Cited by 161melanin and skin pigmentationForensic and Genetic ResearchGenetic Associations and Epidemiology

Genetic Architecture of Skin and Eye Color in an African-European Admixed Population

Open access
Beleza, Sandra, Johnson, Nicholas A., Candille, Sophie I., Absher, Devin M., Coram, Marc A., Lopes, Jailson, Campos, Joana, Araújo, Isabel Inês +8 more·2013·PLoS Genetics

Abstract

Variation in human skin and eye color is substantial and especially apparent in admixed populations, yet the underlying genetic architecture is poorly understood because most genome-wide studies are based on individuals of European ancestry. We study pigmentary variation in 699 individuals from Cape Verde, where extensive West African/European admixture has given rise to a broad range in trait values and genomic ancestry proportions. We develop and apply a new approach for measuring eye color, and identify two major loci (HERC2[OCA2] P = 2.3 × 10(-62), SLC24A5 P = 9.6 × 10(-9)) that account for both blue versus brown eye color and varying intensities of brown eye color. We identify four major loci (SLC24A5 P = 5.4 × 10(-27), TYR P = 1.1 × 10(-9), APBA2[OCA2] P = 1.5 × 10(-8), SLC45A2 P = 6 × 10(-9)) for skin color that together account for 35% of the total variance, but the genetic component with the largest effect (~44%) is average genomic ancestry. Our results suggest that adjacent cis-acting regulatory loci for OCA2 explain the relationship between skin and eye color, and point to an underlying genetic architecture in which several genes of moderate effect act together with many genes of small effect to explain ~70% of the estimated heritability.

AI snapshot

Written from the paper’s full text.

TL;DR

This study maps skin and eye color in 699 Cape Verdeans, an African-European admixed population, using genotype- and ancestry-based association approaches. It finds distinct genetic architectures: a few major loci plus average genomic ancestry explain much of skin color variation, while eye color is dominated by HERC2[OCA2] with a secondary SLC24A5 signal.

Key findings

  • Two major eye-color loci were identified: HERC2[OCA2] rs12913832 (P = 2.3×10−62) and SLC24A5 (P = 9.6×10−9 in the abstract; Table 1 reports rs2470102 genotype P = 4.8×10−10), affecting both blue versus brown eyes and shades of brown.
  • Four major skin-color loci were identified: SLC24A5 (P = 5.4×10−27), TYR/GRM5 (P = 1.1×10−9), APBA2[OCA2] (P = 1.5×10−8), and SLC45A2 (P = 6×10−9); together they account for 35% of total skin-color variance, while average genomic ancestry accounts for ∼44%.
  • Skin and eye color have different architectures: skin color correlates with African genomic ancestry at R² = 0.44, whereas eye color correlates weakly with ancestry (R² = 0.08) and with skin color (R² = 0.14).
  • At 15q13.1, the eye-color signal in HERC2[OCA2] and the skin-color signal in APBA2[OCA2] are genetically separable, with weak linkage disequilibrium between peaks (R² = 0.112), suggesting adjacent cis-regulatory effects on OCA2.

Methods

  • Studied 699 Cape Verdeans from six islands; final analyses used 685 individuals with skin reflectance and 625 with high-quality eye photographs. Genotyping used Illumina 1M, yielding 903,837 autosomal SNPs after QC.
  • Skin color was measured as a modified melanin (MM) index by reflectance spectroscopy on the upper inner arm; eye color was measured as a new quantitative “T index” derived from digital photographs and a principal curve.
  • Association analyses used additive linear regression adjusted for sex and first three principal components, plus ancestry-based mapping with SABER+, EMMAX mixed models, imputation with MaCH, CMS selection scores, and power simulations.

Limitations

  • The paper states that CEU and YRI are imperfect proxies for the true ancestral populations of Cape Verde, which likely include multiple Southern European and West African groups, and cautions that “European” and “African” should not imply homogeneity.
  • The authors note that GCTA-style heritability estimation was not used because the genetic relationship matrix is inflated by population structure and pilot studies showed large sampling variability in this moderate-sized sample.
  • The paper states that failure to replicate some previously reported loci (e.g., ASIP, KITLG, MC1R) could reflect limited ancestral allelic variation, incomplete ancestry correction in earlier studies, or effects too small to detect; the APBA2[OCA2] regulatory mechanism remains a hypothesis requiring functional validation.

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

Integrity signals

Registry

Crossref · 10.1371/journal.pgen.1003372

Cites

54 of 54 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 39 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    No additional loci were found in conditional analyses adjusting for the most significant SNPs in the known loci (four for skin and two for eye color).

    “No additional loci were found in conditional analyses that adjust for the most significant SNPs in the known loci (four for skin and two for eye color).”
    Quote in the paperSubstantial claim
  • Findingown data

    Skin color measured by the MM index appears normally distributed with mean 7.39 and SD 0.85 in the Cape Verde cohort.

    “For skin color, we used reflectance spectroscopy on the upper inner arm to calculate a modified melanin (MM) index, which appears normally distributed with a mean of 7.39 and standard deviation of 0.85 for the Cape Verde cohort.”
    Quote in the paperNot a substantial claim
  • Findingown data

    RGB reflectance values project onto an empirical curve that begins with very light blue and ends with very dark brown eyes.

    “We observed that RGB reflectance values project onto an empirical curve that begins and ends, respectively, with very light blue, and very dark brown eyes”
    Quote in the paperSubstantial claim
  • Findingown data

    The 15q13.1 eye color association signal lies ∼50 kb upstream of OCA2 in an intronic region of HERC2.

    “the 15q13.1 association signal for eye color, which lies ∼50 kb upstream of OCA2 in an intronic region of HERC2”
    Quote in the paperNot a substantial claim
  • Findingown data

    In analyses adjusted only for principal components and sex, signals at 15q21.1 for skin color and 15q13.1 for eye color dominate the significance plots.

    “In analyses adjusted only for principal components and sex, the signals at 15q21.1 (for skin color, Figure 3a) and 15q13.1 (for eye color, Figure 3b), dominate the significance plots.”
    Quote in the paperSubstantial claim
  • May combine two claims. 58
  • The quote only partly states this claim. 1
  • Classified as probably not a substantial claim. 23
  • May combine two claims.

    Findingown data

    Four skin color loci (5p13.3, 11q14.3, 15q13.1, and 15q21.1) and two eye color loci (15q13.1 and 15q21.1) met genome-wide significance P<5.7×10−8 in genotype-based association.

    “For genotype-based association, four skin color loci (5p13.3, 11q14.3, 15q13.1, and 15q21.1) and two eye color loci (15q13.1 and 15q21.1) met genome-wide criteria for significance, P<5.7×10−8”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The most strongly associated SNPs at 5p13.3 and 15q21.1 represent missense alterations SLC45A2 L374F and SLC24A5 A111T.

    “the most strongly associated SNPs at 5p13.3 and 15q21.1 represent missense alterations in two well-known pigmentary genes, SLC45A2 L374F (Figure 4a) and SLC24A5 A111T (Figure 4c)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingnone given

    GRM5 and APBA2 lie 396 kb upstream and 1025 kb upstream of TYR and OCA2, respectively.

    “GRM5 and APBA2 lie 396 kb upstream and 1025 kb upstream of TYR and OCA2, respectively”
    Quote in the paperSubstantial claim
  • The quote only partly states this claim.

    Findingcitation

    The pattern of African genomic ancestry in Cape Verde is less skewed than in African Americans from FBPP, where African ancestry ranges 40.6% to 99.3% with median 89.5%.

    “in a randomly sampled African-American cohort from the Family Blood Pressure Study (FBPP) [21], African genomic ancestry ranges from 40.6% to 99.3%, with a median of 89.5%”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [21] H Tang, 2006, Racial admixture and its impact on BMI and blood pressure in African and Mexican Americans, Hum Genet source

      Not checked in the free run.

    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Findingown data

    Across Cape Verde islands, distributions of African genomic ancestry overlap in range but vary in median from 50.5% in Fogo to 74.4% in Santiago.

    “Across different islands, the distributions of African genomic ancestry exhibit substantial overlap in range but vary in their median values, from 50.5% in Fogo to 74.4% in the capital island of Santiago”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Findingown data

    The 5p13.3 and 11q14.3 regions affect only skin color, whereas chromosome 15 regions 15q13.1 and 15q21.1 affect both skin and eye color.

    “The 5p13.3 and 11q14.3 regions affect only skin color (Figure 4a, 4b), whereas the chromosome 15 regions (15q13.1 and 15q21.1, Figure 4c, 4d) affect both skin and eye color.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Ancestry-based association yields broader peaks than genotype-based association but uncovers the identical set of six loci.

    “Ancestry-based association yields broader peaks than genotype-based association, but the distribution of significant regions is strikingly consistent for the two approaches, uncovering the identical set of six loci”
    Quote in the paperSubstantial claim
    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Findingown data

    In analyses considering TYR and GRM5 SNPs as covariates, both remain significant (P=3.7×10−6 for rs10831496; P=0.00012 for rs1042602).

    “in analyses that consider TYR and GRM5 SNPs as covariates, both remain significant (P = 3.7×10−6 for rs10831496; P = 0.00012 for rs1042602).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Each derived allele at HERC2 (OCA2) and APBA2 (OCA2) is present on a single major extended haplotype (>160 kb for HERC2 and >90 kb for APBA2), whereas ancestral alleles are found on multiple shorter haplotypes.

    “Each derived allele is present on a single major extended haplotype (>160 kb in length for HERC2 (OCA2) and >90 kb in length for APBA2 [OCA2]), whereas the ancestral alleles are found on multiple, shorter, haplotypes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In conditional regression analyses, HERC2 does not affect skin color if eye color is included as a covariate (HERC2 P=0.48, APBA2 P=0.0009); conversely, APBA2 does not affect eye color if skin color is included (APBA2 P=0.083, HERC2 P<2×10−16).

    “in conditional regression analyses where genotypes at both loci are included as covariates, HERC2 does not affect skin color if eye color is also included as a covariate (HERC2 P = 0.48, APBA2 P = 0.0009); conversely, APBA2 does not affect eye color if skin color is also included as a covariate (APBA2 P = 0.083, HERC2 P<2×10−16).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For eye color, the ancestral HERC2 (OCA2) allele is mostly dominant over the derived allele, consistent with the near recessive mode of inheritance of blue eye phenotype in Europeans.

    “For eye color, the ancestral HERC2 (OCA2) allele is mostly dominant over the derived allele, consistent with the near recessive mode of inheritance of blue eye phenotype in Europeans”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The four skin color loci act in an additive fashion; there is no evidence of dominance at any of the loci, nor evidence of opposite-sign epistasis between loci.

    “The four skin color loci we identified by association analysis act in an additive fashion: we found no evidence of dominance at any of the loci, nor evidence of opposite-sign epistasis between loci.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The SLC45A2 and APBA2 (OCA2) GWAS signals coincide with sharp CMS signals; broader CMS signals are apparent at SLC24A5 and HERC2 (OCA2).

    “The SLC45A2 and APBA2 (OCA2) GWAS signals coincide with sharp CMS signals (Figure 4a, 4d); broader CMS signals are also apparent at SLC24A5 and HERC2 (OCA2) (Figure 4c, 4d).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The derived APBA2 (OCA2) allele is present at low frequencies in most populations of African ancestry and at high frequencies in most populations of Asian and European ancestry.

    “The derived APBA2 (OCA2) allele is present at low frequencies in most populations of African ancestry, and at high frequencies in most populations of Asian and European ancestry.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Findingown data

    Measures of linkage disequilibrium between HERC2 and APBA2 loci are not significant (R^2=0.036, D′=0.071 with Χ2=0.517), and extended haplotypes for the derived alleles are separated by ∼800 kb.

    “measures of linkage disequilibrium between the two loci are not significant (R∧2 = 0.036, D′ = 0.071 with Χ2 = 0.517), extended haplotypes for the derived alleles are separated by ∼800 kb”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    In the subset of 592 Cape Verdeans with T-index >0.15, both HERC2 rs12913832 (P=5.23×10−16) and SLC24A5 rs2470102 (P=1.12×10−10) remain highly significant.

    “In the subset of 592 Cape Verdeans whose T-index >0.15 (Figure 1, Figure 2), both loci remain highly significant (HERC2 rs12913832, P = 5.23×10−16; and SLC24A5 rs2470102, P = 1.12×10−10)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The effects of SLC24A5 on eye color are semi-dominant, and no interaction was found between this gene and HERC2.

    “By contrast, the effects of SLC24A5 on eye color are semi-dominant, and no interaction was found between this gene and HERC2”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The proportions of phenotypic variance attributed solely to genotype at each of the four major skin color loci are about 2% each for GRM5-TYR, APBA2 (OCA2), and SLC45A2, and about 7% for SLC24A5.

    “the proportions of phenotypic variance attributed solely to genotype at each of the four major skin color loci are quite small, about 2% each for GRM5-TYR, APBA2 (OCA2), and SLC45A2, and about 7% for SLC24A5.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The derived HERC2 (OCA2) allele is absent from African and East Asian populations and appears at high frequency only in Western and Northern Europe.

    “By contrast, the derived HERC2 (OCA2) allele is absent from African and East Asian populations, and appears at high frequency only in Western and Northern Europe”
    Quote in the paperSubstantial claim
    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Findingown data

    Individual ancestry contributes 44% to skin color variation, and about half of that contribution (22% of total) could also be accounted for by genotype at the four major loci.

    “even though individual ancestry contributes 44% to skin color variation, about half of that contribution (22% of the total) could also be accounted for by genotype at the four major loci.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The four major loci contribute a total of 35% to skin color variation, but only 13% above that which could also be accounted for by individual ancestry.

    “the four major loci contribute a total of 35% to skin color variation, but only 13% above that which could also be accounted for by individual ancestry.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The GWAS significance peaks for eye color and skin color at 15q13.1 appear distinct, and linkage disequilibrium between the two peaks is weak (R^2=0.112).

    “The GWAS significance peaks for eye color and skin color at 15q13.1 appear distinct (Figure 4d), and linkage disequilibrium between the two significance peaks is weak (R∧2 = 0.112 in our sample).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    Even though SLC24A5 and SLC45A2 lie on different chromosomes, their genotypes in Cape Verde are correlated with genomic ancestry and with each other.

    “even though SLC24A5 and SLC45A2 lie on different chromosomes, their genotypes in the Cape Verde population are correlated with genomic ancestry and, therefore, with each other.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Findingown data

    The final dataset consists of 685 individuals with skin reflectance measurements, of which 625 have high-quality digital eye photographs.

    “The final dataset consists of 685 individuals with skin reflectance measurements, of which 625 have high-quality digital eye photographs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingreasoning

    The 15q13.1 skin color locus has a haplotype set, linkage disequilibrium architecture, and signature of selection that is clearly distinct from the HERC2 (OCA2) eye color locus.

    “and has a haplotype set, linkage disequilibrium architecture, and signature of selection that is clearly distinct from the HERC2 (OCA2) eye color locus.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    After applying all quality control filters, 903,837 autosomal SNPs were available for analysis, of which 24,478 had minor allele frequency (MAF) <0.01.

    “After applying all quality control filters, 903,837 autosomal SNPs were available for analysis, of which 24,478 had minor allele frequency (MAF) <0.01.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    In the Cape Verde sample, we used dense genotype data (>900,000 SNPs) to correct for genomic ancestry, and only the first three loci exhibited a significant association with skin color.

    “In the Cape Verde sample, we used dense genotype data (>900,000 SNPs) to correct for genomic ancestry, and only the first three loci exhibited a significant association with skin color.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingreasoning

    Our results do not exclude the possibility that variation in KITLG affects skin color.

    “Our results do not exclude the possibility that variation in KITLG affects skin color”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Effect sizes shown in Figure 5 and Figure 7 for APBA2 (0.155), GRM5-TYR (0.193), SLC24A5 (0.334), and SLC45A2 (0.166) are from a linear regression of the Cape Verde skin color data in which genomic ancestry and genotypes at the four major loci are included as covariates.

    “Effect sizes shown in Figure 5 and Figure 7 for APBA2 (0.155) GRM5-TYR (0.193), SLC24A5 (0.334), and SLC45A2 (0.166) are from a linear regression of the Cape Verde skin color data in which genomic ancestry and genotypes at the four major loci are included as covariates.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    We carried out an association scan conditioning at all index SNPs, and found no evidence for secondary signals except in the GRM5-TYR region (rs10831496 and rs1042602).

    “To evaluate potential secondary signals, we also carried out an association scan conditioning at all index SNPs, and found no evidence for secondary signals except in the GRM5-TYR region (rs10831496 and rs1042602, respectively) as described in the conditional analysis section of the Results.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    MM in individuals of European ancestry is smaller and more narrowly distributed, with mean 5.38 and SD 0.27.

    “By comparison, MM in individuals of European ancestry is smaller and much more narrowly distributed, with a mean of 5.38 and standard deviation of 0.27 [23].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [23] SI Candille, 2012, Genome-wide association studies of quantitatively measured skin, eye, and hair pigmentation in four European populations, PLoS ONE source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    The direction of effect of the six loci is consistent across all island groups, with the derived allele associated with lighter skin color or a lower T-index.

    “the direction of effect is consistent across all groups, with the derived allele associated with lighter skin color or a lower T-index”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    After removing SNPs surrounding the six loci, genomic control parameters were 1.02 for skin color and 1.00 for eye color.

    “After removing SNPs surrounding these six loci, the genomic control parameters were 1.02 and 1.00 for skin color and eye color, respectively.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    GWAS results are based on linear regression adjusting for the first three principal components, and adjusting for up to 10 PCs does not qualitatively alter results.

    “The genome-wide association results described below are based on a linear regression adjusting for the first three principal components (PC) but the same model adjusting for up to 10 PCs does not qualitatively alter our results.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.
  • May combine two claims.

    Interpretationown data

    The 15q21.1 skin color signal corresponds to SLC24A5 and the 15q13.1 eye color signal corresponds to HERC2 (OCA2).

    “As described below, these signals correspond to SLC24A5 for skin color and HERC2 (OCA2) for eye color”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    SLC45A2 and SLC24A5 are thought to encode membrane transport proteins that promote melanogenesis.

    “thought to encode membrane transport proteins that promote melanogenesis [13], [25]–[27].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13], [25]–[27]

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Expression of SLC45A2 and SLC24A5 is pigment cell-specific, and null mutations dramatically impair melanin synthesis in model organisms.

    “expression of both genes is pigment cell-specific, and null mutations dramatically impair melanin synthesis in model organisms [13], [28], [29].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13], [28], [29]

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Cape Verde has extensive West African/European admixture that has given rise to a broad range in trait values and genomic ancestry proportions.

    “We study pigmentary variation in 699 individuals from Cape Verde, where extensive West African/European admixture has given rise to a broad range in trait values and genomic ancestry proportions.”
    • Also stated in: § Introduction · plain
      “In this population, extensive genetic admixture between the African and European ancestral populations during the last several centuries [16], [17] has facilitated assortment of pigmentary alleles.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [16], [17]

      Not checked in the free run.

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

    Premisecitation

    The HERC2 region has been well recognized to account for Mendelian-like inheritance of blue vs. brown eye color in populations of European ancestry.

    “has been well recognized to account for Mendelian-like inheritance of blue vs. brown eye color in populations of European ancestry [7], [8], [10].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7], [8], [10]

      Not checked in the free run.

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

    Premisecitation

    TYR and OCA2 are well-known pigmentary genes for which complete loss-of-function causes albinism in humans and other animals.

    “two well-known pigmentary genes for which a complete loss-of-function causes albinism in humans and in other animals [30]–[32].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30]–[32]

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    In any particular individual, genomic ancestry has predictive value for genotype at each of the four major skin color loci, and vice versa.

    “Thus, in any particular individual, genomic ancestry has predictive value for genotype at each of the four major skin color loci, and vice versa.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    If skin color in Cape Verde is 80% heritable, the four major loci and individual ancestry explain most of that variation, with only a small amount of missing heritability.

    “If skin color in Cape Verde is 80% heritable, the four major loci and individual ancestry explain most of that variation, with only a small amount of “missing heritability””
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: Skin color in Cape Verde is 80% heritable.
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    The failure to replicate previously reported effects could be due to a paucity of allelic variation in Cape Verde ancestral populations (e.g. MC1R), incomplete correction for genomic ancestry (e.g. ASIP, KITLG), or real effects too small to detect.

    “the failure to replicate previously reported effects could be due to a paucity of allelic variation in the Cape Verde ancestral populations (e.g. MC1R), incomplete correction for genomic ancestry with small panels of ancestry informative markers in the earlier studies (e.g. ASIP, KITLG), or real effects of these loci that are too small to detect in our study.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    OCA2 was originally considered a strong candidate gene for Afro-European pigmentary variation based on allele distribution patterns of closely linked SNPs and because of a strong association with blue vs. brown eye color in populations of European ancestry.

    “OCA2 was originally considered a strong candidate gene for Afro-European pigmentary variation based on allele distribution patterns of closely linked SNPs [11], [14], [34], [35], and because of a strong association with blue vs. brown eye color in populations of European ancestry [4], [41].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [11] MD Shriver, 2003, Skin pigmentation, biogeographical ancestry and admixture mapping, Hum Genet source

      Not checked in the free run.

    • cites [14] HL Norton, 2007, Genetic evidence for the convergent evolution of light skin in Europeans and East Asians, Mol Biol Evol source

      Not checked in the free run.

    • cites [34], [35]

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Previous genome-wide studies of human skin and eye color have focused on populations of European ancestry and have been based primarily on categorical and subjective assessment of pigmentary phenotype.

    “Previous genome-wide studies of human skin and eye color have focused on populations of European ancestry and have been based primarily on categorical and subjective assessment of pigmentary phenotype [4]–[7].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [4]–[7]

      Not checked in the free run.

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

    Study design and conductreasoning

    Hardy-Weinberg equilibrium was not used as a quality filter due to the admixed nature of the subjects.

    “Hardy-Weinberg equilibrium was not used as a quality filter due to the admixed nature of the subjects.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Lamason et al. estimated an effect size for a single SLC24A5 allele in an African-American sample that corresponds to 4.8 melanin units.

    “compared to 4.8 melanin units estimated by Lamason et al. [13] in an African-American sample.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13] RL Lamason, 2005, SLC24A5, a putative cation exchanger, affects pigmentation in zebrafish and humans, Science 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 conductnone given

    SNPs with genotyping call rate <95%, replication errors across 20 replicated samples, apparent heterozygosity equal to one, and only a single allele called in the Cape Verde dataset were removed from the analyses.

    “SNPs with genotyping call rate <95%, SNPs showing replication errors across 20 replicated samples, SNPs in which the apparent heterozygosity was equal to one, and SNPs for which only a single allele was called in the Cape Verde dataset were removed from the analyses.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    If a chromatin loop does form between APBA2 and OCA2, the BP3 region must be contained within that loop.

    “If, however, a chromatin loop does form between APBA2 and OCA2, the BP3 region must be contained within that loop.”
    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 conductown data

    Identity-by-states revealed 12 pairs of cryptic relationships (IBS>0.8); one individual from each pair was excluded.

    “Identity-by-states (IBS), estimated using all autosomal SNPs in PLINK [47], revealed 12 pairs of cryptic relationships (IBS>0.8). One individual from each pair was excluded.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [47] S Purcell, 2007, PLINK: a tool set for whole-genome association and population-based linkage analyses, Am J Hum Genet source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    SLC24A5 and KITLG have been reported to have effect sizes that correspond to 25%-38% and 20%-25% of the European-West African difference in skin color, respectively.

    “SLC24A5 and KITLG have been reported to have effect sizes that correspond to 25%–38% and 20%–25% of the European-West African difference in skin color, respectively [13], [15].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [13] RL Lamason, 2005, SLC24A5, a putative cation exchanger, affects pigmentation in zebrafish and humans, Science source

      Not checked in the free run.

    • cites [15] CT Miller, 2007, cis-Regulatory changes in Kit ligand expression and parallel evolution of pigmentation in sticklebacks and humans, Cell source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Admixture stratification is important because the very same loci that underlie trait differences in ancestral populations are also among the strongest admixture informative markers; therefore, incomplete correction for genomic ancestry will lead to overestimation of the effects for any locus that itself is an admixture informative marker.

    “Admixture stratification is important in this context because the very same loci that underlie trait differences in ancestral populations are also among the strongest admixture informative markers; therefore, incomplete correction for genomic ancestry will lead to overestimation of the effects for any locus that itself is an admixture informative marker.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The critical SNP rs12913832 is part of an enhancer that forms a chromatin loop with the OCA2 promoter, and the derivative allele causes reduced recruitment of the chromatin remodeler HLTF, leading to reduced binding of additional transcription factors and impairment of loop formation and OCA2 expression in cultured human melanocytes.

    “Very recently, Visser et al. [33] showed that the critical SNP in this region, rs12913832, is part of an enhancer that forms a chromatin loop with the OCA2 promoter, and that the derivative allele causes reduced recruitment of the chromatin remodeler HLTF, leading to reduced binding of additional transcription factors and impairment of loop formation and OCA2 expression in cultured human melanocyt”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [33] M Visser, 2012, HERC2 rs12913832 modulates human pigmentation by attenuating chromatin-loop formation between a long-range enhancer and the OCA2 promoter, Genome Res

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Hypopigmentation associated with Prader-Willi and Angelman syndromes is thought to be caused by hemizygosity for OCA2 and is therefore independent of any potential cis-acting regulatory region in APBA2.

    “Hypopigmentation associated with these conditions is thought to be caused by hemizygosity for OCA2 [46] and is therefore independent of any potential cis-acting regulatory region in APBA2.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [46] RA Spritz, 1997, Hypopigmentation in the Prader-Willi syndrome correlates with P gene deletion but not with haplotype of the hemizygous P allele, Am J Med Genet source

      Not checked in the free run.

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

    Premisecitation

    The ∼1 Mb interval between HERC2 and APBA2 contains a cluster of segmental duplications that serves as a frequent deletion breakpoint (BP3) involved in Prader-Willi and Angelman syndromes.

    “the ∼1 Mb interval between HERC2 and APBA2 contains a cluster of segmental duplications that serves as a frequent deletion breakpoint (BP3) involved in Prader-Willi and Angelman syndromes [45].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [45] AJ Makoff, 2007, Detailed analysis of 15q11–q14 sequence corrects errors and gaps in the public access sequence to fully reveal large segmental duplications at breakpoints for Prader-Willi, Angelman, and inv dup(15) syndromes, Genome Biol source

      Not checked in the free run.

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

    Study design and conductnone given

    Two samples with call rate below 95% were removed.

    “Two samples with call rate below 95% were removed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    We favor the alternative that many genes of small effect cumulatively explain the correlation between skin color and individual ancestry, and together with several genes of moderate effect (GRM5-TYR, APBA2 (OCA2), SLC45A2, and SLC24A5), account for high overall heritability.

    “We favor the latter alternative, which supports a view of skin color genetic architecture that is multimodal, in which many genes of small effect cumulatively explain the correlation between skin color and individual ancestry, and together with several genes of moderate effect (GRM5-TYR, APBA2 (OCA2), SLC45A2, and SLC24A5), account for high overall heritability.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The extracted irises were manually inspected and found sufficiently accurate.

    “The extracted irises were manually inspected and found sufficiently accurate.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Age was found not correlated with the phenotypes (P>0.5 for both skin and eye colors), and hence was not included as covariate.

    “age was found not correlated with the phenotypes (P>0.5 for both skin and eye colors), and hence was not included as covariate.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Effect sizes shown in Figure 5 for KITLG (0.19 MM-0.26 MM) are estimated from Miller et al. in which the beta value for rs642742 is reported as 3.8 melanin units based on a linear regression model, and 2.8 melanin units based on ADMIXMAP.

    “Effect sizes shown in Figure 5 for KITLG (0.19 MM–0.26 MM) are estimated from Miller et al. [15] in which the beta value for rs642742 is reported as 3.8 melanin units based on a linear regression model, and 2.8 melanin units based on ADMIXMAP.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [15] CT Miller, 2007, cis-Regulatory changes in Kit ligand expression and parallel evolution of pigmentation in sticklebacks and humans, Cell source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    Population-attributable variance is non-additive; variance accounted by two loci is not the sum of the PAV of the two loci individually.

    “We note that the PAV is non-additive; in other words, variance accounted by two loci is not the sum of the PAV of the two loci individually.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    We also carried out an association analysis with EMMAX, which adjusts for population stratification by including a relationship matrix as a random effect; the results were similar to those obtained using conventional association analysis.

    “We also carried out an association analysis with the program EMMAX [22], which adjusts for population stratification by including a relationship matrix as a random effect; the results (Figure S1) were similar to those obtained using conventional association analysis (Figure 3).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [22] HM Kang, 2010, Variance component model to account for sample structure in genome-wide association studies, Nat Genet source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductown data

    To exclude the possibility that the association between skin color and genome-wide ancestry is due to geographic confounding between islands, we examined this correlation within each island.

    “To exclude the possibility that the association between skin color and genome-wide ancestry is due to geographic confounding between islands, we examined this correlation within each island (Table S1).”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The Cape Verdean population has two ancestral populations (European and West African).
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The effect size shown in Figure 5 for ASIP (0.24 MM) is estimated from 3.5 melanin units based on data in Bonilla et al.

    “Similarly, the effect size shown in Figure 5 for ASIP (0.24 MM) is estimated from 3.5 melanin units based on data in Bonilla et al. [12].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [12] 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.

    Interpretationown data

    While CEU and YRI are imperfect ancestral populations, they do not cause a large bias in either genome-wide or local ancestry estimates.

    “Thus, while the CEU and YRI are imperfect ancestral populations, they do not cause a large bias in either genome-wide or local ancestry estimates.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The Cape Verdean population has two ancestral populations (European and West African).
  • May combine two claims.

    Study design and conductcitation

    The genetic relationship matrix based on allele sharing is inflated by population structure; in addition, pilot studies observed a large sampling variability of GCTA-estimated heritability due to the moderate size of the Cape Verde sample.

    “However, the genetic relationship matrix based on allele sharing is inflated by population structure [55]; in addition, in pilot studies we observed a large sampling variability of GCTA-estimated heritability due to the moderate size of the Cape Verde sample.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [55] SR Browning, 2011, Population structure can inflate SNP-based heritability estimates, Am J Hum Genet source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductown data

    Assessment and control for population stratification is described in Results; the P values reported in Table 1 are derived from linear regressions using PLINK in which the first 3 principle components and sex are included as covariates.

    “Assessment and control for population stratification is described in Results; the P values reported in Table 1 and are derived from linear regressions using PLINK in which the first 3 principle components and sex are included as covariates.”
    Quote in the paperSubstantial claim
    • The authors state this as an assumption: The Cape Verdean population has two ancestral populations (European and West African).
  • May combine two claims.

    Study design and conductreasoning

    The simulation approach preserves a realistic level of correlation structure between phenotype, genome-wide ancestry proportions and genotypes, and takes into account the two strongest predictors of phenotype: genome-wide ancestry and genotype at SLC24A5.

    “This approach preserves a realistic level of correlation structure between phenotype, genome-wide ancestry proportions and genotypes, and also takes into account the two strongest predictors of phenotype: genome-wide ancestry and genotype at SLC24A5.”
    Quote in the paperNot a substantial claim
    • The authors state this as an assumption: Residual non-genetic variance is independent of any genotype or ancestry.
    • The authors state this as an assumption: The simulated phenotype has a genetic architecture with three major loci, each with the same effect as SLC24A5 and perfectly ancestrally informative.
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation

    Imputed genotypes were inferred with MaCH 1.0.16 using combined CEU and YRI haplotypes as reference; we report SNPs whose predicted R∧2 between true and imputed genotypes >0.80.

    “Imputed genotypes were inferred with the MaCH 1.0.16 package [52] using combined CEU and YRI haplotypes as reference; we report SNPs whose predicted R∧2 between true and imputed genotypes >0.80.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [52] Y Li, 2010, MaCH: using sequence and genotype data to estimate haplotypes and unobserved genotypes, Genet Epidemiol source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given

    We restricted the association scans to the 879,359 autosomal SNPs with MAF>0.01; SNPs achieving a P<5.7×10−8 were considered genome-wide significant.

    “We restricted the association scans to the 879,359 autosomal SNPs with MAF>0.01; SNPs achieving a P<5.7×10−8 were considered genome-wide significant.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductcitation

    In simulation studies, the ARHMM achieves comparable accuracy as HapMix, but is more flexible and does not require information about the recombination rate.

    “In simulation studies, the ARHMM achieves comparable accuracy as HapMix [49], but is more flexible and does not require information about the recombination rate.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [49] AL Price, 2009, Sensitive detection of chromosomal segments of distinct ancestry in admixed populations, PLoS Genet source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    If G1 and G2 represent derived (pigmentation lightening) alleles at two loci, then cov(G1, G2)>0 due to admixture linkage disequilibrium, γ1γ2>0, and V12<(V1+V2).

    “In our situation, if we code G1 and G2 to represent the derived (pigmentation lightening) alleles at the two loci, then cov(G1, G2)>0 due to admixture linkage disequilibrium, γ1γ2>0, and we have V12<(V1+V2), as is indicated by the overlapping areas in Figure 7.”
    Quote in the paperSubstantial claim
72 of 72
  • The paper relies on this without support.

    The true ancestral populations for Cape Verde likely include contributions from several areas of Southern Europe and several areas of West Africa.

    “We also note that the true ancestral populations for Cape Verde are likely to include contributions from several areas of Southern Europe, and several areas of West Africa.”
  • The authors state this as an assumption.

    Skin color in Cape Verde is 80% heritable.

    “If skin color in Cape Verde is 80% heritable, the four major loci and individual ancestry explain most of that variation”
  • The paper relies on this without support.

    HapMap CEU and YRI individuals adequately represent the European and African ancestral populations of Cape Verde.

    “Data from CEU and YRI HapMap individuals [19] was used to partition each Cape Verdean individual's ancestry into “European” and “African” components.”
  • The authors state this as an assumption.

    The Cape Verdean population has two ancestral populations (European and West African).

    “assuming two ancestral populations”
  • The authors state this as an assumption.

    Residual non-genetic variance is independent of any genotype or ancestry.

    “The residual non-genetic variance was assumed to be independent of any genotype or ancestry, such that the total variance in each simulated phenotype matches that observed for skin pigmentation in Cape Verde.”
  • The authors state this as an assumption.

    The simulated phenotype has a genetic architecture with three major loci, each with the same effect as SLC24A5 and perfectly ancestrally informative.

    “The phenotypes were simulated assuming a genetic architecture with three major loci, each of which has the same effect as SLC24A5 and is perfectly ancestrally informative.”
6 of 6

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Differences in skin pigmentation across human populations have evolved primarily in response to ultraviolet radiation.

    “multiple lines of evidence suggest that differences in skin pigmentation across populations have evolved primarily in response to ultraviolet radiation [17,20–22].”
  • The low heritability of skin pigmentation in Europeans can be explained by reduced genetic variation at skin pigmentation loci due to strong positive selection for lighter skin in Europeans.

    “Interestingly, the heritability of skin pigmentation is very low in Europeans (hg2 = 0.191; N = 1,231), which we think can be explained by reduced genetic variation at skin pigmentation loci due to strong positive selection for lighter skin in Europeans [17,21,38].”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Effect sizes are attributed to the wrong figure

    Minor

    The text directs readers to Figure 6a for skin-color effect sizes, but the captions identify Figure 7a as the effect-size panel; Figure 6 concerns allele frequencies and haplotypes.

  • Figure 6 names a different HERC2 SNP

    Minor

    The Figure 6 caption identifies the eye-color SNP as rs1291382, whereas Table 1 identifies it as rs12913832. The caption appears to omit a digit.

2 of 2

Cites

Flagged first, then by citations

1 of the 55 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. Baleno IC (2001) Povoamento e Formação da Sociedade. In: Albuquerque L, Santos, M.E., editor. História Geral de Cabo Verde. Lisbon, Praia: Instituto de Investigação Científica Tropical, Instituto Nacional de Investigação, Promoção e Património Culturais de Cabo Verde. pp. 125–177.

Cited by

Sorted by citations

Authors
Beleza, S., Johnson, N. A., Candille, S. I., Absher, D. M., Coram, M. A., Lopes, J., Campos, J., Araújo, I. I., Anderson, T. M., Vilhjálmsson, B. J., Nordborg, M., Correia e Silva, A., Shriver, M. D., Rocha, J., Barsh, G. S., & Tang, H.
Affiliations
  • Universidade do Porto (PT)
  • Stanford University (US)
  • Stanford Medicine (US)
  • HudsonAlpha Institute for Biotechnology (US)
  • University of Cape Verde (CV)
  • Gregor Mendel Institute of Molecular Plant Biology (AT)
  • Pennsylvania State University (US)
Corresponding author
  • Beleza, Sandra
  • Barsh, Gregory S.
Venue
PLoS Genetics
Published
2013-03-21
Volume
9
Issue
3
Pages
e1003372
ISSN
  • 1553-7390 (ISSN-L)
  • 1553-7404
OpenAlex
W2129233990
Cited by
161
References
55
Citations by year
2026: 6 · 2025: 7 · 2024: 8 · 2023: 10 · 2022: 12 · 2021: 20 · 2020: 11 · 2019: 9 · 2018: 13 · 2017: 20 · 2016: 11 · 2015: 15 · 2014: 12 · 2013: 7
FWCI
8.70
Type
journal article
Language
en
Open access
Locations
  • PLoS Genetics (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (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
  • Fundação para a Ciência e a Tecnologia
  • National Human Genome Research Institute (T32HG000044)
  • National Institute of General Medical Sciences (GM073059, T32GM007790, R01GM073059)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Cell Biology › melanin and skin pigmentation
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Forensic and Genetic Research
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
Keywords
skin color, eye color, admixed populations, Cape Verde, SLC24A5, OCA2, HERC2, TYR, SLC45A2, genetic ancestry, heritability
MeSH terms
Eye Color, Genotype, Hair Color, Haplotypes, Humans, Skin Pigmentation, Albinism, Oculocutaneous, Polymorphism, Single Nucleotide, Black People, White People, Cabo Verde

About these checks

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.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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