The DOI matches its Crossref record; 59 of the 59 references it cites were found in a registry or an index.
Comprehensive candidate gene study highlights UGT1A and BNC2 as new genes determining continuous skin color variation in Europeans
Abstract
Natural variation in human skin pigmentation is primarily due to genetic causes rooted in recent evolutionary history. Genetic variants associated with human skin pigmentation confer risk of skin cancer and may provide useful information in forensic investigations. Almost all previous gene-mapping studies of human skin pigmentation were based on categorical skin color information known to oversimplify the continuous nature of human skin coloration. We digitally quantified skin color into hue and saturation dimensions for 5,860 Dutch Europeans based on high-resolution skin photographs. We then tested an extensive list of 14,185 single nucleotide polymorphisms in 281 candidate genes potentially involved in human skin pigmentation for association with quantitative skin color phenotypes. Confirmatory association was revealed for several known skin color genes including HERC2, MC1R, IRF4, TYR, OCA2, and ASIP. We identified two new skin color genes: genetic variants in UGT1A were significantly associated with hue and variants in BNC2 were significantly associated with saturation. Overall, digital quantification of human skin color allowed detecting new skin color genes. The variants identified in this study may also contribute to the risk of skin cancer. Our findings are also important for predicting skin color in forensic investigations.
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“a high-frequency introgressed haplotype that influences skin pigmentation levels in Europeans (Fig. S15)59,60”
From Quantifying the contribution of Neanderthal introgression to the heritability of complex traits (2021) · cites this paper as [59]
In the citing paper
“However, it shows little evidence of having been a direct target of selection ( Jacobs et al., 2013 ).”
From The genetic architecture of human skin pigmentation: evolution and adaptation across global populations (2026) · cites this paper as Jacobs et al., 2013
In the citing paper
“UGT1A , in contrast, appears to influence pigmentation primarily through metabolic pathways rather than the canonical pathway of melanogenesis.”
From The genetic architecture of human skin pigmentation: evolution and adaptation across global populations (2026) · cites this paper as Jacobs et al., 2013
In the citing paper
“The rs6742078 variant of this gene is strongly associated with quantitative measures of skin hue in Europeans, marking it as a genuine but noncanonical pigmentation locus.”
From The genetic architecture of human skin pigmentation: evolution and adaptation across global populations (2026) · cites this paper as Jacobs et al., 2013
Citations
Cites
The validity and practicality of sun-reactive skin types I through VI
Fitzpatrick, T. B. (1988) · Archives of Dermatology · doi:10.1001/archderm.1988.01670060015008 · Cited by 4,339
The Rotterdam Study: objectives and design update
Albert Hofman, D., Breteler, M. M. B., van Duijn, C. M., Krestin, G. P., Pols, H. A. P., Stricker, B. H. C., Tiemeier, H. W., Uitterlinden, A. G., Vingerling, J. R., & Witteman, J. C. M. (2007) · European Journal of Epidemiology · doi:10.1007/s10654-007-9199-x · Cited by 1,408
Self-citationThe evolution of human skin coloration
Jablonski, N. G., & Chaplin, G. (2000) · Journal of Human Evolution · doi:10.1006/jhev.2000.0403 · Cited by 1,212 · cited 1×
“Skin pigmentation is strikingly diverse in humans, varying from very dark to very light with increasing distance from the equator (Jablonski and Chaplin 2000).”
BackgroundWada, K., Tanaka, K., & Nakashima, K. (2011) · PubMed · Cited by 1,132
SLC24A5, a putative cation exchanger, affects pigmentation in zebrafish and humans
Lamason, R. L., Mohideen, M.-A. P. K., Mest, J. R., Wong, A. C., Norton, H. L., Aros, M. C., Jurynec, M. J., Mao, X., Humphreville, V. R., Humbert, J. E., et al. (2005) · Science · doi:10.1126/science.1116238 · Cited by 1,043
Smith, A. R. (1978) · ACM SIGGRAPH Computer Graphics · doi:10.1145/965139.807361 · Cited by 1,006
Valverde, P., Healy, E., Jackson, I., Rees, J. L., & Thody, A. J. (1995) · Nature Genetics · doi:10.1038/ng1195-328 · Cited by 999
Smith, A. R. (1978) · ACM SIGGRAPH Conference (SIGGRAPH) · doi:10.1145/800248.807361 · Cited by 872
Gandini, S., Sera, F., Cattaruzza, M. S., Pasquini, P., Zanetti, R., Masini, C., Boyle, P., & Melchi, C. F. (2005) · European Journal of Cancer · doi:10.1016/j.ejca.2005.03.034 · Cited by 829
Genetic determinants of hair, eye and skin pigmentation in Europeans
Sulem, P., Gudbjartsson, D. F., Stacey, S. N., Helgason, A., Rafnar, T., Magnusson, K. P., Manolescu, A., Karason, A., Palsson, A., Thorleifsson, G., et al. (2007) · Nature Genetics · doi:10.1038/ng.2007.13 · Cited by 750 · cited 13×
“04 1 .00 -0.038 0.012 1.1E-03 1.00 OCA2 rs7495174 15 26017833 G A 0.06 -0 .425 0.131 1.1E-03 1.00 0 .007 0.002 3.8E-03 1.00 0.114 0.021 1.1E207 0.01 HERC2 rs12913832 15 26039213 A G 0.17 0.126 0.069 0.07 1.00 0.009 0.001 3.1E211 \0.01 0.256 0.011 1.5E2109 \0.01 SLC24A5 rs17426596 15 48424083 C T 2.6E-04 1.785 1.609 0.…”
BackgroundResultInfluentialBone mineral density, osteoporosis, and osteoporotic fractures: a genome-wide association study
Richards, J. B., Rivadeneira, F., Inouye, M., Pastinen, T., Soranzo, N., Wilson, S. G., Andrew, T., Falchi, M., Gwilliam, R., Ahmadi, K. R., et al. (2008) · The Lancet · doi:10.1016/s0140-6736(08)60599-1 · Cited by 685
Self-citationGrønskov, K., Ek, J., & Brondum-Nielsen, K. (2007) · Orphanet Journal of Rare Diseases · doi:10.1186/1750-1172-2-43 · Cited by 569
Improving human forensics through advances in genetics, genomics and molecular biology
Kayser, M., & de Knijff, P. (2011) · Nature Reviews Genetics · doi:10.1038/nrg2952 · Cited by 538
Self-citationPalmer, J. S., Duffy, D. L., Box, N. F., Aitken, J. F., O'Gorman, L. E., Green, A. C., Hayward, N. K., Martin, N. G., & Sturm, R. A. (2000) · The American Journal of Human Genetics · doi:10.1086/302711 · Cited by 503
Han, J., Kraft, P., Nan, H., Guo, Q., Chen, C., Qureshi, A., Hankinson, S. E., Hu, F. B., Duffy, D. L., Zhao, Z. Z., et al. (2008) · PLoS Genetics · doi:10.1371/journal.pgen.1000074 · Cited by 499
Genetics of hair and skin color
Rees, J. L. (2003) · Annual Review of Genetics · doi:10.1146/annurev.genet.37.110801.143233 · Cited by 485
Web-Based, Participant-Driven Studies Yield Novel Genetic Associations for Common Traits
Eriksson, N., Macpherson, J. M., Tung, J. Y., Hon, L., Naughton, B., Saxonov, S., Avey, L., Wojcicki, A., Pe’er, I., & Mountain, J. L. (2010) · PLoS Genetics · doi:10.1371/journal.pgen.1000993 · Cited by 483
Genetic evidence for the convergent evolution of light skin in Europeans and East Asians
Norton, H. L., Kittles, R. A., Parra, E., McKeigue, P., Mao, X., Cheng, K., Canfield, V. A., Bradley, D. G., McEvoy, B., & Shriver, M. D. (2006) · Molecular Biology and Evolution · doi:10.1093/molbev/msl203 · Cited by 410 · cited 2×
“This is different from other studies that have full control of environmental light when using spectrophotometers (Norton et al. 2007; Stokowski et al. 2007; Edwards et al. 2010; Quillen et al. 2011) , in which the L dimension is the most useful in representing skin darkness.”
BackgroundTwo newly identified genetic determinants of pigmentation in Europeans
Sulem, P., Gudbjartsson, D. F., Stacey, S. N., Helgason, A., Rafnar, T., Jakobsdottir, M., Steinberg, S., Gudjonsson, S. A., Palsson, A., Thorleifsson, G., et al. (2008) · Nature Genetics · doi:10.1038/ng.160 · Cited by 368
New common variants affecting susceptibility to basal cell carcinoma
Stacey, S., Sulem, P., Másson, G., Gudjonsson, S. A., Þorleifsson, G., Jakobsdottir, M., Sigurðsson, Á., Gudbjartsson, D. F., Sigurgeirsson, B., Benediktsdóttir, K. R., et al. (2009) · Nature Genetics · doi:10.1038/ng.412 · Cited by 325
A Genomewide Association Study of Skin Pigmentation in a South Asian Population
Stokowski, R. P., Pant, P. V. K., Dadd, T., Fereday, A., Hinds, D. A., Jarman, C., Filsell, W., Ginger, R. S., Green, M. R., van der Ouderaa, F. J., et al. (2007) · The American Journal of Human Genetics · doi:10.1086/522235 · Cited by 315
The Genetics of Sun Sensitivity in Humans
Rees, J. L. (2004) · The American Journal of Human Genetics · doi:10.1086/425285 · Cited by 294
The Rotterdam Study: 2012 objectives and design update
Albert Hofman, D., van Duijn, C. M., Franco, O. H., Ikram, M. A., Janssen, H. L. A., Klaver, C. C. W., Kuipers, E. J., Nijsten, T. E. C., Stricker, B. H. C., Tiemeier, H. W., et al. (2011) · European Journal of Epidemiology · doi:10.1007/s10654-011-9610-5 · Cited by 290
Self-citationKayser, M., & Schneider, P. M. (2009) · Forensic Science International Genetics · doi:10.1016/j.fsigen.2009.01.012 · Cited by 287
Self-citationEye color and the prediction of complex phenotypes from genotypes.
Liu, F., van Duijn, K., Vingerling, J., Hofman, A., Uitterlinden, A., Janssens, A. C., & Kayser, M. (2009) · Current Biology · doi:10.1016/j.cub.2009.01.027 · Cited by 285
Self-citationMOLECULAR AND DEVELOPMENTAL GENETICS OF MOUSE COAT COLOR
Jackson, I. J. (1994) · Annual Review of Genetics · doi:10.1146/annurev.ge.28.120194.001201 · Cited by 277
Kayser, M., Liu, F., Janssens, A. C. J. W., Rivadeneira, F., Lao, O., van Duijn, K., Vermeulen, M., Arp, P., Jhamai, M. M., van IJcken, W. F. J., et al. (2008) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2007.10.003 · Cited by 260
Self-citationLao, O., de Gruijter, J. M., van Duijn, K., Navarro, A., & Kayser, M. (2007) · Annals of Human Genetics · doi:10.1111/j.1469-1809.2006.00341.x · Cited by 231
Self-citationDuffy, D. L., Zhao, Z., Sturm, R. A., Hayward, N. K., Martin, N. G., & Montgomery, G. W. (2009) · Journal of Investigative Dermatology · doi:10.1038/jid.2009.258 · Cited by 206
Genetic variants in pigmentation genes, pigmentary phenotypes, and risk of skin cancer in Caucasians
Nan, H., Kraft, P., Hunter, D. J., & Han, J. (2009) · International Journal of Cancer · doi:10.1002/ijc.24327 · Cited by 205
Population studies on Gilbert's syndrome.
Owens, D., & Evans, J. (1975) · Journal of Medical Genetics · doi:10.1136/jmg.12.2.152 · Cited by 192
Digital Quantification of Human Eye Color Highlights Genetic Association of Three New Loci
Liu, F., Wollstein, A., Hysi, P. G., Ankra-Badu, G. A., Spector, T. D., Park, D., Zhu, G., Larsson, M., Duffy, D. L., Montgomery, G. W., et al. (2010) · PLoS Genetics · doi:10.1371/journal.pgen.1000934 · Cited by 191
Self-citationModel-based prediction of human hair color using DNA variants
Branicki, W., Liu, F., van Duijn, K., Draus‐Barini, J., Pośpiech, E., Walsh, S., Kupiec, T., Wojas‐Pelc, A., & Kayser, M. (2011) · Human Genetics · doi:10.1007/s00439-010-0939-8 · Cited by 188
Self-citationArmstrong, B. K., Kricker, A., & English, D. R. (1997) · Australasian Journal of Dermatology · doi:10.1111/j.1440-0960.1997.tb01000.x · Cited by 179
Transcriptional control of T-cell development
Naito, T., Tanaka, H., Naoe, Y., & Taniuchi, I. (2011) · International Immunology · doi:10.1093/intimm/dxr078 · Cited by 168
Pharmacogenetics of Gilbert‘s Syndrome
Strassburg, C. P. (2008) · Pharmacogenomics · doi:10.2217/14622416.9.6.703 · Cited by 163
Hermansky–Pudlak Syndrome and Related Disorders of Organelle Formation
Huizing, M., Anikster, Y., & Gahl, W. A. (2000) · Traffic · doi:10.1034/j.1600-0854.2000.011103.x · Cited by 160
The Cutaneous Vascular System in Chronic Skin Inflammation
Huggenberger, R., & Detmar, M. J. (2011) · Journal of Investigative Dermatology Symposium Proceedings · doi:10.1038/jidsymp.2011.5 · Cited by 159
Ginger, R. S., Askew, S. E., Ogborne, R. M., Wilson, S., Ferdinando, D., Dadd, T., Smith, A. M., Kazi, S., Szerencsei, R. T., Winkfein, R. J., et al. (2008) · Journal of Biological Chemistry · doi:10.1074/jbc.m707521200 · Cited by 158
Skin Color and Nutrient Photolysis: An Evolutionary Hypothesis
Branda, R. F., & Eaton, J. W. (1978) · Science · doi:10.1126/science.675247 · Cited by 155
McEvoy, B., Beleza, S., & Shriver, M. D. (2006) · Human Molecular Genetics · doi:10.1093/hmg/ddl217 · Cited by 148
Genome-Wide Association Study of Tanning Phenotype in a Population of European Ancestry
Nan, H., Kraft, P. L., Qureshi, A. A., Guo, Q., Chen, C., Hankinson, S. E., Hu, F. B., Thomas, G. D., Hoover, R. N., Chanock, S. J., et al. (2009) · Journal of Investigative Dermatology · doi:10.1038/jid.2009.62 · Cited by 140
Predicting Phenotype from Genotype: Normal Pigmentation*
Valenzuela, R. K., Henderson, M., Walsh, M. H., Garrison, N. A., Kelch, J. T., Cohen‐Barak, O., Erickson, D. T., Meaney, F. J., Walsh, J. B., Cheng, K. C., et al. (2010) · Journal of Forensic Sciences · doi:10.1111/j.1556-4029.2009.01317.x · Cited by 132
Sexual selection as a cause of human skin colour variation: Darwin's hypothesis revisited
Aoki, K. (2002) · Annals of Human Biology · doi:10.1080/0301446021000019144 · Cited by 131
Population differences of two coding SNPs in pigmentation-related genes SLC24A5 and SLC45A2
Soejima, M., & Koda, Y. (2006) · International Journal of Legal Medicine · doi:10.1007/s00414-006-0112-z · Cited by 128
Edwards, M., Bigham, A., Tan, J., Li, S., Gozdzik, A., Ross, K., Jin, L., & Parra, E. J. (2010) · PLoS Genetics · doi:10.1371/journal.pgen.1000867 · Cited by 128
Yamamoto, T., Takiwaki, H., Arase, S., & Ohshima, H. (2007) · Skin Research and Technology · doi:10.1111/j.1600-0846.2007.00256.x · Cited by 120
A portable reflectometer for the rapid quantification of cutaneous haemoglobin and melanin
Feather, J. W., Ellis, D. J., & Leslie, G. (1988) · Physics in Medicine and Biology · doi:10.1088/0031-9155/33/6/005 · Cited by 101
Kurek, D., Garinis, G. A., van Doorninck, J. H., van der Wees, J., & Grosveld, F. G. (2006) · Development · doi:10.1242/dev.02721 · Cited by 97
Harvey, I. M., Frankel, S., Marks, R., Shalom, D., & Nolan-Farrell, M. (1996) · British Journal of Cancer · doi:10.1038/bjc.1996.535 · Cited by 91
Basonuclin-2 requirements for zebrafish adult pigment pattern development and female fertility
Lang, M. R., Patterson, L. B., Gordon, T. N., Johnson, S. L., & Parichy, D. M. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000744 · Cited by 86
Quillen, E. E., Bauchet, M., Bigham, A. W., Delgado, M., Faust, F. X., Klimentidis, Y. C., Mao, X., Stoneking, M., & Shriver, M. D. (2011) · Human Genetics · doi:10.1007/s00439-011-1135-1 · Cited by 59
A twin study of skin reflectance
Clark, P., Stark, A. E., Walsh, R. J., Jardine, R., & Martin, N. G. (1981) · Annals of Human Biology · doi:10.1080/03014468100005371 · Cited by 55
Rácz, E., Kurek, D., Kant, M., Baerveldt, E. M., Florencia, E. F., Mourits, S., de Ridder, D., Laman, J. D., van der Fits, L., & Prens, E. P. (2011) · PLoS ONE · doi:10.1371/journal.pone.0019806 · Cited by 48
Odeberg, J. M., Andrade, J., Holmberg, K. H., Hoglund, P., Malmqvist, U., & Odeberg, J. (2006) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-006-0166-3 · Cited by 36
Genomic anatomy of the Tyrp1 (brown) deletion complex
Smyth, I., Wilming, L. G., Lee, A., Taylor, M. S., Gautier, P., Barlow, K. F., Wallis, J., Martin, S., Glithero, R., Phillimore, B., et al. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0600199103 · Cited by 32
Liu, F., Struchalin, M. V., van Duijn, K., Albert Hofman, D., Uitterlinden, A. G., van Duijn, C. M., Aulchenko, Y. S., & Kayser, M. (2011) · PLoS ONE · doi:10.1371/journal.pone.0028145 · Cited by 22
Self-citationHwang, D. Y. (2011) · International Journal of Molecular Medicine · doi:10.3892/ijmm.2011.685 · Cited by 11
SLC24A5: exchanging genetic and biochemical knowledge
Quillen, E. E., & Shriver, M. D. (2008) · Pigment Cell & Melanoma Research · doi:10.1111/j.1755-148x.2008.00456.x · Cited by 4
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Racimo, F., Sankararaman, S., Nielsen, R., & Huerta-Sánchez, E. (2015) · Nature Reviews Genetics · doi:10.1038/nrg3936 · Cited by 521
Ruiz-Linares, A., Adhikari, K., Acuña-Alonzo, V., Quinto-Sanchez, M., Jaramillo, C., Arias, W., Fuentes, M., Pizarro, M., Everardo, P., de Avila, F., et al. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004572 · Cited by 442
“An exception is pigmentation, which has been the focus of considerable research, particularly in Europeans [1–4].”
BackgroundKayser, M. (2015) · Forensic Science International Genetics · doi:10.1016/j.fsigen.2015.02.003 · Cited by 475
Self-citationThe Rotterdam Study: 2018 update on objectives, design and main results
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Metadata
- Authors
- Jacobs, L. C., Wollstein, A., Lao, O., Hofman, A., Klaver, C. C., Uitterlinden, A. G., Nijsten, T., Kayser, M., & Liu, F.
- Affiliations
- Erasmus MC (NL)
- Leiden University Medical Center (NL)
- Corresponding author
- Liu, Fan
- ORCID
- Venue
- Human Genetics
- Published
- 2012-10-11
- Volume
- 132
- Issue
- 2
- Pages
- 147-158
- ISSN
- 0018-7348 (ISSN-L)
- 0340-6717
- 1432-1203
- OpenAlex
- W2080521432
- Cited by
- 99
- References
- 59
- Citations by year
- 2026: 4 · 2025: 6 · 2024: 5 · 2023: 4 · 2022: 7 · 2021: 5 · 2020: 11 · 2019: 6 · 2018: 8 · 2017: 7 · 2016: 7 · 2015: 11 · 2014: 14 · 2013: 4
- FWCI
- 4.39
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Human Genetics (publishedVersion)
- PubMed (publishedVersion)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › melanin and skin pigmentation
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
- Keywords
- skin pigmentation, UGT1A, BNC2, single nucleotide polymorphisms, skin cancer risk, HERC2, MC1R, IRF4, TYR, OCA2, ASIP
- MeSH terms
- UGT1A1 Enzyme, Aged, DNA-Binding Proteins, Female, Humans, Male, Phenotype, Skin Pigmentation, Glucuronosyltransferase, Polymorphism, Single Nucleotide, White People, Genetic Association Studies
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