The anthropometries of elite wheelchair racing athletes differ from the generic, able-bodied anthropometries commonly used in computational biomechanical simulations. The impact of using able-bodied parameters on the accuracy of simulations involving wheelchair racing is currently unknown. In this study, athlete-specific mass segment inertial parameters of the head and neck, torso, upper arm, forearm, hand, thigh, shank, and feet for five elite wheelchair athletes were calculated using dual-energy X-ray absorptiometry (DXA) scans. These were compared against commonly used anthropometrics parameters of data presented in the literature. A computational biomechanical simulation of wheelchair propulsion using the upper extremity dynamic model in opensim assessed the sensitivity of athlete-specific mass parameters using Kruskal–Wallis analysis and Spearman correlations. Substantial between-athlete body mass distribution variances (thigh mass between 7.8% and 22.4% total body mass) and between-limb asymmetries (<62.4% segment mass; 3.1 kg) were observed. Compared to nonathletic able-bodied anthropometric data, wheelchair racing athletes demonstrated greater mass in the upper extremities (up to 3.8% total body mass) and less in the lower extremities (up to 9.8% total body mass). Computational simulations were sensitive to individual body mass distribution, with joint torques increasing by up to 31.5% when the scaling of segment masses (measured or generic) differed by up to 2.3% total body mass. These data suggest that nonathletic, able-bodied mass segment inertial parameters are inappropriate for analyzing elite wheelchair racing motion.
Issue Section:
Research Papers
References
1.
Neptune
, R. R.
, 2000
, “Computer Modeling and Simulation of Human Movement. Applications in Sport and Rehabilitation
,” Phys. Med. Rehabil. Clin. North Am.
, 11
(2
), pp. 417
–434
.2.
Valente
, G.
, Pitto
, L.
, Testi
, D.
, Seth
, A.
, Delp
, S. L.
, Stagni
, R.
, Viceconti
, M.
, and Taddei
, F.
, 2014
, “Are Subject-Specific Musculoskeletal Models Robust to the Uncertainties in Parameter Identification?
,” PLoS One
, 9
(11
), p. e112625
.3.
Delp
, S. L.
, Anderson
, F. C.
, Arnold
, A. S.
, Loan
, P.
, Habib
, A.
, John
, C. T.
, Guendelman
, E.
, and Thelen
, D. G.
, 2007
, “OpenSim: Open-Source Software to Create and Analyze Dynamic Simulations of Movement
,” IEEE Trans. Biomed. Eng.
, 54
(11
), pp. 1940
–1950
.4.
Hicks
, J. L.
, Uchida
, T. K.
, Seth
, A.
, Rajagopal
, A.
, and Delp
, S. L.
, 2015
, “Is my Model Good Enough? Best Practices for Verification and Validation of Musculoskeletal Models and Simulations of Movement
,” ASME J. Biomech. Eng.
, 137
(2
), pp. 1
–24
.5.
Anderson
, A. E.
, Ellis
, B. J.
, and Weiss
, J. A.
, 2007
, “Verification, Validation and Sensitivity Studies in Computational Biomechanics
,” Comput. Methods Biomech. Biomed. Eng.
, 10
(3
), pp. 171
–184
.6.
Blana
, D.
, Hincapie
, J. G.
, Chadwick
, E. K.
, and Kirsch
, R. F.
, 2008
, “A Musculoskeletal Model of the Upper Extremity for Use in the Development of Neuroprosthetic Systems
,” J. Biomech.
, 41
(8
), pp. 1714
–1721
.7.
Saul
, K. R.
, Hu
, X.
, Goehler
, C. M.
, Vidt
, M. E.
, Daly
, M.
, Velisar
, A.
, and Murray
, W. M.
, 2015
, “Benchmarking of Dynamic Simulation Predictions in Two Software Platforms Using an Upper Limb Musculoskeletal Model
,” Comput. Methods Biomech. Biomed. Eng.
, 18
(13
), pp. 1445
–1458
.8.
Holzbaur
, K. R.
, Murray
, W. M.
, and Delp
, S. L.
, 2005
, “A Model of the Upper Extremity for Simulating Musculoskeletal Surgery and Analyzing Neuromuscular Control
,” Ann. Biomed. Eng.
, 33
(6
), pp. 829
–840
.9.
Charlton
, I. W.
, and Johnson
, G. R.
, 2006
, “A Model for the Prediction of the Forces at the Glenohumeral Joint
,” Proc. Inst. Mech. Eng., Part H
, 220
(8
), pp. 801
–812
.10.
Dillon
, M. P.
, Barker
, T. M.
, and Pettet
, G.
, 2008
, “Effect of Inaccuracies in Anthropometric Data and Linked-Segment Inverse Dynamic Modeling on Kinetics of Gait in Persons With Partial Foot Amputation
,” J. Rehabil. Res. Dev.
, 45
(9
), pp. 1303
–1316
.11.
Klein Breteler
, M. D.
, Spoor
, C. W.
, and Van der Helm
, F. C.
, 1999
, “Measuring Muscle and Joint Geometry Parameters of a Shoulder for Modeling Purposes
,” J. Biomech.
, 32
(11
), pp. 1191
–1197
.12.
McConville
, J. T.
, and Air Force Aerospace Medical Research Laboratory (U.S.)
, 1981
, Anthropometric Relationships of Body and Body Segment Moments of Inertia
, Air Force Aerospace Medical Research Laboratory, Aerospace Medical Division, Air Force Systems, Wright-Patterson Air Force Base
, OH; Washington, D.C.; Springfield, VA
.13.
Clauser
, C. E.
, McConville
, J. T.
, and Young
, J. W.
, 1969
, “Weight, Volume, and Center of Mass Segments of the Human Body
,” J. Occup. Environ. Med.
, 13
(5
), p. 270
.14.
de Leva
, P.
, 1996
, “Adjustments to Zatsiorsky-Seluyanov's Segment Inertia Parameters
,” J. Biomech.
, 29
(9
), pp. 1223
–1230
.15.
Reich
, J.
, and Daunicht
, W. J.
, 2000
, “A Rigid Body Model of the Forearm
,” J. Biomech.
, 33
(9
), pp. 1159
–1168
.16.
Sartori
, M.
, Gizzi
, L.
, Lloyd
, D. G.
, and Farina
, D.
, 2013
, “A Musculoskeletal Model of Human Locomotion Driven by a Low Dimensional Set of Impulsive Excitation Primitives
,” Front. Comput. Neurosci.
, 7
(79
), pp. 1
–22
.17.
Ganley
, K. J.
, and Powers
, C. M.
, 2004
, “Determination of Lower Extremity Anthropometric Parameters Using Dual Energy X-Ray Absorptiometry: The Influence on Net Joint Moments During Gait
,” Clin. Biomech. (Bristol, Avon)
, 19
(1
), pp. 50
–56
.18.
Cheng
, C. K.
, Chen
, H. H.
, Chen
, C. S.
, Chen
, C. L.
, and Chen
, C. Y.
, 2000
, “Segment Inertial Properties of Chinese Adults Determined From Magnetic Resonance Imaging
,” Clin. Biomech. (Bristol, Avon)
, 15
(8
), pp. 559
–566
.19.
Durkin
, J. L.
, and Dowling
, J. J.
, 2003
, “Analysis of Body Segment Parameter Differences Between Four Human Populations and the Estimation Errors of Four Popular Mathematical Models
,” ASME J. Biomech. Eng.
, 125
(4
), pp. 515
–522
.20.
Winter
, D. A.
, 1990
, “Anthropometry
,” Biomechanics and Motor Control of Human Movement
, Wiley
, Hoboken, NJ
, pp. 82
–106
.21.
Hanavan
, E. P.
, Jr., 1964
, “A Mathematical Model of the Human Body
,” Aerospace Medical Research Laboratories (U.S.), Wright-Patterson Air Force Base, OH, Report No. AMRL-TR-64-102
.22.
Pearsall
, D. J.
, and Costigan
, P. A.
, 1999
, “The Effect of Segment Parameter Error on Gait Analysis Results
,” Gait Posture
, 9
(3
), pp. 173
–183
.23.
Rao
, G.
, Amarantini
, D.
, Berton
, E.
, and Favier
, D.
, 2006
, “Influence of Body Segments' Parameters Estimation Models on Inverse Dynamics Solutions During Gait
,” J. Biomech.
, 39
(8
), pp. 1531
–1536
.24.
Arnold
, A. S.
, and Delp
, S. L.
, 2005
, “Computer Modeling of Gait Abnormalities in Cerebral Palsy: Application to Treatment Planning
,” TIES
, 6
(3–4
), pp. 305
–312
.25.
Valente
, G.
, Taddei
, F.
, and Jonkers
, I.
, 2013
, “Influence of Weak Hip Abductor Muscles on Joint Contact Forces During Normal Walking: Probabilistic Modeling Analysis
,” J. Biomech.
, 46
(13
), pp. 2186
–2193
.26.
Keil
, M.
, Totosy de Zepetnek
, J. O.
, Brooke-Wavell
, K.
, and Goosey-Tolfrey
, V. L.
, 2016
, “Measurement Precision of Body Composition Variables in Elite Wheelchair Athletes, Using Dual-Energy X-Ray Absorptiometry
,” Eur. J. Sport Sci.
, 16
(1
), pp. 65
–71
.27.
Kocina
, P.
, 1997
, “Body Composition of Spinal Cord Injured Adults
,” Sports Med.
, 23
(1
), pp. 48
–60
.28.
Lussier
, L.
, Knight
, J.
, Bell
, G.
, Lohman
, T.
, and Morris
, A. F.
, 1983
, “Body Composition Comparison in Two Elite Female Wheelchair Athletes
,” Paraplegia
, 21
(1
), pp. 16
–22
.29.
Bolsterlee
, B.
, Veeger
, D. H.
, and Chadwick
, E. K.
, 2013
, “Clinical Applications of Musculoskeletal Modelling for the Shoulder and Upper Limb
,” Med. Biol. Eng. Comput.
, 51
(9
), pp. 953
–963
.30.
Langenderfer
, J. E.
, Laz
, P. J.
, Petrella
, A. J.
, and Rullkoetter
, P. J.
, 2008
, “An Efficient Probabilistic Methodology for Incorporating Uncertainty in Body Segment Parameters and Anatomical Landmarks in Joint Loadings Estimated From Inverse Dynamics
,” ASME J. Biomech. Eng.
, 130
(1
), pp. 1
–7
.31.
Wesseling
, M.
, de Groote
, F.
, and Jonkers
, I.
, 2014
, “The Effect of Perturbing Body Segment Parameters on Calculated Joint Moments and Muscle Forces During Gait
,” J. Biomech.
, 47
(2
), pp. 596
–601
.32.
Rossi
, M.
, Lyttle
, A.
, El-Sallam
, A.
, Benjanuvatra
, N.
, and Blanksby
, B.
, 2013
, “Body Segment Inertial Parameters of Elite Swimmers Using DXA and Indirect Methods
,” J. Sports Sci. Med.
, 12
(4
), pp. 761
–775
.https://www.ncbi.nlm.nih.gov/pubmed/2442173733.
Laschowski
, B.
, and McPhee
, J.
, 2016
, “Quantifying Body Segment Parameters Using Dual-Energy X-Ray Absorptiometry: A Paralympic Wheelchair Curler Case Report
,” Procedia Eng.
, 147
, pp. 163
–167
.34.
Durkin
, J. L.
, and Dowling
, J. J.
, 2006
, “Body Segment Parameter Estimation of the Human Lower Leg Using an Elliptical Model With Validation From DEXA
,” Ann. Biomed. Eng.
, 34
(9
), pp. 1483
–1493
.35.
Lee
, M. K.
, Le
, N. S.
, Fang
, A. C.
, and Koh
, M. T.
, 2009
, “Measurement of Body Segment Parameters Using Dual Energy X-Ray Absorptiometry and Three-Dimensional Geometry: An Application in Gait Analysis
,” J. Biomech.
, 42
(3
), pp. 217
–222
.36.
Slosman
, D. O.
, Casez
, J. P.
, Pichard
, C.
, Rochat
, T.
, Fery
, F.
, Rizzoli
, R.
, Bonjour
, J. P.
, Morabia
, A.
, and Donath
, A.
, 1992
, “Assessment of Whole-Body Composition With Dual-Energy X-Ray Absorptiometry
,” Radiology
, 185
(2
), pp. 593
–598
.37.
Durkin
, J. L.
, Dowling
, J. J.
, and Andrews
, D. M.
, 2002
, “The Measurement of Body Segment Inertial Parameters Using Dual Energy X-Ray Absorptiometry
,” J. Biomech.
, 35
(12
), pp. 1575
–1580
.38.
Nana
, A.
, Slater
, G. J.
, Hopkins
, W. G.
, and Burke
, L. M.
, 2013
, “Effects of Exercise Sessions on DXA Measurements of Body Composition in Active People
,” Med. Sci. Sports Exercise
, 45
(1
), pp. 178
–185
.39.
Tweedy
, S. M.
, and Bourke
, J.
, 2010
, “IPC Athletics Classification Project for Physical Impairments; Final Report—Stage 1
,” IPC Athletics, Bonn, Germany, Report No. 1.40.
International Triathlon Union
, 2015
, “ITU Paratriathlon Classification Rules
,” International Triathlon Union
, Lausanne, Switzerland
.41.
Dempster
, W. T.
, 1955
, “Space Requirements of the Seated Operator
,” Air Research and Development Command, United States Air Force, Wright-Patterson Air Force Base, OH.42.
Laschowski
, B.
, and McPhee
, J.
, 2016
, “Body Segment Parameters of Paralympic Athletes From Dual-Energy X-Ray Absorptiometry
,” Sports Eng.
, 19
(3
), pp. 155
–162
.43.
Zatsiorsky
, V.
, 2002
, Kinetics of Human Motion
, Human Kinetics, Champaign, IL
.44.
Bell
, D. R.
, Sanfilippo
, J. L.
, Binkley
, N.
, and Heiderscheit
, B. C.
, 2014
, “Lean Mass Asymmetry Influences Force and Power Asymmetry During Jumping in Collegiate Athletes
,” J. Strength Cond. Res.
, 28
(4
), pp. 884
–891
.45.
Braune
, W.
, and Fischer
, O.
, 1889
, The Center of Gravity of the Human Body as Related to the German Infantryman
, National Technical Information Service
, Springfield, VA
.46.
Chen
, S.-C.
, Hsieh
, H.-J.
, Lu
, T.-W.
, and Tseng
, C.-H.
, 2011
, “A Method for Estimating Subject-Specific Body Segment Inertial Parameters in Human Movement Analysis
,” Gait Posture
, 33
(4
), pp. 695
–700
.47.
Fujikawa
, K.
, 1963
, “The Center of Gravity in the Parts of Human Body
,” Okajimas Folia Anat. Jpn.
, 39
(3
), pp. 117
–125
.48.
Harless
, E.
, 1860
, “The Static Moments of the Component Masses of the Human Body
,” Treatises of the Mathematics—Physics Class
, Wright-Patterson Air Force Base, Royal Bavarian Academy of Sciences
, Wright-Patterson Air Force Base, OH
, pp. 257
–294
.49.
Jensen
, R. K.
, 1989
, “Changes in Segment Inertia Proportions Between 4 and 20 Years
,” J. Biomech.
, 22
(6–7
), pp. 529
–536
.50.
Jensen
, R. K.
, 1986
, “Body Segment Mass, Radius and Radius of Gyration Proportions of Children
,” J. Biomech.
, 19
(5
), pp. 359
–368
.51.
Jensen
, R. K.
, and Fletcher
, P.
, 1994
, “Distribution of Mass to the Segments of Elderly Males and Females
,” J. Biomech.
, 27
(1
), pp. 89
–96
.52.
Ma
, Y.
, Lee
, K.
, Li
, L.
, and Kwon
, J.
, 2011
, “Nonlinear Regression Equations for Segmental Mass-Inertial Characteristics of Korean Adults Estimated Using Three-Dimensional Range Scan Data
,” Appl. Ergonom.
, 42
(2
), pp. 297
–308
.53.
Pavol
, M. J.
, Owings
, T. M.
, and Grabiner
, M. D.
, 2002
, “Body Segment Inertial Parameter Estimation for the General Population of Older Adults
,” J. Biomech.
, 35
(5
), pp. 707
–712
.54.
Mason
, B.
, Lenton
, J.
, Leicht
, C.
, and Goosey-Tolfrey
, V.
, 2014
, “A Physiological and Biomechanical Comparison of Over-Ground, Treadmill and Ergometer Wheelchair Propulsion
,” J. Sports Sci.
, 32
(1
), pp. 78
–91
.55.
Kainz
, H.
, 2016
, “Evaluation of Direct and Inverse Kinematic Modelling for Typical and Cerebral Palsy Gait
,” Griffith University, Queensland, Australia.56.
DiGiovine
, C. P.
, Cooper
, R. A.
, DiGiovine
, M. M.
, Boninger
, M. L.
, and Robertson
, R. N.
, 2000
, “Frequency Analysis of Kinematics of Racing Wheelchair Propulsion
,” IEEE Trans. Rehabil. Eng.
, 8
(3
), pp. 2714
–2716
.57.
Ren
, L.
, Jones
, R. K.
, and Howard
, D.
, 2008
, “Whole Body Inverse Dynamics Over a Complete Gait Cycle Based Only on Measured Kinematics
,” J. Biomech.
, 41
(12
), pp. 2750
–2759
.58.
Hopkins
, W. G.
, 2002
, “A Scale of Magnitudes for Effect Statistics
,” Okayama University Medical School, Okayama, Japan, accessed May 18, 2017, http://www.sportsci.org/resource/stats/effectmag.html59.
Veeger
, H. E. J.
, Rozendaal
, L. A.
, and van der Helm
, F. C. T.
, 2002
, “Load on the Shoulder in Low Intensity Wheelchair Propulsion
,” Clin. Biomech. (Bristol, Avon)
, 17
(3
), pp. 211
–218
.60.
Goosey
, V.
, Campbell
, I. G.
, and Fowler
, N. E.
, 2000
, “Effect of Push Frequency on the Economy of Wheelchair Racers
,” Med. Sci. Sports Exercise
, 32
(1
), pp. 174
–181
.61.
Vanlandewijck
, Y. C.
, Spaepen
, A. J.
, and Lysens
, R. J.
, 1994
, “Wheelchair Propulsion Efficiency—Movement Pattern Adaptations to Speed Changes
,” Med. Sci. Sports Exercise
, 26
(11
), pp. 1373
–1381
.62.
Wang
, Y. T.
, Deutsch
, H.
, Morse
, M.
, Hedrick
, B.
, and Millikan
, T.
, 1995
, “Three-Dimensional Kinematics of Wheelchair Propulsion Across Racing Speeds
,” Adapt. Phys. Act. Q.
, 12
(1
), pp. 78
–89
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