A Genome-Wide Association Study Identifies Five Loci Influencing Facial Morphology in Europeans
Open accessAbstract
Inter-individual variation in facial shape is one of the most noticeable phenotypes in humans, and it is clearly under genetic regulation; however, almost nothing is known about the genetic basis of normal human facial morphology. We therefore conducted a genome-wide association study for facial shape phenotypes in multiple discovery and replication cohorts, considering almost ten thousand individuals of European descent from several countries. Phenotyping of facial shape features was based on landmark data obtained from three-dimensional head magnetic resonance images (MRIs) and two-dimensional portrait images. We identified five independent genetic loci associated with different facial phenotypes, suggesting the involvement of five candidate genes--PRDM16, PAX3, TP63, C5orf50, and COL17A1--in the determination of the human face. Three of them have been implicated previously in vertebrate craniofacial development and disease, and the remaining two genes potentially represent novel players in the molecular networks governing facial development. Our finding at PAX3 influencing the position of the nasion replicates a recent GWAS of facial features. In addition to the reported GWA findings, we established links between common DNA variants previously associated with NSCL/P at 2p21, 8q24, 13q31, and 17q22 and normal facial-shape variations based on a candidate gene approach. Overall our study implies that DNA variants in genes essential for craniofacial development contribute with relatively small effect size to the spectrum of normal variation in human facial morphology. This observation has important consequences for future studies aiming to identify more genes involved in the human facial morphology, as well as for potential applications of DNA prediction of facial shape such as in future forensic applications.
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Facial shape appears to be influenced by a limited set of candidate genes.
“Facial shape appears to be influenced by a limited set of candidate genes 3”
From The evolutionary history of the human face (2019) · cites this paper as [3]
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References 84 · Cited by 326
Research works printed but not linked: 2
- [68]Hall JG, Allanson JE, Gripp KW, Slavotinek AM (2007) Handbook of Physical Measurements Second Edition: Oxford university press.
- [73]Melka MG, Bernard M, Mahboubi A, Abrahamowicz M, Paterson AD, et al (2011) Genome-Wide Scan for Loci of Adolescent Obesity and Their Relationship with Blood Pressure. J Clin Endocrinol Metab 22013104
- Authors
- Liu, F., van der Lijn, F., Schurmann, C., Zhu, G., Chakravarty, M. M., Hysi, P. G., Wollstein, A., Lao, O., de Bruijne, M., Ikram, M. A., van der Lugt, A., Rivadeneira, F., Uitterlinden, A. G., Hofman, A., Niessen, W. J., Homuth, G., de Zubicaray, G., McMahon, K. L., Thompson, P. M., Daboul, A., Puls, R., Hegenscheid, K., Bevan, L., Pausova, Z., Medland, S. E., Montgomery, G. W., Wright, M. J., Wicking, C., Boehringer, S., Spector, T. D., Paus, T., Martin, N. G., Biffar, R., & Kayser, M.
- Affiliations
- Erasmus MC (NL)
- Universität Greifswald (DE)
- QIMR Berghofer Medical Research Institute (AU)
- Centre for Addiction and Mental Health (CA)
- King's College London (GB)
- The University of Queensland (AU)
- University of California, Los Angeles (US)
- Universitätsmedizin Greifswald (DE)
- University of Toronto (CA)
- Corresponding author
- Liu, Fan
- Schurmann, Claudia
- Zhu, Gu
- Chakravarty, M. Mallar
- Hysi, Pirro G.
- Wollstein, Andreas
- Ikram, M. Arfan
- Rivadeneira, Fernando
- Uitterlinden, André G.
- Niessen, Wiro J.
- Homuth, Georg
- McMahon, Katie L.
- Thompson, Paul M.
- Daboul, Amro
- Puls, Ralf
- Hegenscheid, Katrin
- Bevan, Liisa
- Medland, Sarah E.
- Montgomery, Grant W.
- Wright, Margaret J.
- Wicking, Carol
- Paus, Tomáš
- Martin, Nicholas G.
- Biffar, Reiner
- Kayser, Manfred
- ORCID
- Liu, Fan
- Schurmann, Claudia
- Zhu, Gu
- Chakravarty, M. Mallar
- Hysi, Pirro G.
- Ikram, M. Arfan
- Rivadeneira, Fernando
- Uitterlinden, André G.
- Niessen, Wiro J.
- Homuth, Georg
- McMahon, Katie L.
- Thompson, Paul M.
- Daboul, Amro
- Hegenscheid, Katrin
- Medland, Sarah E.
- Montgomery, Grant W.
- Wright, Margaret J.
- Wicking, Carol
- Paus, Tomáš
- Martin, Nicholas G.
- Biffar, Reiner
- Kayser, Manfred
- Venue
- PLoS Genetics
- Publisher
- Public Library of Science (PLoS)
- Published
- 2012-09-13
- Volume
- 8
- Issue
- 9
- Pages
- e1002932
- ISSN
- 1553-7390 (ISSN-L)
- 1553-7404
- PMC
- PMC3441666
- OpenAlex
- W2118890802
- Cited by
- 326
- References
- 84
- Citations by year
- 2026: 7 · 2025: 16 · 2024: 12 · 2023: 17 · 2022: 22 · 2021: 24 · 2020: 15 · 2019: 21 · 2018: 36 · 2017: 27 · 2016: 29 · 2015: 31 · 2014: 40 · 2013: 24 · 2012: 4
- FWCI
- 19.08
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS Genetics (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- QUT ePrints (Queensland University of Technology) (submittedVersion, cc-by)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- RePub (Erasmus University Rotterdam) (submittedVersion, other-oa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Figshare (submittedVersion, cc-by)
- Research Portal (King's College London) (submittedVersion)
- PLoS ONE (cc-by)
- Funders
- Heart and Stroke Foundation of Canada
- Wellcome Trust (FP7/2007–2013, 01254, 201865, 201413, HEALTH-F4-2007-201413)
- Compute Canada
- Government of Ontario
- National Institute for Health and Care Research (FP7/2007–2013)
- King's College London
- European Commission (QLG2-CT-2002-01254, 2007–2013, 01ZZ0103, FP7 2007-2013, 950998, 201413, 201865, FP7/2007, 01ZZ0403, 01254, 03ZIK012, 01ZZ9603, 014-93-015)
- Deutsche Forschungsgemeinschaft (GRK-840, 01ZZ0403, FP7/2007–2013, 01ZZ9603, 03ZIK012, 01ZZ0103)
- ZonMw (050-060-810)
- Bundesministerium für Bildung und Forschung (01ZZ9603, 01ZZ0103, and 01ZZ0403, 03ZIK012, 01ZZ0403, and 01ZZ0403, GRK-840, 01ZZ0103, 01ZZ9603)
- Erasmus Medisch Centrum (050-060-810, 014-93-015)
- Nederlandse Organisatie voor Wetenschappelijk Onderzoek (050.060.810, FP7 2007-2013, 014-93-015, 911-03-012, 01ZZ9603, 01ZZ0403, 175.010.200, 175.010.2005.011, 01ZZ0103)
- University of Toronto
- Siemens
- Universität Greifswald
- Ministry of Cultural Affairs
- National Institutes of Health (FP7/2007-2013, 389875, QLG2-CT-2002-01254)
- Directorate for Biological Sciences
- Heart And Stroke Foundation Of Quebec
- Canadian Institutes of Health Research
- Medical Research Council (FP7/20072013)
- Biotechnology and Biological Sciences Research Council (G20234)
- Australian Research Council (DP1093900, DP0664638, LP110100121, A79906588, A 79801419, 389875, A7960034, DP0212016, QLG2-CT-2002-01254, DP0343921)
- National Health and Medical Research Council (496682, A7960034, A79906588, 981339, 389891, 552485, DP0212016, 613608, 241944, 950998, 389875, A79801419)
- National Eye Institute (R01EY018246)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01HD050735, HD50735)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Physical Sciences › Mathematics › Geometry and Topology › Morphological variations and asymmetry
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Cleft Lip and Palate Research
- Keywords
- facial morphology, facial shape, craniofacial development, genetic loci, Pax3, PRDM16, p63, COL17A1, facial landmarks, forensic applications, European populations
- MeSH terms
- PAX3 Transcription Factor, Collagen Type XVII, Autoantigens, DNA-Binding Proteins, Face, Humans, Magnetic Resonance Imaging, Phenotype, Transcription Factors, Body Patterning, Polymorphism, Single Nucleotide, Imaging, Three-Dimensional, Non-Fibrillar Collagens, Tumor Suppressor Proteins, White People, Paired Box Transcription Factors, Genome-Wide Association Study
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