Statistical modelling of the whole human femur incorporating geometric and material properties

Medical Engineering and Physics

Volumn 32, Issue 1, 2010, Pages 57-65

  Bryan, Rebecca ^a   Surya Mohan, P ^a   Hopkins, Andrew ^b   Galloway, Francis ^a   Taylor, Mark ^a   Nair, Prasanth B ^a  

^a UNIVERSITY OF SOUTHAMPTON   (United Kingdom)

^b IMPERIAL COLLEGE LONDON   (United Kingdom)

Author keywords

Femur; Material property; Principal component analysis; Registration; Statistical model

Indexed keywords

BONE QUALITY; COMPUTATIONAL STUDIES; COMPUTER TOMOGRAPHY; EIGEN MODES; ELASTIC SURFACES; FEMUR; FINITE ELEMENT ANALYSIS; FINITE-ELEMENT STUDY; HIGH-RESOLUTION MODELS; HUMAN FEMORA; MATERIAL PROPERTY; MESH MORPHING; MESH QUALITY; MODEL GENERATION; ORTHOPAEDIC IMPLANTS; REGISTRATION SCHEME; SAMPLING PROCESS; STATISTICAL MODELLING; STATISTICAL MODELS;

BONE; EXTRACTION; FINITE ELEMENT METHOD; MATERIALS PROPERTIES; MESH GENERATION; POPULATION STATISTICS; QUALITY CONTROL; THREE DIMENSIONAL; TOMOGRAPHY;

PRINCIPAL COMPONENT ANALYSIS;

ALGORITHM; ARTICLE; BONE DENSITY; BONE STRUCTURE; COMPUTER ASSISTED TOMOGRAPHY; CONTROLLED STUDY; FEMUR; FINITE ELEMENT ANALYSIS; MATHEMATICAL ANALYSIS; PHYSICAL CHEMISTRY; PHYSICAL MODEL; PRIORITY JOURNAL; STATISTICAL ANALYSIS; STATISTICAL MODEL; STRUCTURE ANALYSIS; THREE DIMENSIONAL IMAGING;

ADULT; AGED; AGED, 80 AND OVER; AUTOMATION; ELASTICITY; FEMALE; FEMUR; FINITE ELEMENT ANALYSIS; HUMANS; MALE; MIDDLE AGED; MODELS, ANATOMIC; MODELS, STATISTICAL; PRINCIPAL COMPONENT ANALYSIS; REPRODUCIBILITY OF RESULTS; SURFACE PROPERTIES;

EID: 72449144548     PISSN: 13504533     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.medengphy.2009.10.008     Document Type: Article

References (48)

1. Babalola K., Cootes T., Twining C., Petrovic V., and Taylor C. 3D brain segmentation using active appearance models and local regressors. Proceedings of the 11th international conference on medical image computing and computer-assisted intervention. Part I (2008), Springer 401-408
2. Barratt D., Chan C., Edwards P., Penney G., Slomczykowski M., Carter T., et al. Instantiation and registration of statistical shape models of the femur and pelvis using 3D ultrasound imaging. Medical Image Analysis 12 3 (2008) 358-374
3. Besl P.J., and McKay N.D. A method for registration of 3-D shapes. IEEE Transactions on Pattern Analysis and Machine Intelligence 14 2 (1992) 239-256
4. Bornfleth, H., Vincent, G., Slomczykowski, M., Bowes, M., Ashby, A. Three-dimensional statisitcal proximal femur modelling from two X-Ray images for a new generation of prostheses; Conference proceedings of IMechE Engineers and Surgeons: Joined at the Hip; 19-21 April 2007.
5. Bryan R., Nair P., and Taylor M. Use of a statistical model of the whole femur in a large scale, multi-model study of femoral neck fracture. Journal of Biomechanics 42 13 (2009) 2171-2176
6. Carter D., and Hayes W. The behavior of bone as a two-phase porous structure. The Journal of Bone and Joint Surgery 59A (1977) 954-962
7. Centers for Disease Control & Prevention (CDC). National health and nutrition examination survey data (1996), National Center for Health Statistics (NCHS)
8. Chintalapani G., Ellingsen L., Sadowsky O., Prince J., and Taylor R. Statistical atlases of bone anatomy: construction, iterative improvement and validation. Lecture Notes in Computer Science 4791 (2007) 499
9. Chui H.L., and Rangarajan A. A new point matching algorithm for non-rigid registration. Computer Vision and Image Understanding 89 2-3 (2003) 114-141
10. Cody D., Gross G., Hou J., Spencer F., Goldstein H., and Fyhrie S.P.D. Femoral strength is better predicted by finite element models than QCT and DXA. Journal of Biomechanics 32 10 (1999) 1013-1020
11. Cootes T., and Taylor C. Statistical models of appearance for medical image analysis and computer vision. Proceedings of the SPIE Medical Imaging (2001) 42
12. Cootes T.F., Taylor C.J., Cooper D.H., and Graham J. Active shape models-their training and application. Computer Vision and Image Understanding 61 1 (1995) 38-59
13. Couteau B., Payan Y., and Lavallee S. The mesh-matching algorithm: an automatic 3D mesh generator for finite element structures. Journal of Biomechanics 33 8 (2000) 1005-1009
14. Davies R., Twining C., Cootes T., Waterton J., and Taylor C. A minimum description length approach to statistical shape modeling. IEEE Transactions on Medical Imaging 21 5 (2002) 525-537
15. Feldesman M., and Fountain R. Race specificity and the femur/stature ratio. American Journal of Physical Anthropology 100 2 (1996) 207-224
16. Field D. Qualitative measures for initial meshes. International Journal of Numerical Methods in Engineering 47 (2000) 887-906
17. Fleute M., and Lavallee S. Building a complete surface model from sparse data using statistical shape models: application to computer assisted knee surgery. Proceedings of the First International Conference in Medical Image Computing and Computer-Assisted Intervention-MICCAI'98. Springer-Verlag, Cambridge, MA, USA (1998) 879-887
18. Ghanem R., and Doostan A. On the construction and analysis of stochastic models: characterization and propagation of the errors associated with limited data. Journal of Computational Physics 217 1 (2006) 63-81
19. Gnudi S., Ripamonti C., Gualtieri G., and Malavolta N. Geometry of proximal femur in the prediction of hip fracture in osteoporotic women. British Journal of Radiology 72 860 (1999) 729
20. Golub G., and Van Loan C. Matrix computations (1996), The Johns Hopkins University Press
21. Helenbrook B.T. Mesh deformation using the biharmonic operator. International Journal for Numerical Methods in Engineering 56 7 (2003) 1007-1021
22. Jolliffe I. Principal component analysis (1986), Springer-Verlag, New York
23. Kaus M., Pekar V., Lorenz C., Truyen R., Lobregt S., and Weese J. Automated 3-D PDM construction from segmented images using deformable models. IEEE Transactions on Medical Imaging 22 8 (2003) 1005-1013
24. Kobayashi S., Saito N., Horiuchi H., Iorio R., and Takaoka K. Poor bone quality or hip structure as risk factors affecting survival of total-hip arthroplasty. The Lancet 355 9214 (2000) 1499-1504
25. Lengsfeld M., Burchard R., Gunther D., Pressel T., Schmitt J., Leppek R., et al. Femoral strain changes after total hip arthroplasty-patient-specific finite element analyses 12 years after operation. Medical Engineering and Physics 27 8 (2005) 649-654
26. Morgan E., Bayraktar H., and Keaveny T. Trabecular bone modulus-density relationships depend on anatomic site. Journal of Biomechanics 36 7 (2003) 897-904
27. Morlock M., Bishop N., Riither W., Delling G., and Hahn M. Biomechanical, morphological, and histological analysis of early failures in hip resurfacing arthroplasty. Proceedings of the Institution of Mechanical Engineers, Part H: Journal of Engineering in Medicine 220 2 (2006) 333-344
28. Moshfeghi M., Ranganath S., and Nawyn K. Three-dimensional elastic matching of volumes. IEEE Transactions on Image Processing 3 2 (1994) 128-138
29. Perillo-Marcone A., Alonso-Vazquez A., and Taylor M. Assessment of the effect of mesh density on the material property discretisation within QCT-based FE models: a practical example using the implanted proximal tibia. Computer Methods in Biomechanics and Biomedical Engineering 6 1 (2003) 17-26
30. Prendergast P.J. Finite element models in tissue mechanics and orthopaedic implant design. Clinical Biomechanics 12 6 (1997) 343-366
31. Querol L., Biichler P., Rueckert D., Nolte L., and Ballester M. Statistical finite element model for bone shape and biomechanical properties. Medical Image Computing and Computer-Assisted Intervention (2006) 405-411
32. Radcliffe I.A.J., and Taylor M. Investigation into the affect of cementing techniques on load transfer in the resurfaced femoral head: a multi-femur finite element analysis. Clinical Biomechanics 22 4 (2007) 422-430
33. Rajamani K., Styner M., Talib H., Zheng G., Nolte L., and Ballester M. Statistical deformable bone models for robust 3D surface extrapolation from sparse data. Medical Image Analysis 11 (2007) 99-109
34. Robertson I., and Sherwin S. Free-surface flow simulation using hp spectral elements. Journal of Computational Physics 155 1 (1999) 26-53
35. Rueckert D., Frangi A.F., and Schnabel J.A. Automatic construction of 3-D statistical deformation models of the brain using nonrigid registration. IEEE Transactions on Medical Imaging 22 8 (2003) 1014-1025
36. Rueckert D., Sonoda L.I., Hayes C., Hill D.L.G., Leach M.O., and Hawkes D.J. Nonrigid registration using free-form deformations: application to breast MR images. IEEE Transactions on Medical Imaging 18 8 (1999) 712-721
37. Ruff C., and Hayes W. Cross-sectional geometry of pecos pueblo femora and tibiae-a biomechanical investigation. I. Method and general patterns of variation. American Journal of Physical Anthropology 3 (1983) 60
38. Samet H. Foundations of multidimensional and metric data structures (2006), Morgan-Kaufmann, San Francisco
39. Schileo E., Taddei F., Malandrino A., Cristofolini L., and Viceconti M. Subject-specific finite element models can accurately predict strain levels in long bones. Journal of Biomechanics 40 13 (2007) 2982-2989
40. Schnabel J.A., Rueckert D., Quist M., Blackall J.M., Castellano-Smith A.D., et al. A generic framework for non-rigid registration based on non-uniform multi-level free-form deformations. Vol. 22 (2001), Springer-Verlag, Berlin/Heidelberg 573-581 [Ch. Medical Im]
41. Shontz S, Vavasis SA. An algorithm based on finite element weights for warping tetrahedral meshes. arXiv:cs/0410045v3, http://arxiv.orq/abs/cs.NA/0410045.
42. Staring M., Klein S., and Pluim J. Nonrigid registration with tissue-dependent filtering of the deformation field. Physics in Medicine and Biology 52 23 (2007) 6879
43. Theobald T., Cauley J., Gluer C., Bunker C., Ukoli F., and Genant H. Black-white differences in hip geometry. Osteoporosis International 8 1 (1998) 61-67
44. Viceconti M., Bellingeri L., Cristofolini L., and Toni A. A comparative study on different methods of automatic mesh generation of human femurs. Medical Engineering and Physics 20 1 (1998) 1-10
45. Vollmer J., Mencl R., and Muller H. Improved laplacian smoothing of noisy surface meshes. Computer Graphics Forum 18 September (1999) 131-138
46. Vos F.M., de Bruin P.W., Aubel J.G.M., Streekstra G.J., Maas M., van Vliet L.J., et al. A statistical shape model without using landmarks. Proceedings of the 17th international conference on pattern recognition. vol. 3 (2004) 714-717
47. Wong A.S., New A.M.R., Isaacs G., and Taylor M. Effect of bone material properties on the initial stability of a cementless hip stem: a finite element study. Proceedings of the Institution of Mechanical Engineers Part H-Journal of Engineering in Medicine 219 H4 (2005) 265-275
48. Yao J., and Taylor R. Tetrahedral mesh modeling of density data for anatomical atlases and intensity-based registration. Lecture notes in computer science (2000) 531-540