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Exploration of SNP variants affecting hair colour prediction in Europeans

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Abstract

DNA profiling is a key tool for forensic analysis; however, current methods identify a suspect either by direct comparison or from DNA database searches. In cases with unidentified suspects, prediction of visible physical traits e.g. pigmentation or hair distribution of the DNA donors can provide important probative information. This study aimed to explore single nucleotide polymorphism (SNP) variants for their effect on hair colour prediction. A discovery panel of 63 SNPs consisting of already established hair colour markers from the HIrisPlex hair colour phenotyping assay as well as additional markers for which associations to human pigmentation traits were previously identified was used to develop multiplex assays based on SNaPshot single-base extension technology. A genotyping study was performed on a range of European populations (n = 605). Hair colour phenotyping was accomplished by matching donor’s hair to a graded colour category system of reference shades and photography. Since multiple SNPs in combination contribute in varying degrees to hair colour predictability in Europeans, we aimed to compile a compact marker set that could provide a reliable hair colour inference from the fewest SNPs. The predictive approach developed uses a naïve Bayes classifier to provide hair colour assignment probabilities for the SNP profiles of the key SNPs and was embedded into the Snipper online SNP classifier (http://mathgene.usc.es/snipper/). Results indicate that red, blond, brown and black hair colours are predictable with informative probabilities in a high proportion of cases. Our study resulted in the identification of 12 most strongly associated SNPs to hair pigmentation variation in six genes.

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References

  1. Kayser M, Schneider PM (2009) DNA-based prediction of human externally visible characteristics in forensics: motivations, scientific challenges, and ethical considerations. Forensic Sci Int Genet 3(3):154–161

    Article  CAS  PubMed  Google Scholar 

  2. Kayser M, de Knijff P (2011) Improving human forensics through advances in genetics, genomics and molecular biology. Nat Rev Genet 12(3):179–192

    Article  CAS  PubMed  Google Scholar 

  3. Kayser M (2013) Forensic DNA phenotyping: DNA testing for externally visible characteristics. In: Siegel JA, Saukko PJ, Houck MM (eds) Encyclopedia of forensic sciences. Academic, Waltham, pp 369–374

    Chapter  Google Scholar 

  4. Kayser M (2015) Forensic DNA phenotyping: predicting human appearance from crime scene material for investigative purposes. Forensic Sci Int Genet. doi:10.1016/j.fsigen.2015.02.003

    Google Scholar 

  5. Maronas O, Sochtig J, Ruiz Y, Phillips C, Carracedo A, Lareu MV (2015) The genetics of skins, hair, and eye color variation and its relevance to forensic pigmentation predictive tests. Forensic Sci Rev 27(1):13–40

    CAS  PubMed  Google Scholar 

  6. Slominski A, Tobin DJ, Shibahara S, Wortsman J (2004) Melanin pigmentation in mammalian skin and its hormonal regulation. Physiol Rev 84(4):1155–1228

    Article  CAS  PubMed  Google Scholar 

  7. Beals RL, Hoijer H (1965) An introduction to anthropology, 3rd edn. Macmillan, New York

    Google Scholar 

  8. Kenny EE, Timpson NJ, Sikora M, Yee MC, Moreno-Estrada A, Eng C, Huntsman S, Burchard EG, Stoneking M, Bustamante CD, Myles S (2012) Melanesian blond hair is caused by an amino acid change in TYRP1. Science 336(6081):554

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  9. Wilde S, Timpson A, Kirsanow K, Kaiser E, Kayser M, Unterlander M, Hollfelder N, Potekhina ID, Schier W, Thomas MG, Burger J (2014) Direct evidence for positive selection of skin, hair, and eye pigmentation in Europeans during the last 5,000 y. Proc Natl Acad Sci U S A 111(13):4832–4837

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  10. Cook AL, Chen W, Thurber AE, Smit DJ, Smith AG, Bladen TG, Brown DL, Duffy DL, Pastorino L, Bianchi-Scarra G, Leonard JH, Stow JL, Sturm RA (2009) Analysis of cultured human melanocytes based on polymorphisms within the SLC45A2/MATP, SLC24A5/NCKX5, and OCA2/P loci. J Invest Dermatol 129(2):392–405

    Article  CAS  PubMed  Google Scholar 

  11. Zhang M, Song F, Liang L, Nan H, Zhang J, Liu H, Wang LE, Wei Q, Lee JE, Amos CI, Kraft P, Qureshi AA, Han J (2013) Genome-wide association studies identify several new loci associated with pigmentation traits and skin cancer risk in European Americans. Hum Mol Genet 22(14):2948–2959

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  12. Valenzuela RK, Henderson MS, Walsh MH, Garrison NA, Kelch JT, Cohen-Barak O, Erickson DT, John Meaney F, Bruce Walsh J, Cheng KC, Ito S, Wakamatsu K, Frudakis T, Thomas M, Brilliant MH (2010) Predicting phenotype from genotype: normal pigmentation. J Forensic Sci 55(2):315–322

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  13. Gerstenblith MR, Shi J, Landi MT (2010) Genome-wide association studies of pigmentation and skin cancer: a review and meta-analysis. Pigment Cell Melanoma Res 23(5):587–606

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  14. Sulem P, Gudbjartsson DF, Stacey SN, Helgason A, Rafnar T, Magnusson KP, Manolescu A, Karason A, Palsson A, Thorleifsson G, Jakobsdottir M, Steinberg S, Palsson S, Jonasson F, Sigurgeirsson B, Thorisdottir K, Ragnarsson R, Benediktsdottir KR, Aben KK, Kiemeney LA, Olafsson JH, Gulcher J, Kong A, Thorsteinsdottir U, Stefansson K (2007) Genetic determinants of hair, eye and skin pigmentation in Europeans. Nat Genet 39(12):1443–1452

    Article  CAS  PubMed  Google Scholar 

  15. Stokowski RP, Pant PV, Dadd T, Fereday A, Hinds DA, Jarman C, Filsell W, Ginger RS, Green MR, van der Ouderaa FJ, Cox DR (2007) A genomewide association study of skin pigmentation in a South Asian population. Am J Hum Genet 81(6):1119–1132

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  16. Sulem P, Gudbjartsson DF, Stacey SN, Helgason A, Rafnar T, Jakobsdottir M, Steinberg S, Gudjonsson SA, Palsson A, Thorleifsson G, Palsson S, Sigurgeirsson B, Thorisdottir K, Ragnarsson R, Benediktsdottir KR, Aben KK, Vermeulen SH, Goldstein AM, Tucker MA, Kiemeney LA, Olafsson JH, Gulcher J, Kong A, Thorsteinsdottir U, Stefansson K (2008) Two newly identified genetic determinants of pigmentation in Europeans. Nat Genet 40(7):835–837

    Article  CAS  PubMed  Google Scholar 

  17. Kayser M, Liu F, Janssens AC, Rivadeneira F, Lao O, van Duijn K, Vermeulen M, Arp P, Jhamai MM, van Ijcken WF, den Dunnen JT, Heath S, Zelenika D, Despriet DD, Klaver CC, Vingerling JR, de Jong PT, Hofman A, Aulchenko YS, Uitterlinden AG, Oostra BA, van Duijn CM (2008) Three genome-wide association studies and a linkage analysis identify HERC2 as a human iris color gene. Am J Hum Genet 82(2):411–423

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  18. Valverde P, Healy E, Jackson I, Rees JL, Thody AJ (1995) Variants of the melanocyte-stimulating hormone receptor gene are associated with red hair and fair skin in humans. Nat Genet 11(3):328–330

    Article  CAS  PubMed  Google Scholar 

  19. Rees JL (2003) Genetics of hair and skin color. Annu Rev Genet 37:67–90

    Article  CAS  PubMed  Google Scholar 

  20. Garcia-Borron JC, Abdel-Malek Z, Jimenez-Cervantes C (2014) MC1R, the cAMP pathway, and the response to solar UV: extending the horizon beyond pigmentation. Pigment Cell Melanoma Res

  21. Branicki W, Liu F, van Duijn K, Draus-Barini J, Pospiech E, Walsh S, Kupiec T, Wojas-Pelc A, Kayser M (2011) Model-based prediction of human hair color using DNA variants. Hum Genet 129(4):443–454

    Article  PubMed Central  PubMed  Google Scholar 

  22. Guenther CA, Tasic B, Luo L, Bedell MA, Kingsley DM (2014) A molecular basis for classic blond hair color in Europeans. Nat Genet 46(7):748–752

    Article  CAS  PubMed  Google Scholar 

  23. Kanetsky PA, Swoyer J, Panossian S, Holmes R, Guerry D, Rebbeck TR (2002) A polymorphism in the agouti signaling protein gene is associated with human pigmentation. Am J Hum Genet 70(3):770–775

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  24. Branicki W, Brudnik U, Draus-Barini J, Kupiec T, Wojas-Pelc A (2008) Association of the SLC45A2 gene with physiological human hair colour variation. J Hum Genet 53(11-12):966–971

    Article  CAS  PubMed  Google Scholar 

  25. Graf J, Hodgson R, van Daal A (2005) Single nucleotide polymorphisms in the MATP gene are associated with normal human pigmentation variation. Hum Mutat 25(3):278–284

    Article  CAS  PubMed  Google Scholar 

  26. Grimes EA, Noake PJ, Dixon L, Urquhart A (2001) Sequence polymorphism in the human melanocortin 1 receptor gene as an indicator of the red hair phenotype. Forensic Sci Int 122(2-3):124–129

    Article  CAS  PubMed  Google Scholar 

  27. Walsh S, Liu F, Wollstein A, Kovatsi L, Ralf A, Kosiniak-Kamysz A, Branicki W, Kayser M (2013) The HIrisPlex system for simultaneous prediction of hair and eye colour from DNA. Forensic Sci Int Genet 7(1):98–115

    Article  CAS  PubMed  Google Scholar 

  28. Walsh S, Liu F, Ballantyne KN, van Oven M, Lao O, Kayser M (2011) IrisPlex: a sensitive DNA tool for accurate prediction of blue and brown eye colour in the absence of ancestry information. Forensic Sci Int Genet 5(3):170–180

    Article  CAS  PubMed  Google Scholar 

  29. Walsh S, Chaitanya L, Clarisse L, Wirken L, Draus-Barini J, Kovatsi L, Maeda H, Ishikawa T, Sijen T, de Knijff P, Branicki W, Liu F, Kayser M (2014) Developmental validation of the HIrisPlex system: DNA-based eye and hair colour prediction for forensic and anthropological usage. Forensic Sci Int Genet 9:150–161

    Article  CAS  PubMed  Google Scholar 

  30. Ruiz Y, Phillips C, Gomez-Tato A, Alvarez-Dios J, Casares de Cal M, Cruz R, Maronas O, Sochtig J, Fondevila M, Rodriguez-Cid MJ, Carracedo A, Lareu MV (2013) Further development of forensic eye color predictive tests. Forensic Sci Int Genet 7(1):28–40

    Article  CAS  PubMed  Google Scholar 

  31. Matheny AP Jr, Dolan AB (1975) Sex and genetic differences in hair color changes during early childhood. Am J Phys Anthropol 42(1):53–56

    Article  PubMed  Google Scholar 

  32. Mengel-From J, Borsting C, Sanchez JJ, Eiberg H, Morling N (2010) Human eye colour and HERC2, OCA2 and MATP. Forensic Sci Int Genet 4(5):323–328

    Article  CAS  PubMed  Google Scholar 

  33. Dimisianos G, Stefanaki I, Nicolaou V, Sypsa V, Antoniou C, Poulou M, Papadopoulos O, Gogas H, Kanavakis E, Nicolaidou E, Katsambas AD, Stratigos AJ (2009) A study of a single variant allele (rs1426654) of the pigmentation-related gene SLC24A5 in Greek subjects. Exp Dermatol 18(2):175–177

    Article  PubMed  Google Scholar 

  34. Koressaar T, Remm M (2007) Enhancements and modifications of primer design program Primer3. Bioinformatics 23(10):1289–1291

    Article  CAS  PubMed  Google Scholar 

  35. Vallone PM, Butler JM (2004) AutoDimer: a screening tool for primer-dimer and hairpin structures. Biotechniques 37(2):226–231

    CAS  PubMed  Google Scholar 

  36. Maronas O, Phillips C, Sochtig J, Gomez-Tato A, Cruz R, Alvarez-Dios J, de Cal MC, Ruiz Y, Fondevila M, Carracedo A, Lareu MV (2014) Development of a forensic skin colour predictive test. Forensic Sci Int Genet 13:34–44

    Article  PubMed  Google Scholar 

  37. Hart KL, Kimura SL, Mushailov V, Budimlija ZM, Prinz M, Wurmbach E (2013) Improved eye- and skin-color prediction based on 8 SNPs. Croat Med J 54(3):248–256

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  38. Keating B, Bansal AT, Walsh S, Millman J, Newman J, Kidd K, Budowle B, Eisenberg A, Donfack J, Gasparini P, Budimlija Z, Henders AK, Chandrupatla H, Duffy DL, Gordon SD, Hysi P, Liu F, Medland SE, Rubin L, Martin NG, Spector TD, Kayser M, International Visible Trait Genetics C (2013) First all-in-one diagnostic tool for DNA intelligence: genome-wide inference of biogeographic ancestry, appearance, relatedness, and sex with the Identitas v1 Forensic Chip. Int J Legal Med 127(3):559–572

    Article  PubMed Central  PubMed  Google Scholar 

  39. Allwood JS, Harbison S (2013) SNP model development for the prediction of eye colour in New Zealand. Forensic Sci Int Genet 7(4):444–452

    Article  CAS  PubMed  Google Scholar 

  40. Gettings KB, Lai R, Johnson JL, Peck MA, Hart JA, Gordish-Dressman H, Schanfield MS, Podini DS (2014) A 50-SNP assay for biogeographic ancestry and phenotype prediction in the U.S. population. Forensic Sci Int Genet 8(1):101–108

    Article  CAS  PubMed  Google Scholar 

  41. Phillips C, Salas A, Sanchez JJ, Fondevila M, Gomez-Tato A, Alvarez-Dios J, Calaza M, de Cal MC, Ballard D, Lareu MV, Carracedo A (2007) Inferring ancestral origin using a single multiplex assay of ancestry-informative marker SNPs. Forensic Sci Int Genet 1(3-4):273–280

    Article  CAS  PubMed  Google Scholar 

  42. Grosse I, Bernaola-Galvan P, Carpena P, Roman-Roldan R, Oliver J, Stanley HE (2002) Analysis of symbolic sequences using the Jensen-Shannon divergence. Phys Rev E Stat Nonlinear Soft Matter Phys 65(4 Pt 1):041905

    Article  Google Scholar 

  43. Sing T, Sander O, Beerenwinkel N, Lengauer T (2005) ROCR: visualizing classifier performance in R. Bioinformatics 21(20):3940–3941

    Article  CAS  PubMed  Google Scholar 

  44. Liu F, van Duijn K, Vingerling JR, Hofman A, Uitterlinden AG, Janssens AC, Kayser M (2009) Eye color and the prediction of complex phenotypes from genotypes. Curr Biol 19(5):R192–R193

    Article  CAS  PubMed  Google Scholar 

  45. Visser M, Kayser M, Palstra RJ (2012) HERC2 rs12913832 modulates human pigmentation by attenuating chromatin-loop formation between a long-range enhancer and the OCA2 promoter. Genome Res 22(3):446–455

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  46. Eriksson N, Macpherson JM, Tung JY, Hon LS, Naughton B, Saxonov S, Avey L, Wojcicki A, Pe'er I, Mountain J (2010) Web-based, participant-driven studies yield novel genetic associations for common traits. PLoS Genet 6(6):e1000993

    Article  PubMed Central  PubMed  Google Scholar 

  47. Kastelic V, Drobnic K (2012) A single-nucleotide polymorphism (SNP) multiplex system: the association of five SNPs with human eye and hair color in the Slovenian population and comparison using a Bayesian network and logistic regression model. Croat Med J 53(5):401–408

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  48. Pospiech E, Wojas-Pelc A, Walsh S, Liu F, Maeda H, Ishikawa T, Skowron M, Kayser M, Branicki W (2014) The common occurrence of epistasis in the determination of human pigmentation and its impact on DNA-based pigmentation phenotype prediction. Forensic Sci Int Genet 11:64–72

    Article  CAS  PubMed  Google Scholar 

  49. Xu X, Dong G-X, Hu X-S, Miao L, Zhang X-L, Zhang D-L, Yang H-D, Zhang T-Y, Zou Z-T, Zhang T-T, Zhuang Y, Bhak J, Cho Yun S, Dai W-T, Jiang T-J, Xie C, Li R, Luo S-J (2013) The genetic basis of white tigers. Curr Biol 23(11):1031–1035

    Article  CAS  PubMed  Google Scholar 

  50. Sturm RA, Duffy DL, Box NF, Newton RA, Shepherd AG, Chen W, Marks LH, Leonard JH, Martin NG (2003) Genetic association and cellular function of MC1R variant alleles in human pigmentation. Ann N Y Acad Sci 994:348–358

    Article  CAS  PubMed  Google Scholar 

  51. Duffy DL, Montgomery GW, Chen W, Zhao ZZ, Le L, James MR, Hayward NK, Martin NG, Sturm RA (2007) A three-single-nucleotide polymorphism haplotype in intron 1 of OCA2 explains most human eye-color variation. Am J Hum Genet 80(2):241–252

    Article  PubMed Central  CAS  PubMed  Google Scholar 

  52. Han J, Kraft P, Nan H, Guo Q, Chen C, Qureshi A, Hankinson SE, Hu FB, Duffy DL, Zhao ZZ, Martin NG, Montgomery GW, Hayward NK, Thomas G, Hoover RN, Chanock S, Hunter DJ (2008) A genome-wide association study identifies novel alleles associated with hair color and skin pigmentation. PLoS Genet 4(5):e1000074

    Article  PubMed Central  PubMed  Google Scholar 

  53. Mengel-From J, Wong TH, Morling N, Rees JL, Jackson IJ (2009) Genetic determinants of hair and eye colours in the Scottish and Danish populations. BMC Genet 10:88

    Article  PubMed Central  PubMed  Google Scholar 

  54. Shekar SN, Duffy DL, Frudakis T, Sturm RA, Zhao ZZ, Montgomery GW, Martin NG (2008) Linkage and association analysis of spectrophotometrically quantified hair color in Australian adolescents: the effect of OCA2 and HERC2. J Invest Dermatol 128(12):2807–2814

    Article  CAS  PubMed  Google Scholar 

  55. Sturm RA, Duffy DL (2012) Human pigmentation genes under environmental selection. Genome Biol 13(9):248

  56. Brown KM, Macgregor S, Montgomery GW, Craig DW, Zhao ZZ, Iyadurai K, Henders AK, Homer N, Campbell MJ, Stark M, Thomas S, Schmid H, Holland EA, Gillanders EM, Duffy DL, Maskiell JA, Jetann J, Ferguson M, Stephan DA, Cust AE, Whiteman D, Green A, Olsson H, Puig S, Ghiorzo P, Hansson J, Demenais F, Goldstein AM, Gruis NA, Elder DE, Bishop JN, Kefford RF, Giles GG, Armstrong BK, Aitken JF, Hopper JL, Martin NG, Trent JM, Mann GJ, Hayward NK (2008) Common sequence variants on 20q11.22 confer melanoma susceptibility. Nat Genet 40(7):838--840

  57. Lao O, Vallone PM, Coble MD, Diegoli TM, van Oven M, van der Gaag KJ, Pijpe J, de Knijff P, Kayser M (2010) Evaluating self-declared ancestry of U.S. Americans with autosomal, Y-chromosomal and mitochondrial DNA. Hum Mutat 31 (12):E1875--1893

  58. Lao O, de Gruijter JM, van Duijn K, Navarro A, Kayser M (2007) Signatures of positive selection in genes associated with human skin pigmentation as revealed from analyses of single nucleotide polymorphisms. Ann Hum Genet 71(Pt 3):354--369

  59. Shriver MD, Parra EJ, Dios S, Bonilla C, Norton H, Jovel C, Pfaff C, Jones C, Massac A, Cameron N, Baron A, Jackson T, Argyropoulos G, Jin L, Hoggart CJ, McKeigue PM, Kittles RA (2003) Skin pigmentation, biogeographical ancestry and admixture mapping. Hum Genet 112(4):387--399

  60. Edwards M, Bigham A, Tan J, Li S, Gozdzik A, Ross K, Jin L, Parra EJ (2010) Association of the OCA2 polymorphism His615Arg with melanin content in east Asian populations: further evidence of convergent evolution of skin pigmentation. PLoS Genet 6(3):e1000867

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Acknowledgments

The authors are very grateful to all the sample donors who participated in the project. JS would like to acknowledge the support of the German FAZIT foundation. MVL was supported by funding from Xunta de Galicia, Incite 09208163 PR.

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The authors declare that they have no competing interests.

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Söchtig, J., Phillips, C., Maroñas, O. et al. Exploration of SNP variants affecting hair colour prediction in Europeans. Int J Legal Med 129, 963–975 (2015). https://doi.org/10.1007/s00414-015-1226-y

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