Single-trabecula building block for large-scale finite element models of cancellous bone D. Dagan M. Be’ery A. Gefen Department of Biomedical Engineering, Faculty of Engineering, Tel Aviv University, Israel Abstract—Recent development of high-resolution imaging of cancellous bone allows finite element (FE) analysis of bone tissue stresses and strains in individual trabeculae. However, specimen-specific stress=strain analyses can include effects of anatomical variations and local damage that can bias the interpretation of the results from individual specimens with respect to large populations. This study developed a standard (generic) ‘building-block’ of a trabecula for large-scale FE models. Being parametric and based on statistics of dimensions of ovine trabeculae, this building block can be scaled for trabecular thickness and length and be used in commercial or custom-made FE codes to construct generic, large-scale FE models of bone, using less computer power than that currently required to reproduce the accurate micro-architecture of trabecular bone. Orthogonal lattices constructed with this building block, after it was scaled to trabeculae of the human proximal femur, provided apparent elastic moduli of 150 MPa, in good agreement with experimental data for the stiffness of cancellous bone from this site. Likewise, lattices with thinner, osteoporotic-like trabeculae could predict a reduction of 30% in the apparent elastic modulus, as reported in experimental studies of osteoporotic femora. Based on these comparisons, it is concluded that the single-trabecula element developed in the present study is well-suited for representing cancellous bone in large-scale generic FE simulations. Keywords—Spongy bone, Trabecular tissue stiffness, Apparent elastic modulus, Constitutive properties, Osteoporosis Med. Biol. Eng. Comput., 2004, 42, 549––556 1 Introduction TRABECULAR BONE consists of delicate plates and struts of bone tissue, trabeculae, that branch and intersect to form a sponge-like lattice. Individual trabeculae are the load-bearing elements of cancellous (spongy) bone. The overall architecture of trabecular lattices aligns with the principal load-transfer pathways in bone under physiological loading. This makes the epiphysis in long bones, which consist mainly of trabecular bone, an efficient structure in distributing concentrated loads from the joint surfaces to the diaphysis. Little is known about the distribution of mechanical stresses and strains in the individual trabeculae of bone under physiological loading. As direct measurements of stresses and strains in individual trabeculae are not feasible, finite element (FE) models of the micro-architecture of bone have been used for such studies. Traditionally, to simplify the calculations, these Correspondence should be addressed to Dr Amit Gefen; email: gefen@eng.tau.ac.il Paper received 17 November 2003 and in final form 13 April 2004 MBEC online number: 20043907 # IFMBE: 2004 Medical & Biological Engineering & Computing 2004, Vol. 42 models have represented trabecular bone as a continuum, and so only average tissue stresses and strains could be predicted. The recent development of high-resolution imaging of bone (serial sectioning, micro-CT and micro-MRI scanning) opened a new field of study in bone mechanics: FE analysis of realistic trabecular architectures. With these techniques, the detailed three-dimensional (3D) architecture of trabecular bone samples can be digitised and converted to large-scale FE models from which tissue stresses, displacements and strains in individual trabeculae can be obtained (VAN RIETBERGEN et al., 1995; 1999; 2003). Such models can be validated experimentally using the texture correlation technique, which extracts displacement patterns from digitised contact radiographs of the samples under load (BAY et al., 1999). However, if the specific bone specimens subjected to the stress=strain analysis contain some anatomical variations or local damage, conclusions regarding large populations can be biased. This calls for the development of a complementary generic trabecular bone model that can be used where it is desired to study the mechanics of a ‘typical’, rather than specific, bone. Moreover, epiphyses of human long bones contain thousands of trabeculae, each with irregular and unique geometry. Accordingly, meshing of these complex lattices in the FE method produces vast databases that currently require a 549 supercomputer or a cluster of computers for analysis (VAN RIETBERGEN et al., 1999). Although, with the constantly growing power of computers, it is expected that this would be less of a problem in the future, in many cases, the complexity of the modelling and, mainly, of the FE meshing would be substantially reduced if the jagged and irregular geometries of individual trabeculae were approximated to smoother and simpler standard elements. It has also been suggested that smoother surfaces of trabeculae in FE models reduce solution artifacts (GULDBERG et al., 1998). Several generic models of repeated cellular solid structures were developed to study the mechanical behaviour of trabecular bone using different geometrical descriptions for the unit cell (GIBSON, 1985; WERNER et al., 1996; ANDERSON and CARMAN, 2000; KIM and AL-HASSANI, 2002; KOWALCZYK, 2003). The more recent contributions accounted for the curved geometry of individual trabeculae rather than treating them as beams with uniform (circular or rectangular) cross-sections. Specifically, KIM and AL-HASSANI (2002) considered differences between the base and central thicknesses of trabeculae and used linear regression equations for relating thickness and separation of trabeculae to the age of bone. Most recently, KOWALCZYK (2003) described the shape of unit cells using Bézier curves, which made it possible to demonstrate a wide variety of microstructural patterns. However, none of the published generic models employed real architectural statistical data to define the unit cell geometry. The goal of the present paper was to present and characterise a standard ‘building block’ of a trabecula for large-scale FE models. Being parametric and based on statistics of dimensions of mammalian trabeculae, this building block can be scaled for trabecular thickness and length and used in commercial or custom-made FE codes to construct generic large-scale FE models of bone that can serve as a ‘gold standard’ in basic studies of bone mechanics, as well as during the design and performance evaluation of orthopaedic implants. This paper also provides basic statistical information on the geometrical variations between individual trabeculae. 2 Methods 2.1 Geometric model of a single trabecula Sheep became a common orthopaedic model because, in addition to being relatively inexpensive, their bones are large enough for the insertion of implants and for the conducting of mechanical property studies (AN and FRIEDMAN, 1999). Accordingly, we developed a single-trabecula geometric model based on statistical analysis of the dimensions of 200 rod-like trabeculae from the epiphyseal parts of six ovine femora. Six specimens were transversely cut from the upperthird of the epiphysis of each femur, with an electrically powered saw, after the bones had been dried at 85 C for 4.5 h. The dried samples were kept at 18 C and defrosted to room temperature before measurement of the trabecular dimensions. Under digital optical microscopy* (magnification x30), we measured the length L, base thickness tmax (at the junctions of the lattice) and minimum thickness tmin (at the centre of the strut) of each trabecula (Figs. 1 and 2) from a transverse view, using designated software for microscopic measurements.{ The base thickness tmax at each edge of a trabecula was determined by containing the respective trabecular junction within a circle and measuring the distance between points common to the profiles of the trabecula and the junction circle, as demonstrated in Fig. 1b. *Axiolab A, ZEISS Co., { MGI photosuite 3.0SE 550 This uniquely defines the base thickness tmax values for each trabecula (Fig. 1b). The value of tmin was measured at the centre of the trabecula, halfway between the two locations of its tmax boundaries. We found significant linear correlation (R2 ¼ 0.71, p50.05) between the base and minimum thickness dimensions of individual trabeculae (tmax ¼ atmin þ b, where a ¼ 1.3736 and b ¼ 40.9 mm; see Fig. 1c). By means of cross-correlation of digitised trabecular profiles, we also found high degrees of symmetry of the curvature of individual trabeculae (Fig. 1a) around their longitudinal (z) and radial (r) axes (R2 ¼ 0.97 0.99), which made it possible to fit cosinusoidal curves to the upper and lower trabecular profiles r 2z 1 1 b 3 cos 3a ¼ cos (1) tmin L 2 tmin 2 Because tmin and tmax are linearly related, (1) can also be formulated in terms of tmax. It is also possible to write both tmin and tmax as functions of the average thickness of a trabecula t (where t ¼ (tmin þ tmax)=2) and of the constants a, b. This made it possible to simplify the representation of trabecular profiles in (1) so that only two parameters, the characteristic length L and average thickness t, are incorporated 2tb r¼ 1þa 2z 1 1 b (1 þ a) 3 cos 3a 6 cos L 2 2tb 2 (2) Utilising our microscopy measurements, which yielded that the range of thickness of trabeculae was between 0.3 times and 2.86 times the mean thickness (215 mm, see Fig. 2a), (2) allows representation of the complete spectrum of potential trabecular profiles in sheep. The volume bounded within the surface of revolution derived from (2) (i.e. the surface generated by rotating the positive curve of (2) 360 about the z-axis) provides an estimate for the volume V of a trabecula with given nominal thickness t and length L 2t b L sin g 3L V ¼p (3) 1þa g 2 where 1 b(1 þ a) 3a g ¼ cos 2 2t b 1 t, L40 Equation (3) thus approximates the distribution of volumes of trabeculae in sheep (Fig. 2c). Bone morphology studies across species suggest that the shape of individual trabeculae is common to all mammals, although dimensions of trabeculae and their structural arrangement do differ between species (FAJARDO and MULLER, 2001). Accordingly, to represent a single, normal rod-type trabecula of the human proximal femur with mean dimensions, we scaled the parameters of (2) and (3), so that L ¼ 1 mm and t ¼ 283 mm (PUZAS, 1996). To represent further the spectrum of potential trabecular profiles in a normal human femoral epiphysis, we assumed that the extent of biological variation in trabecular thickness found in normal sheep (Fig. 2a) applies to normal humans, i.e. that the ratios of maximum-to-mean and minimumto-mean thicknesses are similar in normal sheep and normal human cancellous bone. This assumption allowed us to plot the spectrum of potential geometric profiles of human trabeculae (Fig. 3). The 3D reconstruction ((2) and (3)) of a rod-type human trabecula of the femoral neck with mean thickness and length (t ¼ 283 mm; L ¼ 1) is shown in Fig. 4a. Medical & Biological Engineering & Computing 2004, Vol. 42 a b 800 t max = at min + b a = 1.3736, b = 40.932 mm 700 R 2 = 0.71 600 t max, mm 500 400 300 200 100 0 0 100 200 300 400 500 t min, mm c Fig. 1 (a) Basic geometric dimensions of rod-like trabecula: base thickness (tmax) and minimum thickness at the centre (tmin); (b) method of determination of base of trabeculae shown for junction between 3 trabeculae marked i, j and k, with corresponding base thickness values timax, tjmax and tkmax; (c) base and minimum thickness of individual trabeculae were found to be linearly correlated (p50.05). tmax ¼ atmin þ b; a ¼ 1.3736; B ¼ 40.9 mm; R2 ¼ 0.71 (Micrograph magnifications: 630) 2.2 Characterisation of the elastic properties of orthogonal trabecular lattices Equations (2) and (3) describe a parametric geometric building block of a trabecula for constructing large-scale FE models. To test whether FE models constructed with these elements present apparent elastic properties that are typical of trabecular bone structures, we constructed computer models of six orthogonal lattices{ and performed computational FE experiments of uni-axial compression of these cubic lattices. Each lattice comprised 144 trabecular building blocks (Fig. 4a) of the same geometry, connected at 64 junctions. The mean thickness t values used for trabeculae in the six lattices were 86 (lower limit { using SolidWorks 2001 Medical & Biological Engineering & Computing 2004, Vol. 42 of the thickness range; see Fig. 3), 100, 130, 150, 186 and 283 mm (mean thickness of trabeculae at the normal human proximal femur). Cancellous bone specimens containing trabeculae with mean thickness lower than 120 mm are considered osteoporotic (WERNER et al., 1996), and therefore the lattices comprising trabeculae with thicknesses of 86 and 100 mm represent osteoporotic bone quality. To connect adjacent trabeculae by a junction to construct 3D lattices, we developed a junction element (Fig. 4b). The six connection ports on a junction element (Fig. 4b) have the same diameter as the base diameter of the attached trabeculae (tmax), and the fillet radii between connection ports were set as tmax=3. Fig. 4c shows a lattice constructed from trabecular building blocks with thickness of 283 mm. As the compressive loads applied to a face of the orthogonal lattice cube align with the 551 Fig. 2 Histograms showing distributions of trabecular (a) mean thickness, (b) length and (c) volume (estimated from (3)) in femoral epiphyses of sheep. N ¼ 200 orientation of trabeculae, the orthogonal architecture provides maximum structural resistance to uni-axial loading, and the resulting structural properties should be considered ideal. The geometries of the six lattices were transferred to an FE software package** for analysis of structural (apparent) properties. The lattice geometries (e.g. Fig. 4c) were meshed with fournode tetrahedral elements, and the density of the meshes was optimised by decreasing the size of elements until stable solutions of the stress distribution under compression were **NASTRAN 2001 552 obtained. For a model containing trabeculae with thickness of 283 mm, this was achieved when each trabecula (with tissue volume of 0.05 mm3; see (3)) was meshed into 276 elements. It was assumed that the tissue contained in each trabecula building block was a homogenous, isotropic and linear elastic material, with elastic modulus of 10 GPa and Poisson’s ratio of 0.3 (TOWNSEND et al., 1975; RHO et al., 1993; WERNER et al., 1996). Gradually increasing compressive loads were applied quasistatically at the junctions on one face of the cube, and the junctions on the opposite face were constrained for displacements in the direction of loading (unconfined compression). Medical & Biological Engineering & Computing 2004, Vol. 42 r averaged thickness z The compressive loads ranged from zero to a maximum of 1.3 N and were uniformly distributed over the joints at the loaded face, generating a maximum pressure of 500 KPa. These pressures caused small axial strains, of up to 0.3%. Within this stress– strain range, all lattices behaved linearly, with a constant proportion between the (applied) compressive load and (calculated) structural strain. This constant of proportion, the apparent elastic modulus of the trabecular lattice, was calculated for each thickness case. To estimate the degradation of the apparent elastic properties of lattices when the structural arrangement is not ideal (e.g. as a result of fracture of a trabecula or resorption of a trabecula in osteoporotic bone), we repeated the above simulations after mm 810 650 510 370 280 230 85 0 Fig. 3 Potential surface profiles of rod-like trabeculae in proximal femora of humans, predicted from (2) after setting of average thickness t and length L as 283 mm and 1000 mm, respectively a b c d e Fig. 4 Characterisation of elastic properties of lattices built with trabecular building block (2) and (3): (a) Volume of revolution representing idealised geometry of trabecula with average thickness of 283 mm (mean thickness of rod-like trabeculae in human femoral neck). (b) Junction element designed for building ideally organised lattices from building block shown in (a). (c) Ideally organised orthogonal lattice of trabecular building blocks comprising 144 trabeculae (64 junctions). (d) Example for testing effect of disconnecting trabecula on apparent elastic modulus of lattice. (e) Stress concentrations due to bending of trabeculae under compression in vicinity of missing trabecula in (d). Peak stresses in circled region are 1.8 times stress value at same site, in corresponding intact lattice Medical & Biological Engineering & Computing 2004, Vol. 42 553 4 Discussion Fig. 5 Apparent elastic moduli Ea of ideally organised orthogonal lattice (144 trabeculae, 64 junctions) against average thickness t of trabeculae in lattice. Ea ¼ 36.4 t0.256 (for t40); R2 ¼ 0.98 removing a centre trabecula aligned parallel with the direction of load (Figs 4d and e) or perpendicular to the direction of load. 3 Results For the lattice containing trabeculae with thickness characteristic of normal human proximal femora (283 mm), we found an apparent elastic modulus of 151.9 MPa. We also found that a reduction in the thickness t of trabeculae had a substantially deteriorating effect on the apparent modulus Ea (Fig. 5). A lattice constructed with trabeculae of the minimum thickness considered in this study, 86 mm (corresponding to our geometric and statistical analyses of trabecular profile shapes (Fig. 3)), produced an apparent modulus of 111 MPa (27% reduction from the ‘normal’ condition). Overall, the reduction in moduli with reduction in trabecular thickness could be described with a power law (R2 ¼ 0.98) Ea ¼ mt n (t40) (4) where the constants are m ¼ 36.4 MPa and n ¼ 0.256. When a central trabecula was removed from a lattice structure and the lattice was loaded in the direction of the missing trabecula, bending-related stress concentrations appeared at the ‘necks’ of neighbouring trabeculae (Fig. 4e). These focal stresses were typically 1.8 times greater than stresses at the same site in the intact lattice. This bending phenomenon consistently reduced the apparent elastic moduli, by 8–9% (Table 1). However, when a trabecula perpendicular to the loading direction was removed from the centre of the lattice, the apparent moduli were nearly unaffected (decreased by 1% or less). This study described the geometric and mechanical characteristics of an idealised trabecula element that was developed based on empirical observations of anatomical variations in individual ovine trabeculae. Based on experimental studies of the trabecular architecture in mammals (FAJARDO and MULLER, 2001), we assumed that trabeculae from human and ovine proximal femora share a similar shape. The distributions of thickness and length of ovine trabeculae from the femoral epiphysis (Figs 2a and b) are right-skewed (log-normal distributions), demonstrating a large range of intraspecimen variation in the shape and size of trabeculae. Importantly, this statistical characterisation allowed development of an anatomically and physiologically based geometric characterisation of the single trabecula building block ((2) and (3) and Fig. 3). Designed for large-scale FE studies of cancellous bone, this trabecula model ((2) and (3)) is parametric for length and thickness and can therefore represent trabeculae in different anatomical sites and account for the distribution of anatomical variations in shape and size of trabeculae. The idealisations in this model also allow large-scale generic FE analyses of trabecular microstructures. Constantly improving computer technology should be able to provide the computational power for routine, patient-specific, large-scale FE models in the future. An important advantage of patient-specific, large-scale models is their utility in computing patient-specific structural properties of trabecular bone (e.g. stiffness and strength). This allows for many new, clinically important evaluations in the diagnosis and prognosis of patients, such as assessment of the risk of suffering an osteoporosisrelated fracture, or monitoring of the effect of a drug on the mechanical performance of individual bones. However, specimen-specific properties of bone may bias the conclusions regarding large populations, because of anatomical variations or local damage that may be included in the specific specimen. Thus, to complement the patient-specific, large-scale type of model, there is also a need for generic FE models of trabecular bone. The advantage of a generic bone model is its utility where it is necessary to study the mechanics of a ‘typical’, rather than specific, bone. For example, reconstruction of the trabecular architecture of the femur using the generic trabecula element described herein, by assembling building block trabeculae on the trabecular paths of the femur, can provide an enhanced ‘standardised femur’ model that, unlike the existing one (VICECONTI et al., 2003), accounts for bone architecture at the micro-scale. Such standardised generic models are useful for preliminary implant design, where the effect of the geometry and material properties of the implant on the bone micro-architecture can be simulated systematically to minimise subsequent animal studies and clinical tests. Importantly, evaluation and improvement of implant performances through the design process cannot be Table 1 Apparent elastic moduli Ea of trabecular lattices (each containing 144 trabeculae) against average trabecular thickness t. Moduli are calculated for intact lattice structures and for lattices missing centre trabecula (Fig. 4d) parallel to direction of load or perpendicular to direction of load 554 t, mm Ea of intact lattice, MPa 100 118.1 150 132.4 186 138.5 Direction of missing trabecula with respect to loading parallel perpendicular parallel perpendicular parallel perpendicular Ea of lattice with missing trabecula, MPa 107.5 118.1 122.4 132 125.4 137 Medical & Biological Engineering & Computing 2004, Vol. 42 carried out using individual, subject-specific, large-scale FE models: individual anatomy or the presence of local defects in the specimen can lead to misinterpretation of the analysis of mechanical performances of the bone-implant system with regard to a population of patients. This illustrates the need for both generic and specimen-specific bone models for practical purposes, even when computer resources for routine, large-scale FE modelling become available. A literature review of experimental data reported for the apparent elastic moduli of adult human trabecular bone from the proximal femur (BANSE et al., 1996; LI and ASPDEN, 1997; AUGAT et al., 1998; BROWN et al., 2002; HOMMINGA et al., 2002; KOHLES and ROBERTS, 2002; MORGAN et al., 2003) demonstrates that the reported properties vary by as much as an order of magnitude. Minimum reported values are around 100 MPa, and maximal ones are in the order of 4000 MPa. Even within individual specimens, large ranges and high standard deviations were reported (KRISCHAK et al., 1999). This substantial variability has been attributed mainly to the inhomogeneous trabecular bone structure (KRISCHAK et al., 1999), but discrepancies may also relate to differences in testing protocols (e.g. specimen shape and size, specimen preparation, strain magnitudes, strain rate etc.). Nevertheless, several experimental studies of the proximal femur (LI and ASPDEN, 1997; AUGAT et al., 1998; BROWN et al., 2002) reported apparent elastic moduli in the range of 100–200 MPa, which overlap the apparent elastic modulus of our computational lattice (150 MPa) with femoral trabeculae of normal, average thickness (283 mm). We further compared our computed apparent modulus (150 MPa) with values provided by other structural models. The volume fraction Vf in our model (bone tissue volume calculated using (3) and divided by a total lattice volume of 27 mm3) is Vf ¼ 0.267 (for trabeculae that are 283 mm thick), which is comparable with the study of VAN RIETBERGEN et al. (1995), who conducted FE analyses of real trabecular microarchitecture from the human tibial plateau (Vf ¼ 0.20–0.33). The apparent moduli calculated by VAN RIETBERGEN et al. (1995) varied between 80 and 102 MPa, which is in good agreement with the present findings. In contrast, for comparable Vf, our model predictions disagree with the apparent moduli (of over 500 MPa) predicted by WERNER et al. (1996), who used two truncated pyramids facing each other to represent a single trabecula. Apparently, for comparable Vf, a lattice made of truncated pyramids (WERNER et al., 1996) is stiffer than a lattice that is constructed with the present building blocks, which are based on real architecture. This stresses the importance of using real trabecular architecture in generic bone models. Considering the results from the above experimental and structural modelling studies together, we conclude that our building block trabeculae are suitable for representing the apparent elasticity of trabecular bone. The computational lattices containing thin, osteoporotic-like femoral trabeculae with thicknesses of 100 mm and 86 mm provided apparent moduli that were 22% (118.1 MPa) and 27% (111 MPa) lower, respectively. This prediction is in excellent agreement with experimental data showing a 30% reduction in the apparent elastic modulus of osteoporotic cancellous bone from the proximal femur with respect to normal controls (LI and ASPDEN, 1997). Based on these comparisons, we conclude that the singletrabecula generic element developed in the present study is well suited for representing cancellous bone in FE simulations of osteoporotic changes. The latter results also support previous studies that suggested that the main cause of the loss of mechanical quality of trabecular bone in osteoporosis is loss of structure, rather than degradation of the properties of the trabeculae tissue material (WERNER et al., 1996). Medical & Biological Engineering & Computing 2004, Vol. 42 In conclusion, we have presented a new, standard, parametric building block that is useful for large-scale FE studies of cancellous bone. Being idealised and smooth, but also being based on anatomical and physiological statistical data, this trabecula model is useful for reconstructions and FE analyses of large-scale bone models that represent ‘typical’, rather than subject-specific bones. Orthogonal lattices built using this building block showed structural stiffness behaviour that is very similar to that of real cancellous bone tested with small strains. Studies are currently being performed by our group to develop FE models of the trabecular structures of the calcaneus (for which we characterised the trabecular micro-architecture in detail (GEFEN and SELIKTAR, 2004) using this new trabecula model as a building block. The trabecula building block will be duplicated along polynoms that were previously fitted to the dominant trabecular paths in the calcaneus (GEFEN and SELIKTAR, 2004), to form two- and three-dimensional lattices of ‘typical’ trabecular bone volumes in the calcaneus. These generic models of regions of interest in the calcaneus will be employed in FE studies of stresses and strains in the trabecular micro-architecture of the calcaneus during physiological loadbearing. Acknowledgments—This study was supported by the Ela Kodesz Institute for Medical Engineering and Physical Sciences and by the Internal Fund of Tel Aviv University, Israel. References AN, Y. H., and FRIEDMAN, R. J. (1999): ‘Animal models in orthopaedic research’ (CRC Press, Boca Raton, Florida, USA, 1999) ANDERSON, I. A., and CARMAN, J. B. (2000): ‘How do changes to plate thickness, length, and face-connectivity affect femoral cancellous bone’s density and surface area? An investigation using regular cellular models’, J. Biomech., 33, pp. 327–335 AUGAT, P., LINK, T., LANG, T. F., LIN, J. C., MAJUMDAR, S., and GENANT, H. K. (1998): ‘Anisotropy of the elastic modulus of trabecular bone specimens from different anatomical locations’, Med. Eng. 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Eng., 217, pp. 105–110 WERNER, H. J., MARTIN, H., BEHREND, D., SCHMITZ, K. P., and SCHOBER, H. C. (1996): ‘The loss of stiffness as osteoporosis progresses’, Med. Eng. Phys., 18, pp. 601–606 VAN Author’s biography AMIT GEFEN is a Lecturer in the Department of Biomedical Engineering at the Faculty of Engineering of Tel Aviv University, Israel. He received his BSc in mechanical engineering in 1994, his MSc in 1997, and PhD in biomedical engineering (2001) from Tel Aviv University. During 2002–3, Dr Gefen was a post-doctoral fellow at the Injury Biomechanics Laboratory of the Bioengineering Department at the University of Pennsylvania. His research interests are in the study of normal and pathological effects of mechanical factors on the structure and function of human tissues, with an emphasis on the musculoskeletal system. Medical & Biological Engineering & Computing 2004, Vol. 42