被引:62
作者
Rao, Chandreshwar [1 ]
Fitzpatrick, Clare K. [1 ]
Rullkoetter, Paul J. [1 ]
Maletsky, Lorin P. [2 ]
Kim, Raymond H. [1 ,3 ]
Laz, Peter J. [1 ]
机构
[1] Univ Denver, Ctr Orthopaed Biomech, Denver, CO 80208 USA
[2] Univ Kansas, Lawrence, KS 66045 USA
[3] Porter Adventist Hosp, Colorado Joint Replacement, Denver, CO USA
基金
美国国家科学基金会;
关键词
Probabilistic analysis; Statistical shape modeling; Knee; Alignment; Principal component analysis; Joint mechanics; REPLACEMENT MECHANICS; JOINT; REGISTRATION; PELVIS; BIOMECHANICS; ACCURACY; FLEXION; DESIGN;
D O I
10.1016/j.medengphy.2013.03.021
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
By characterizing anatomical differences in size and shape between subjects, statistical shape models enable population-based evaluations in biomechanics. Statistical models have largely focused on individual bones with application to implant sizing, bone fracture and osteoarthritis; however, in joint mechanics applications, the statistical models must consider the geometry of multiple structures of a joint and their relative position. Accordingly, the objectives of this study were to develop a statistical shape and alignment modeling (SSAM) approach to characterize the intersubject variability in bone morphology and alignment for the structures of the knee, to demonstrate the statistical model's ability to describe variability in a training set and to generate realistic instances for use in finite element evaluation of joint mechanics. The statistical model included representations of the bone and cartilage for the femur, tibia and patella from magnetic resonance images and relative alignment of the structures at a known, loaded position in an experimental knee simulator for a training set of 20 specimens. The statistical model described relationships or modes of variation in shape and relative alignment of the knee structures. By generating new 'virtual subjects' with physiologically realistic knee anatomy, the modeling approach can efficiently perform investigations into joint mechanics and implant design which benefit from population-based considerations. (C) 2013 IPEM. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:1450 / 1456
页数:7
相关论文
共 39 条
[1]   Dynamic finite element knee simulation for evaluation of knee replacement mechanics [J].
Baldwin, Mark A. ;
Clary, Chadd W. ;
Fitzpatrick, Clare K. ;
Deacy, James S. ;
Maletsky, Lorin P. ;
Rullkoetter, Paul J. .
JOURNAL OF BIOMECHANICS, 2012, 45 (03) :474-483
[2]   Development of subject-specific and statistical shape models of the knee using an efficient segmentation and mesh-morphing approach [J].
Baldwin, Mark A. ;
Langenderfer, Joseph E. ;
Rullkoetter, Paul J. ;
Laz, Peter J. .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2010, 97 (03) :232-240
[3]   Verification of predicted specimen-specific natural and implanted patellofemoral kinematics during simulated deep knee bend [J].
Baldwin, Mark A. ;
Clary, Chadd ;
Maletsky, Lorin P. ;
Rullkoetter, Paul J. .
JOURNAL OF BIOMECHANICS, 2009, 42 (14) :2341-2348
[4]   Instantiation and registration of statistical shape models of the femur and pelvis using 3D ultrasound imaging [J].
Barratt, Dean C. ;
Chan, Carolyn S. K. ;
Edwards, Philip J. ;
Penney, Graeme P. ;
Slomczykowski, Mike ;
Carter, Timothy J. ;
Hawkes, David J. .
MEDICAL IMAGE ANALYSIS, 2008, 12 (03) :358-374
[5]   Evaluation of image features and search strategies for segmentation of bone structures in radiographs using Active Shape Models [J].
Behiels, G ;
Maes, F ;
Vandermeulen, D ;
Suetens, P .
MEDICAL IMAGE ANALYSIS, 2002, 6 (01) :47-62
[6]  
Bendjaballah M., 1995, Knee, V2, P69, DOI [10.1016/0968-0160(95)00018-K, DOI 10.1016/0968-0160(95)00018-K]
[7]  
Bredbenner T., 2008, T 33 ANN M ORTHOPAED, P0305
[8]   Statistical shape modeling describes variation in tibia and femur surface geometry between Control and Incidence groups from the Osteoarthritis Initiative database [J].
Bredbenner, Todd L. ;
Eliason, Travis D. ;
Potter, Ryan S. ;
Mason, Robert L. ;
Havill, Lorena M. ;
Nicolella, Daniel P. .
JOURNAL OF BIOMECHANICS, 2010, 43 (09) :1780-1786
[9]   Statistical modelling of the whole human femur incorporating geometric and material properties [J].
Bryan, Rebecca ;
Mohan, P. Surya ;
Hopkins, Andrew ;
Galloway, Francis ;
Taylor, Mark ;
Nair, Prasanth B. .
MEDICAL ENGINEERING & PHYSICS, 2010, 32 (01) :57-65
[10]   Use of a statistical model of the whole femur in a large scale, multi-model study of femoral neck fracture risk [J].
Bryan, Rebecca ;
Nair, Prasanth B. ;
Taylor, Mark .
JOURNAL OF BIOMECHANICS, 2009, 42 (13) :2171-2176