Cited by 111melanin and skin pigmentationGenetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and Animals

Genome-Wide Association Studies of Quantitatively Measured Skin, Hair, and Eye Pigmentation in Four European Populations

Open access
Candille, Sophie I., Absher, Devin M., Beleza, Sandra, Bauchet, Marc, McEvoy, Brian, Garrison, Nanibaa’ A., Li, Jun Z., Myers, Richard M. +3 more·2012·PLoS ONE

Abstract

Pigmentation of the skin, hair, and eyes varies both within and between human populations. Identifying the genes and alleles underlying this variation has been the goal of many candidate gene and several genome-wide association studies (GWAS). Most GWAS for pigmentary traits to date have been based on subjective phenotypes using categorical scales. But skin, hair, and eye pigmentation vary continuously. Here, we seek to characterize quantitative variation in these traits objectively and accurately and to determine their genetic basis. Objective and quantitative measures of skin, hair, and eye color were made using reflectance or digital spectroscopy in Europeans from Ireland, Poland, Italy, and Portugal. A GWAS was conducted for the three quantitative pigmentation phenotypes in 176 women across 313,763 SNP loci, and replication of the most significant associations was attempted in a sample of 294 European men and women from the same countries. We find that the pigmentation phenotypes are highly stratified along axes of European genetic differentiation. The country of sampling explains approximately 35% of the variation in skin pigmentation, 31% of the variation in hair pigmentation, and 40% of the variation in eye pigmentation. All three quantitative phenotypes are correlated with each other. In our two-stage association study, we reproduce the association of rs1667394 at the OCA2/HERC2 locus with eye color but we do not identify new genetic determinants of skin and hair pigmentation supporting the lack of major genes affecting skin and hair color variation within Europe and suggesting that not only careful phenotyping but also larger cohorts are required to understand the genetic architecture of these complex quantitative traits. Interestingly, we also see that in each of these four populations, men are more lightly pigmented in the unexposed skin of the inner arm than women, a fact that is underappreciated and may vary across the world.

AI snapshot

Written from the paper’s full text.

TL;DR

In four European samples, objectively measured skin, hair, and eye pigmentation was strongly stratified by country of sampling, and a two-stage GWAS reproduced the OCA2/HERC2 association with eye color but found no reproducible novel loci for skin or hair pigmentation. The study also found that men had lighter inner-arm skin pigmentation than women in all four countries.

Key findings

  • Country of sampling explained 35.3% of skin, 30.8% of hair, and 39.7% of eye pigmentation variation; sex explained only 10.3%, 0.0%, and 0.0%, respectively.
  • In the GWAS of 176 women and 313,763 SNPs, eye pigmentation was associated with rs1667394 at OCA2/HERC2 (p = 8.1×10⁻⁹) and rs702477 in SCIN (p = 1.3×10⁻⁷); no SNP reached genome-wide significance for hair or skin, though rs9809315 in FLNB nearly did for skin (p = 1.8×10⁻⁷).
  • Replication in 294 Europeans found five OCA2/HERC2 SNPs reproducibly associated with eye pigmentation, with rs1667394 most significant (p = 3.0×10⁻¹³); no SNP was reproducibly associated with skin or hair pigmentation.
  • Males had lighter skin than females in all four countries; the combined adjusted difference was 1.57 M index units (95% CI = 1.14–2.01, p = 4×10⁻¹²). Skin, hair, and eye pigmentation were correlated overall (r = 0.40–0.47), with attenuated correlations after adjusting for country and sex (r = 0.13–0.18).

Methods

  • Participants were recruited in Dublin, Warsaw, Rome, and Porto; skin and hair pigmentation were measured as melanin (M) index by DermaSpectrometer reflectance spectroscopy, and eye pigmentation as C′ score from digital iris photographs, alongside self-reported hair and eye color.
  • Two-stage association study: stage 1 GWAS in 180 European women genotyped at 317,503 SNPs (HumanHap300v1), reduced after QC to 176 women and 313,763 SNPs; replication in 294 individuals (153 males, 141 females) using a GoldenGate assay for selected top SNPs.
  • Association was tested with additive linear models correcting for country of sampling; population structure was assessed by PCA and PLINK nearest-neighbor analysis, with permutation, imputation at OCA2/HERC2, and power calculations also performed.

Limitations

  • Stated by the authors: the small sample size meant the study was only sufficiently powered to identify the major HERC2/OCA2 effect on eye color, and it did not identify new genetic determinants of skin or hair pigmentation.
  • Stated by the authors: the country-based population-structure correction may not generalize to more heterogeneous samples such as larger pan-European or European-American cohorts.
  • Evident from the text: the GWAS stage included only women, hair pigmentation data were available for only 106 women in the GWAS and 235 individuals in replication, and replication was limited to SNPs selected at a liberal GWAS p-value threshold.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1371/journal.pone.0048294

Cites

49 of 49 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 41 cited sources checked · 0 supported · 0 flagged

  • Findingnone given

    All three quantitative pigmentation phenotypes are correlated with each other.

    “All three quantitative phenotypes are correlated with each other.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Hair pigmentation differs between sexes in only one country, Ireland, where males have darker hair color than females (p = 8×10−3).

    “It differs between sexes in only one country, Ireland, where males have darker hair color than females (p = 8×10−3”
    Quote in the paperNot a substantial claim
  • Findingown data

    Within countries, skin and hair pigmentation are correlated in Poland and Italy.

    “Skin and hair pigmentation are correlated in Poland and Italy”
    Quote in the paperNot a substantial claim
  • Findingown data

    In the two-stage association study, rs1667394 at the OCA2/HERC2 locus is associated with eye color.

    “we reproduce the association of rs1667394 at the OCA2/HERC2 locus with eye color”
    • Also stated in: § Statistical Analyses of the GWAS and the Replication · plain
      “For eye pigmentation, the most significant SNP for both is rs1667394 (p = 1.8×10−9).”
    Quote in the paperSubstantial claim
  • Findingown data

    Irish participants have lighter skin pigmentation than Polish, Italian, and Portuguese participants (p<2×10−16 for all three comparisons).

    “Irish participants have lighter skin pigmentation than Polish, Italian, and Portuguese participants (p<2×10−16 for all three comparisons”
    Quote in the paperNot a substantial claim
  • May combine two claims. 55
  • Classified as probably not a substantial claim. 32
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    Average skin pigmentation differs among countries, with the exception of the Poland vs. Portugal comparison.

    “With the exception of the Poland vs. Portugal comparison, average skin pigmentation is also different among countries.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For hair color, individuals reporting red hair have the lowest median M index (median M = 73), followed by blond (median M = 101) and then brown or black (median M = 124).

    “individuals reporting red hair color have the lowest median M index (median M = 73), followed by blond (median M = 101) and then brown or black (median M = 124)”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Sex explains 10.3%, 0.0%, and 0.0% of the phenotypic variance in skin, hair, and eye pigmentation, respectively.

    “explaining only 10.3%, 0.0%, and 0.0% of the phenotypic variance in skin, hair, and eye pigmentation, respectively”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Country of sampling explains approximately 35% of the variation in skin pigmentation, 31% in hair pigmentation, and 40% in eye pigmentation.

    “The country of sampling explains approximately 35% of the variation in skin pigmentation, 31% of the variation in hair pigmentation, and 40% of the variation in eye pigmentation.”
    • Also stated in: § Stratification of the Phenotypes · plain
      “Country of origin explains 35.3%, 30.8%, and 39.7% of the variation in the skin, hair, and eye pigmentation, respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Country explains 4.9% of the variance in height, while sex explains 45.8% of the variance in height.

    “country explains only 4.9% of the variance in height, while sex explains 45.8% of the variance in height”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    The C' score for eye pigmentation has a bimodal distribution (n = 468).

    “The C’ score for eye pigmentation has a bimodal distribution (Figure 1E, n = 468).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For eye pigmentation, the two modes of the C' distribution correspond to blue and brown eye color, while green and hazel eye color correspond to intermediate C' scores.

    “the two modes of the C’ distribution correspond to blue and brown eye color, while green and hazel eye color correspond to intermediate C’ scores”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Hair pigmentation differs among all countries, most differentiated between Northern and Southern Europe.

    “While hair pigmentation differs among all countries, it is most differentiated between Northern and Southern Europe”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The median C' scores for blue, green, hazel, and brown self-reported eye colors were 0.69, 1.55, 2.07, and 2.25, respectively.

    “The median C’ scores for blue, green, hazel, and brown self-reported eye colors were 0.69, 1.55, 2.07, and 2.25, respectively.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    PC3 separates Portugal from Ireland and Italy, while Poland has more intermediary values on PC3.

    “PC3 separates Portugal from Ireland and Italy, while Poland has more intermediary values on PC3”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Most participants cluster by country of sampling, while ten individuals are found between the clusters formed by each country.

    “most participants cluster by country of sampling while ten individuals are found between the clusters formed by each country”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The derived allele frequency of the imputed rs12913832 is 0.90, 0.83, 0.59 and 0.44 and the genetic effect of rs12913832 explains 20%, 42%, 12%, and 33% of the variance in quantitative eye color in the GWAS sample from Ireland, Poland, Italy, and Portugal, respectively.

    “The derived allele frequency of the imputed rs12913832 is 0.90, 0.83, 0.59 and 0.44 and the genetic effect of rs12913832 explains 20%, 42%, 12%, and 33% of the variance in quantitative eye color in our GWAS sample from Ireland, Poland, Italy, and Portugal, respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The two population-structure correction methods, country of sampling and genetic PCs, produce highly correlated test statistics and overlapping top association signals.

    “The two methods produce highly correlated test statistics and overlapping top association signals (see Material and Methods)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The five reproducibly associated SNPs are rs1667394, rs8039195, rs1635168, rs16950987, and rs8028689, spanning a 46kb interval.

    “These five SNPs are rs1667394, rs8039195, rs1635168, rs16950987, and rs8028689. They span a 46kb interval.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    rs1667394 is located 186 kb 5′ of OCA2 first exon and within an HERC2 intron and is in linkage disequilibrium with the other four SNPs (r2 = 0.91, 0.46, 0.39, and 0.39 with rs8039195, rs1635168, rs16950987, and rs8028689, respectively in HapMap release 27 CEU).

    “It is located 186 kb 5′ of OCA2 first exon and within an HERC2 intron and is in linkage disequilibrium (LD) with the other four SNPs (r2 = 0.91, 0.46, 0.39, and 0.39 with rs8039195, rs1635168, rs16950987, and rs8028689, respectively in HapMap release 27 CEU).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Country of sampling explains 38.6%, 24.8%, and 34.5% of the variation in skin, hair, and eye pigmentation, respectively, in the same samples.

    “Country of sampling explains a similarly large fraction of variation in the phenotypes of the same samples: 38.6%, 24.8% and 34.5% of the variation in skin, hair, and eye pigmentation respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The percent variance explained is greatest in Poland, where there is the largest variation in eye color.

    “The percent variance explained is greatest in Poland, where there is the largest variation in eye color.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    While the study does not identify novel genetic determinants of pigmentation, it demonstrates the extensive stratification of pigmentary phenotypes in Europe along the major axes of genetic variation.

    “While our study does not identify novel genetic determinants of pigmentation, it does demonstrate the extensive stratification of pigmentary phenotypes in Europe along the major axes of genetic variation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the GWAS, the p-value for the association of hair pigmentation with imputed rs12913832 is 0.01, and after correcting for eye color, the p-value is 0.02.

    “In our GWAS, the p-value for the association of hair pigmentation with imputed rs12913832 is 0.01. After correcting for eye color, the p-value is 0.02.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    rs1042602 is associated with freckles in Europeans but the study does not find evidence for its association with skin pigmentation (p = 0.3).

    “It is associated with freckles in Europeans [13] but we do not find evidence for its association with skin pigmentation in our study (p = 0.3).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] P Sulem, 2007, Genetic determinants of hair, eye and skin pigmentation in Europeans, Nature genetics source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    rs183671 shows some evidence of association with skin pigmentation (p = 6×10−4, n = 289), and each copy of the derived allele lightens the skin by 1.2 M index units, further arguing for an effect of SLC45A2 on European skin pigmentation variation.

    “We found that this SNP shows some evidence of association with skin pigmentation (p = 6×10−4, n = 289), and that each copy of the derived allele lightens the skin by 1.2 M index units, further arguing for an effect of SLC45A2 on European skin pigmentation variation.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    In this European sample, pigmentation phenotypes are mainly stratified by country, whereas height is mainly stratified by sex.

    “in this European sample, pigmentation phenotypes are mainly stratified by country, whereas height is mainly stratified by sex”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Replication of the most significant GWAS association signals was attempted in 294 individuals (104 Irish, 27 Polish, 64 Italian, and 99 Portuguese; 153 males and 141 females).

    “Replication of the most significant GWAS association signals was attempted in 294 individuals (104 Irish, 27 Polish, 64 Italian, and 99 Portuguese; 153 males and 141 females)”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    In total, 313,763 SNPs were analyzed in 176 individuals for the genome-wide association study.

    “In total, 313,763 SNPs were analyzed in 176 individuals for the genome-wide association study (GWAS).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Empirical p-values were obtained by permuting the phenotypes within each country of sampling 10,000,000 times for all GWAS association signals with linear model p-value<10−4.

    “empirical p-values were also obtained by permuting the phenotypes within each country of sampling 10,000,000 times for all GWAS association signals with linear model p-value<10−4”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    An exact test of deviation from Hardy-Weinberg equilibrium was implemented for each SNP in the four population samples.

    “an exact test of deviation from Hardy-Weinberg equilibrium (HWE) was implemented for each SNP in the four population samples”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    One individual with >10% missing data and three individuals that were genetic outliers in the population structure analyses were excluded from all analyses.

    “One individual with >10% missing data and three individuals that were genetic outliers in the population structure analyses were also excluded from all analyses.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    The permuted p-values for the top hits of the skin (rs9809315), hair (rs262825), and eye pigmentation (rs1667394) GWAS were 1×10−7, 6.3×10−6, and <1×10−7, respectively.

    “The permuted p-values for the top hits of the skin (rs9809315), hair (rs262825), and eye pigmentation (rs1667394) GWAS were 1×10−7, 6.3×10−6, and <1×10−7, respectively.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    SNPs with missing rate >10%, maf <0.01, and p-values<0.01 in at least two populations for a test of deviation from HWE were excluded.

    “SNPs with missing rate >10%, maf <0.01, and p-values<0.01 in at least two populations for a test of deviation from HWE were excluded.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Principal components were calculated based on a set of 263,607 SNPs that had been subjected to higher quality control than the SNPs considered for the GWAS.

    “Principal components were calculated based on a set of 263,607 SNPs that had been subjected to higher quality control than the SNPs considered for the GWAS.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Known loci explain approximately 20-30% of the phenotypic variance for black to blond hair color and 40-60% for eye color in Europeans, with the remaining phenotypic variation unexplained.

    “approximately 20–30% for black to blond hair color and 40–60% for eye color, the remaining phenotypic variation in these traits remains unexplained [8], [9], [11].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [8], [9], [11]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The Pearson correlation between all-sample allele frequency in the GWAS and replication samples was high (r = 0.97).

    “The Pearson correlation between all-sample allele frequency in the GWAS and replication samples was high (r = 0.97).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    The genomic control lambda factors for the skin, hair and eye pigmentation GWAS were each close to 1 and there was no systematic deviation from expectation in the Q-Q plots.

    “The genomic control lambda factors for the skin, hair and eye pigmentation GWAS were each close to 1 and there was no systematic deviation from expectation (the diagonal) in the Q-Q plots.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    Three individuals, one recruited in Ireland and two in Portugal, were clearly outliers within their group by nearest neighbor analysis and were removed from all association testing.

    “Three individuals, one recruited in Ireland and two in Portugal, were clearly outliers within their group (z score <−3 for first to fifth nearest neighbor). These individuals were removed from all association testing.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Variation between red and non-red hair color is explained by variation at MC1R and ASIP.

    “between red and non-red hair color by variation at MC1R and ASIP (reviewed in [14])”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [14] MR Gerstenblith, 2010, Genome-wide association studies of pigmentation and skin cancer: a review and meta-analysis, Pigment cell & melanoma research source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The alignment of the first two genetic PCs with geography and the clustering of individuals by European country are consistent with the results of a previous larger study of European genetic structure.

    “The alignment of the first two genetic PCs with geography and the clustering of individuals by European country are consistent with the results of a previous larger study of European genetic structure [28].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [28] J Novembre, 2008, Genes mirror geography within Europe, Nature source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The strong linear relationship between global skin pigmentation variation and latitude/UV radiation levels is thought to result from UV-mediated vitamin D synthesis, folate photolysis, sunburn, and skin cancer.

    “The strong linear relationship between global skin pigmentation variation and latitude/UV radiation levels is thought to result from UV-mediated vitamin D synthesis, folate photolysis, sunburn, and skin cancer [2]–[5].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2]–[5]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Two participants genotyped in duplicate showed good concordance of the genotypes (99.97% on average).

    “two participants were genotyped in duplicate and showed good concordance of the genotypes (99.97% on average)”
    Quote in the paperNot a substantial claim
  • May combine two claims. The quote only partly states this claim.

    Study design and conductown data

    The GWAS p-values corrected for population structure by country of sampling and by the first three genetic PCs were similar; the Pearson correlation coefficients between the linear model t-statistics from the two GWAS results are 0.96, 0.97, and 0.96 for the skin, hair, and eye pigmentation scans, respectively.

    “The Pearson correlation coefficients between the linear model t-statistics from the two GWAS results are 0.96, 0.97, and 0.96 for the skin, hair, and eye pigmentation scans, respectively.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The inner upper arm was chosen as a site of sampling to avoid as much as possible confounding by variable sun exposure and variability in tanning ability.

    “The inner upper arm was chosen as a site of sampling to avoid as much as possible confounding by variable sun exposure and variability in tanning ability.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Global-level variation in skin color is likely driven primarily by natural (ecological) selection in response to UV radiation levels.

    “For skin color, global-level variation is likely driven primarily by natural (ecological) selection in response to UV radiation levels.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2]–[5]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    There were 186 SNPs that had a p-value <0.01 in two or more populations, none of which were part of the replication set.

    “There were 186 SNPs that had a p-value <0.01 in two or more populations, none of which were part of the replication set.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Two SNPs on chromosome X with heterozygous genotypes in males were excluded.

    “Two SNPs on chromosome X with heterozygous genotypes in males were also excluded.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Based on quality control criteria, genotypes were obtained for 21, 26, and 34 of the SNPs selected from the results of the skin, hair, and eye pigmentation GWAS respectively.

    “genotypes were obtained for 21, 26, and 34 of the SNPs selected from the results of the skin, hair, and eye pigmentation GWAS respectively”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisenone given

    There is no obvious ecological selective pressure to explain the variation of hair and eye color or local variation in skin pigmentation.

    “Unlike for global skin pigmentation, there is no obvious ecological selective pressure to explain the variation of hair and eye color or local variation in skin pigmentation.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    SNPs with a minor allele frequency <1% or >10% missing rate were excluded from the analysis.

    “SNPs with a minor allele frequency (maf) <1% or >10% missing rate were excluded from the analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Skin pigmentation forms a gradient correlated with latitude, and variation in hair and eye color is particularly extensive in Europe.

    “Skin pigmentation forms a gradient correlated with latitude, and variation in hair and eye color is particularly extensive in Europe (reviewed in [1]).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1] Parra EJ (2007) Human pigmentation variation: evolution, genetic basis, and implications for public health. American journal of physical anthropology Suppl 45: 85–105. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Age was not correlated with any of the pigmentation traits, most likely due to the narrow age range in the study.

    “Age was not correlated with any of the pigmentation traits most likely due to the narrow age range in our study”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The derived allele (G) at rs12913832 is recessive and is associated with blue eye color.

    “The derived allele (G) at rs12913832 is recessive and is associated with blue eye color.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [33] H Eiberg, 2008, Blue eye color in humans may be caused by a perfectly associated founder mutation in a regulatory element located within the HERC2 gene inhibiting OCA2 expression, Human genetics source

      Not checked in the free run.

    • cites [34] RA Sturm, 2008, A single SNP in an evolutionary conserved region within intron 86 of the HERC2 gene determines human blue-brown eye color, American journal of human genetics source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Premisenone given

    The four countries (Ireland, Poland, Italy, Portugal), located near the geographical extremes of Europe, capture a large fraction of European phenotypic variation.

    “These countries, located near the geographical extremes of Europe, were chosen to capture a large fraction of European phenotypic variation.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The existing signal at rs1667394 was abolished (p = 0.73) after adjusting for the recessive effect of rs12913832, indicating that rs1667394 and rs12913832 likely represent the same association signal.

    “Furthermore the existing signal at rs1667394 was abolished (p = 0.73), indicating that rs1667394 and rs12913832 likely represent the same association signal.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Liu et al. report that quantitation improved the power to detect association signals at some known pigmentation genes and facilitated the identification of two novel replicated eye color loci at 17q25 and 21q22.

    “These authors report that the quantitation improved the power to detect the association signals at some known pigmentation genes and also facilitated the identification of two novel replicated eye color loci at 17q25 and 21q22.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [11] F Liu, 2010, Digital quantification of human eye color highlights genetic association of three new loci, PLoS genetics source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductreasoning

    The Bonferroni correction was applied and the genome-wide 5% significance threshold was considered to be a p-value <1.6×10−7 (0.05/313,763).

    “To account for multiple testing, the Bonferroni correction was applied and the genome-wide 5% significance threshold was considered to be a p-value <1.6×10−7 (0.05/313,763).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    rs12913832 is a strong predictor of eye color; it alone explains 44-48% of the variance in quantitative measures of eye color in Dutch Europeans.

    “rs12913832 is a strong predictor of eye color; it alone explains 44–48% of the variance in quantitative measures of eye color in Dutch Europeans [11].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [11] F Liu, 2010, Digital quantification of human eye color highlights genetic association of three new loci, PLoS genetics source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    Twenty-one, 26, and 34 of the candidate SNPs passed the genotyping quality control for the skin, hair, and eye pigmentation replication, respectively, and these include the top association signals of the three GWAS.

    “Twenty-one, 26, and 34 of the candidate SNPs passed the genotyping quality control for the skin, hair, and eye pigmentation replication, respectively, and these include the top association signals of the three GWAS.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    rs1667394 is located in an intron of HERC2 near the OCA2 gene, the major locus determining eye color, and has been reproducibly associated with eye color.

    “rs1667394 is located in an intron of HERC2 near the OCA2 gene, the major locus determining eye color and this SNP has been reproducibly associated with eye color [13].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [13] P Sulem, 2007, Genetic determinants of hair, eye and skin pigmentation in Europeans, Nature genetics source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    To avoid confounding by population structure at the replication stage, only 294 individuals (153 males and 141 females) who reported that all four grandparents had ancestry in the countries of sampling were considered.

    “To avoid confounding by population structure at the replication stage, we only considered 294 individuals (153 males and 141 females), who reported that all of their four grandparents had ancestry in the countries of sampling.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    Considering the number of loci for the Bonferroni correction (18, 24, and 26 for skin, hair and eye pigmentation) instead of the number of SNPs leads to a less conservative correction but to identical conclusions.

    “Considering the number of loci for the Bonferroni correction (18, 24, and 26 for skin, hair and eye pigmentation) instead of the number of SNPs leads to a less conservative correction but to identical conclusions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Not accounting for European population structure, particularly when phenotypes are stratified along axes of genetic differentiation, leads to highly significant false positive results (LCT locus for skin pigmentation) or inflated true positive results (OCA2/HERC2 locus for eye pigmentation).

    “These results demonstrate that not accounting for European population structure, particularly in this situation where the phenotypes are stratified along axes of genetic differentiation, leads to highly significant false positive results (LCT locus for skin pigmentation) or inflated true positive results (OCA2/HERC2 locus for eye pigmentation) (Figure S2).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The use of categories necessarily results in a loss of information, leading to a loss of statistical power to detect genetic effects.

    “The use of categories necessarily results in a loss of information, leading to a loss of statistical power to detect genetic effects.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    Since the GWAS included only females, an analysis considering only females obtained qualitatively identical conclusions: no SNP is reproducibly associated with skin or hair pigmentation, while five SNPs at the OCA2/HERC2 locus are reproducibly associated with eye pigmentation in the replication female-only cohort.

    “Since the GWAS included only females, we also performed the analysis considering only the females and obtained qualitatively identical conclusions: no SNP is reproducibly associated with skin or hair pigmentation, while five SNPs at the OCA2/HERC2 locus are reproducibly associated with eye pigmentation in the replication female only cohort.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    rs1667394 is also in LD with rs12913832 (D' = 1, r2 = 0.65), which was not genotyped in the study but is thought to be the likely causative variant for blue versus brown eye color by genetic and functional analyses.

    “rs1667394 is also in LD with rs12913832 (D’ = 1, r2 = 0.65), which was not genotyped in our study but is thought to be the likely causative variant for blue versus brown eye color by genetic and functional analyses [33], [34].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [33] H Eiberg, 2008, Blue eye color in humans may be caused by a perfectly associated founder mutation in a regulatory element located within the HERC2 gene inhibiting OCA2 expression, Human genetics source

      Not checked in the free run.

    • cites [34] RA Sturm, 2008, A single SNP in an evolutionary conserved region within intron 86 of the HERC2 gene determines human blue-brown eye color, American journal of human genetics source

      Not checked in the free run.

  • May combine two claims.

    Premisenone given

    Skin, hair, and eye color are all quantitative traits, and their true distributions are only approximated by categories.

    “Skin, hair, and eye color are in fact all three quantitative traits, and their true distributions are only approximated by categories.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Objective and quantitative phenotyping has the potential to improve the power to detect a genetic effect compared to GWAS based on subjective categorical phenotypes, but due to small sample size the study was only sufficiently powered to identify the major genetic effect of the HERC2/OCA2 locus on eye color.

    “Objective and quantitative phenotyping has the potential to improve the power to detect a genetic effect compared to GWAS based on subjective categorical phenotypes, but due to small sample size our study was only sufficiently powered to identify the major genetic effect of the HERC2/OCA2 locus on eye color.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The small sample size explains why the GWAS p-values for other causative loci are not clearly smaller than those expected by chance.
  • May combine two claims.

    Interpretationown data

    The fact that the study did not detect reproducible associations with skin or hair color suggests that, unlike eye color, skin and hair pigmentation variation in Europe are not determined by major loci.

    “The fact that we did not detect reproducible associations with skin or hair color suggests that, unlike eye color, skin and hair pigmentation variation in Europe are not determined by major loci.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The small sample size explains why the GWAS p-values for other causative loci are not clearly smaller than those expected by chance.
  • May combine two claims.

    Study design and conductcitation

    Other eye color loci reported have been estimated each to explain less than 1% of the phenotypic variation, for which the GWAS sample size is under-powered.

    “In contrast, other eye color loci reported [11] have been estimated each to explain less than 1% of the phenotypic variation, for which our GWAS sample size is under-powered.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [11] F Liu, 2010, Digital quantification of human eye color highlights genetic association of three new loci, PLoS genetics source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationcitation

    One potential reason for the conflicting results is the different instruments used: in early studies using EEL and Photovolt broad-spectrum spectrophotometers, skin pigmentation estimates may be confounded by hemoglobin level to a greater extent than for the DermaSpectrometer used in the present study.

    “One potential reason for the conflicting results is the different instruments used. In early studies, which used the Evans Electric Limited (EEL) and Photovolt broad-spectrum spectrophotometers, skin pigmentation estimates may be confounded by the hemoglobin level to a greater extent than for the DermaSpectrometer used in the present study [46].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [46] H Takiwaki, 1998, Measurement of skin color: practical application and theoretical considerations, J Med Invest

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    rs16891982 in SLC45A2 (98% frequency in CEU for the derived allele) may contribute to skin pigmentation differences in Europe as suggested in a candidate gene study for subjective skin color.

    “This variant (98% frequency in CEU for the derived allele) may contribute to skin pigmentation differences in Europe as suggested in a candidate gene study for subjective skin color [39].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [39] J Graf, 2005, Single nucleotide polymorphisms in the MATP gene are associated with normal human pigmentation variation, Human mutation source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Differences in skin pigmentation between sexes are likely population specific: whereas DermaSpectrometer M index measurements in this study show European males to have lighter skin pigmentation than European females, measurements in Island Melanesian, African Caribbeans, and African Americans have shown that in these populations males have darker skin pigmentation than females.

    “Lastly, we emphasize that differences in skin pigmentation between sexes are likely population specific. Whereas DermaSpectrometer M index measurements in this study show European males to have lighter skin pigmentation than European females, DermaSpectrometer M index measurements of skin pigmentation in Island Melanesian, African Caribbeans, and African Americans have shown that in these populat”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [6] HL Norton, 2006, Skin and hair pigmentation variation in Island Melanesia, Am J Phys Anthropol source

      Not checked in the free run.

    • cites [38] MD Shriver, 2003, Skin pigmentation, biogeographical ancestry and admixture mapping, Human genetics source

      Not checked in the free run.

    • cites [47] C Bonilla, 2005, The 8818G allele of the agouti signaling protein (ASIP) gene is ancestral and is associated with darker skin color in African Americans, Hum Genet source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In candidate gene studies, R163Q has shown either no association, or association of the minor, derived allele (Q variant) with lighter skin pigmentation.

    “In candidate gene studies, R163Q has shown either no association, or association of the minor, derived allele (Q variant) with lighter skin pigmentation [41]–[45].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [41]–[45]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The same trend in M index was reported previously in a sample of European Americans.

    “The same trend in M index was reported previously in a sample of European Americans [38].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] MD Shriver, 2003, Skin pigmentation, biogeographical ancestry and admixture mapping, Human genetics source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Not correcting for ancestry leads to an overestimation of the effect of pigmentation genes, like the HERC2/OCA2 locus for eye color, or results in a false positive association of loci that have differentiated along the same geographical axes, e.g. the strong association of variation at the lactase gene (LCT) with skin color that the study observed.

    “Not correcting for ancestry leads to an overestimation of the effect of the pigmentation genes, like the HERC2/OCA2 locus for eye color, or results in a false positive association of loci that have differentiated along the same geographical axes, e.g. the strong association of variation at the lactase gene (LCT) with skin color that we observed.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    This genetic factor explains 10.7% of the blond to black variation in hair color in populations of European ancestry, requiring a sample size of 327 to achieve 80% power.

    “This genetic factor explains 10.7% of the blond to black variation in hair color in populations of European ancestry, requiring a sample size of 327 to achieve 80% power.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] J Han, 2008, A genome-wide association study identifies novel alleles associated with hair color and skin pigmentation, PLoS genetics source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    In Europe, variation at rs1426654 in SLC24A5 does not contribute to skin pigmentation differences since the derived allele associated with light skin pigmentation has been swept to fixation (100% frequency in HapMap CEU).

    “In Europe, variation at rs1426654 in SLC24A5 does not contribute to skin pigmentation differences since the derived allele associated with light skin pigmentation has been swept to fixation (100% frequency in HapMap CEU).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    In candidate gene association studies, these three variants have been shown to contribute to quantified skin pigmentation variation in admixed European/African populations.

    “In candidate gene association studies, these three variants have been shown to contribute to quantified skin pigmentation variation in admixed European/African populations [4], [36]–[38].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [4] HL Norton, 2007, Genetic evidence for the convergent evolution of light skin in Europeans and East Asians, Molecular biology and evolution source

      Not checked in the free run.

    • cites [36]–[38]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    MC1R is an extensively studied human pigmentation gene whose variants have been associated with red hair, fair skin, sun sensitivity, and freckling in populations of European ancestry.

    “MC1R is an extensively studied human pigmentation gene whose variants have been associated with red hair, fair skin, sun sensitivity, and freckling in populations of European ancestry (see [40] for a review).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [40] C Dessinioti, 2011, Melanocortin 1 receptor variants: functional role and pigmentary associations, Photochemistry and photobiology source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The Stokowski et al. GWAS showed that non-synonymous variants in three genes, rs1426654 SLC24A5, rs16891982 SLC45A2, and rs1042602 TYR, contribute to differences in spectroscopic skin pigmentation measurements in South Asians.

    “However our results can be compared to the Stokowski et al. [17] GWAS, which showed that non-synonymous variants in three genes, rs1426654 SLC24A5, rs16891982 SLC45A2, and rs1042602 TYR, contribute to differences in spectroscopic skin pigmentation measurements in South Asians.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [17] RP Stokowski, 2007, A genomewide association study of skin pigmentation in a South Asian population, American journal of human genetics source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    One should be careful about generalizing the finding that country-based correction performs equivalently to PC-based correction to other more heterogeneous samples like larger pan-European and European-American samples.

    “One should be careful about generalizing this finding to other more heterogeneous sample like larger pan-European and European-American samples.”
    Quote in the paperNot a substantial claim
78 of 78
  • The authors state this as an assumption.

    Each copy of the minor allele has the same additive effect on the phenotype.

    “where each copy of the minor allele was assumed to have the same additive effect on the phenotype”
  • The authors state this as an assumption.

    The small sample size explains why the GWAS p-values for other causative loci are not clearly smaller than those expected by chance.

    “Because our method detects the strong genetic effect of the OCA2/HERC2 locus on eye pigmentation, it is reasonable to assume that our small sample size explains why our GWAS p-values for other causative loci are not clearly smaller than those expected by chance.”
  • The paper relies on this without support.

    The skin pigmentation phenotype has not been the subject of a genome-wide scan in Europeans using an objectively quantified measure of skin color.

    “The skin pigmentation phenotype was of particular interest in our study since it is a continuously distributed phenotype that, to our knowledge, has not been the subject of a genome-wide scan in Europeans using an objectively quantified measure of skin color.”
  • The paper relies on this without support.

    Neither SCIN nor FLNB has been implicated in pigmentation.

    “To our knowledge, neither SCIN nor FLNB has been implicated in pigmentation.”
4 of 4

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Authors
Candille, S. I., Absher, D. M., Beleza, S., Bauchet, M., McEvoy, B., Garrison, N. A., Li, J. Z., Myers, R. M., Barsh, G. S., Tang, H., & Shriver, M. D.
Affiliations
  • Stanford University (US)
  • HudsonAlpha Institute for Biotechnology (US)
  • Pennsylvania State University (US)
  • Trinity College Dublin (IE)
  • University of Michigan (US)
Corresponding author
  • Candille, Sophie I.
  • Tang, Hua
Venue
PLoS ONE
Published
2012-10-31
Volume
7
Issue
10
Pages
e48294
ISSN
1932-6203 (ISSN-L)
OpenAlex
W1985389453
Cited by
111
References
49
Citations by year
2026: 4 · 2025: 2 · 2024: 4 · 2023: 4 · 2022: 6 · 2021: 11 · 2020: 11 · 2019: 13 · 2018: 12 · 2017: 14 · 2016: 9 · 2015: 7 · 2014: 6 · 2013: 8
FWCI
3.16
Type
journal article
Language
en
Open access
Locations
  • PLoS ONE (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Figshare (submittedVersion, cc-by)
Funders
  • University College Dublin
  • Trinity College Dublin
  • Universidade do Porto
  • National Institutes of Health (HG000044)
  • Fundação para a Ciência e a Tecnologia (SFRH/BPD/21887/2005)
  • National Human Genome Research Institute (HG000044, T32HG000044)
  • National Institute of General Medical Sciences (GM073059, R01GM073059, F31GM076893)
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 › Genetic Mapping and Diversity in Plants and Animals
Keywords
skin pigmentation, hair pigmentation, eye color, genetic architecture of complex traits, European populations, reflectance spectroscopy, population stratification
MeSH terms
Eye, Female, Hair, Humans, Male, Phenotype, Skin Pigmentation, Polymorphism, Single Nucleotide, White People, Genome-Wide Association Study, Self Report

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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

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