Abstract
A current limitation of forensic practice in Western Australia is a lack of contemporary population-specific standards for biological profiling; this directly relates to the unavailability of documented human skeletal collections. With rapidly advancing technology, however, it is now possible to acquire accurate skeletal measurements from 3D scans contained in medical databases. The purpose of the present study, therefore, is to explore the accuracy of using cranial form to predict sex in adult Australians. Both traditional and geometric morphometric methods are applied to data derived from 3D landmarks acquired in CT-reconstructed crania. The sample comprises multi-detector computed tomography scans of 200 adult individuals; following 3D volume rendering, 46 anatomical landmarks are acquired using OsiriX (version 3.9). Centroid size and shape (first 20 PCs of the Procrustes coordinates) and the inter-landmark (ILD) distances between all possible pairs of landmarks are then calculated. Sex classification effectiveness of the 3D multivariate descriptors of size and shape and selected ILD measurements are assessed and compared; robustness of findings is explored using resampling statistics. Cranial shape and size and the ILD measurements are sexually dimorphic and explain 3.2 to 54.3 % of sample variance; sex classification accuracy is 83.5–88.0 %. Sex estimation using 3D shape appears to have some advantages compared to approaches using size measurements. We have, however, identified a simple and biologically meaningful single non-traditional linear measurement (glabella–zygion) that classifies Western Australian individuals according to sex with a high degree of expected accuracy (87.5–88 %).
Similar content being viewed by others
References
SWGANTH (2011) The Scientific Working Group for Forensic Anthropology.http://www.swganth.org. Accessed 13 December 2011
Franklin D, Flavel A, Kuliukas A, Cardini A, Marks MK, Oxnard CE, O’Higgins P (2011) Estimation of sex from sternal measurements in a Western Australian population. Forensic Sci Int. doi:10.1016/j.forsciint.2011.11.008
Franklin D, Flavel A, Kuliukas A, Hart R, Marks MK (2012) The development of forensic anthropological standards in Western Australia. 64th annual meeting of the American Academy of Forensic Sciences. Atlanta, Georgia. February 20, 2012
Kimmerle EH, Ross A, Slice D (2008) Sexual dimorphism in America: geometric morphometric analysis of the craniofacial region. J Forensic Sci 53:54–57
Franklin D, Freedman L, Milne N (2005) Sexual dimorphism and discriminant function sexing in indigenous South African crania. HOMO-J Comp Hum Biol 55:213–228
Grivas CR, Komar DA (2008) Kumho, Daubert and the nature of scientific inquiry: implications for forensic anthropology. J Forensic Sci 53:771–776
Christensen AM, Crowder CM (2009) Evidentiary standards for forensic anthropology. J Forensic Sci 54:1211–1216
Verhoff MA, Ramsthaler F, Krahahn J, Deml U, Gille RJ, Grabherr S, Thali MJ, Kreutz K (2008) Digital forensic osteology—possibilities in cooperation with the Virtopsy® project. Forensic Sci Int 174:152–156
Ramsthaler F, Kettner M, Verhoff MA (2010) Digital forensic osteology: morphological sexing of skeletal remains using volume-rendered cranial CT scans. Forensic Sci Int 195:148–152
Kranioti EF, Nathena D, Michalodimitrakis M (2011) Sex estimation of the Cretan humerus: a digital radiometric study. Int J Legal Med 125:659–667
Hsiao JH, Tsai SM, Chou ST, Pan JY, Tseng YC, Chang HP, Chen HS (2010) Sex determination using discriminant function analysis in children and adolescents: a lateral cephalometric study. Int J Legal Med 124:155–160
Macaluso PJ (2011) Sex discrimination from the glenoid cavity in black South Africans: morphometric analyses of digital photographs. Int J Legal Med 125:773–778
Spradley MK, Jantz RL (2011) Sex estimation in forensic anthropology: skull versus postcranial elements. J Forensic Sci 56:289–296
Robinson MS, Bidmos MA (2009) The skull and humerus in the determination of sex: reliability of discriminant function equations. Forensic Sci Int 186:86.e1–86.e5
Dabbs GR, Moore-Jansen PH (2010) A method of estimating sex using metric analysis of scapula. J Forensic Sci 55:199–152
Klingenberg CP (2011) MorphoJ: an integrated software package for geometric morphometrics. Mol Ecol Resour 11:353–357
Rohlf FJ, Slice DE (1990) Extensions of the Procrustes method for the optimal superimposition of landmarks. Syst Zool 39:40–59
Viðarsdóttir US, O’Higgins P, Stringer C (2002) A geometric morphometric study of regional differences in the ontogeny of the modern human facial skeleton. J Anat 201:211–229
Fadda C, Corti M (2000) Three dimensional geometric morphometric study of the Ethiopian Myomys–Stenocephalemys complex (Murinae, Rodentta). Hystrix 10:131–143
Cardini A, DinizFilho JAF, Polly PD, Elton S (2010) Biogeographic analysis using geometric morphometrics: clines in skull size and shape in a widespread African arboreal monkey. AMT Elewa (ed) Morphometrics for nonmorphometricians. Lecture notes in Earth Sciences 124, Springer, Heidelberg. doi:10.1007/978-3-540-95853-6_8
Viscosi V, Cardini A (2011) Leaves, taxonomy and geometric morphometrics: a simplified protocol for beginners. PLoS One 6(10):e25630. doi:10.1371/journal.pone.0025630
Rohlf FJ (2011) NTSYSpc, version 2.21k.Exeter Software, Setauket, New York
Manly BFJ (2001) Randomisation, bootstrap and Monte Carlo methods in biology. CRC, Boca Raton
Hammer Ø, Harper DAT, Ryan PD (2001) PAST: Paleontological Statistics software package for education and data analysis. Palaeontologia Electronica 4:9
Hammer Ø (2011) PAST ver. 2.09. http://norges.uio.no/past/download.html. Accessed 8 June 2011
SPSS (2009) PASW Statistics 18. Release version 18.0.0. SPSS, Inc., Chicago, IL. www.spss.com
Sanfilippo P, Cardini A, Sigal IA, Ruddle J, Chua B, Hewitt A, Mackey DA (2010) Geometric morphometric assessment of the optic cup in glaucoma. Exp Eye Res 91:405–414
Steyn M, İşcan MY (1998) Sexual dimorphism in the crania and mandibles of South African whites. Forensic Sci Int 98:9–16
Kranioti EF, İşcan MY, Michalodimitrakis M (2008) Craniometric analysis of the modern Cretan population. Forensic Sci Int 180:110.e1–110.e5
Nagaoka T, Shizushima A, Sawada J, Tomo S, Hoshino K, Sato H, Hirata K (2008) Sex determination using mastoid process measurements: standards for Japanese human skeletons of the medieval and early periods. Anth Sci 116:105–113
Reynolds M, Franklin D, Raymond MA, Dadour I (2008) Bloodstain measurement using computer fitted theoretical ellipses: a study in accuracy and precision. J Forensic Ident 58:469–484
Ward RE, Jamison PL (1991) Measurement precision and reliability in craniofacial anthropometry: implications and suggestions. J Craniofac Genet Dev Biol 11:156–164
Weinberg SM, Scott NM, Neiswanger K, Marazita ML (2005) Intraobserver error associated with measurements of the hand. Am J Hum Biol 17:368–371
Workshop of European Anthropologists (1980) Recommendations for age and sex diagnoses of skeletons. J Hum Evol 9:517–549
Buikstra JE, Ubelaker DH (1994) Standards for data collection from human skeletal remains. Arkansas Archaeological Survey, Arkansas
Walker PL (2008) Sexing skulls using discriminant function analysis of visually assessed traits. Am J Phys Anthropol 136:39–50
Hylander WL, Picq PG, Johnson KR (1991) Masticatory-stress hypotheses and the supraorbital region of primates. Am J Phys Anthropol 86:1–36
Lahr MM, Wright RVS (1996) The question of robusticity and the relationship between cranial size and shape in Homo sapiens. J Hum Evol 31:157–191
Rosas A, Bastir M (2002) Thin-plate spline analysis of allometry and sexual dimorphism in the human craniofacial complex. Am J Phys Anthropol 117:236–245
Bastir M, Godoy P, Rosas A (2011) Common features of sexual dimorphism in the cranial airways of different human populations. Am J Phys Anthropol 146:414–422
Johnson DR, O’Higgins P, Moore WJ, McAndrew TJ (1989) Determination of race and sex of the human skull by discriminant function analysis of linear and angular dimensions. Forensic Sci Int 41:41–53
Kemkes A, Gobel T (2006) Metric assessment of the “mastoid triangle” for sex determination: a validation study. J Forensic Sci 51:985–989
Franklin D, Freedman L, Milne N, Oxnard CE (2006) A geometric morphometric study of sexual dimorphism in the crania of indigenous southern Africans. S African J Sci 102:229–238
Gonzalez PN, Bernal V, Perez SI (2011) Analysis of sexual dimorphism of craniofacial traits using geometric morphometric techniques. Int J Osteoarch 21:82–91
Bigoni L, Veleminska J, Bruzek J (2010) Three-dimensional geometric morphometric analysis of cranio-facial sexual dimorphism in a Central European population of known sex. HOMO-J Comp Hum Biol 61:16–32
Howells WW (1973) Cranial variation in man: a study by multivariate analysis of patterns of difference among recent human populations. Peabody Museum of Archaeology and Ethnology, Massachusetts
Bass WM (2005) Human osteology: a laboratory and field manual of the human skeleton. Missouri Archaeological Society, Missouri
Buikstra JE, Ubelaker DH (1994) Standards for data collection from human skeletal remains. Arkansas Archaeological Survey, Arkansas
de Villiers H (1968) The skull of the South African Negro: a biometrical and morphological study. Witwatersrand University Press, Johannesburg
Wood CG, Lynch JM (1996) Sexual dimorphism in the craniofacial skeleton of modern humans. In: Marcus LF, Corti M, Loy A, Naylor GLP, Slice DE (eds) Advances in morphometrics. Plenum, New York, pp 407–414
Acknowledgements
The authors would like to thank A/Prof. Rob Hart, Frontier Medical Imaging International, Western Australia, for assistance with obtaining and interpreting the CT scans. We also thank Dr. Paul Sanfilippo, University of Melbourne, for assistance with statistical applications and interpretations. The authors also thank the reviewers and editor for their helpful comments. Funding is provided by ARC Discovery Grant (DP1092538).
Author information
Authors and Affiliations
Corresponding author
Electronic supplementary materials
Below is the link to the electronic supplementary material.
ESM 1
(DOCX 48 kb)
Rights and permissions
About this article
Cite this article
Franklin, D., Cardini, A., Flavel, A. et al. The application of traditional and geometric morphometric analyses for forensic quantification of sexual dimorphism: preliminary investigations in a Western Australian population. Int J Legal Med 126, 549–558 (2012). https://doi.org/10.1007/s00414-012-0684-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00414-012-0684-8