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Article

A Decreasing North-to-South Gradient of HFE p.C282Y (rs1800562) Allele Frequencies in Iberia: An Analysis of 34 Population/Control Cohorts

by
James C. Barton
1,2,*,
J. Clayborn Barton
1 and
Ronald T. Acton
1,3
1
Southern Iron Disorders Center, Birmingham, AL 35209, USA
2
Department of Medicine, The University of Alabama at Birmingham, Birmingham, AL 35294, USA
3
Department of Microbiology, The University of Alabama at Birmingham, Birmingham, AL 35294, USA
*
Author to whom correspondence should be addressed.
Genes 2026, 17(3), 277; https://doi.org/10.3390/genes17030277
Submission received: 3 January 2026 / Revised: 11 February 2026 / Accepted: 19 February 2026 / Published: 27 February 2026

Abstract

Background: We sought to analyze the geographic distribution of HFE p.C282Y (homeostatic iron regulator c.845G>A; rs1800562) allele frequencies in Iberia. Methods: We analyzed published population/control cohorts of 50 or more subjects in mainland Spain and mainland Portugal and determined whether or not the p.C282Y genotypes in each cohort deviated from Hardy-Weinberg equilibrium (HWE) proportions. We defined combined p.C282Y allele frequencies from Spain and Portugal as representative of Iberia. We computed linear regressions (Pearson’s correlations) of allele frequencies vs. latitudes and longitudes of cohort recruitment sites, defined significant regressions as allele frequency gradients, and mapped regional allele frequencies. Results: There were 34 Iberian cohorts: 25 Spanish (12,297 subjects; 11 autonomous communities) and 9 Portuguese (1024 subjects; five administrative regions). p.C282Y genotypes in one of 34 cohorts (2.9%) deviated significantly from HWE proportions. Aggregate allele frequency in Iberia was 0.0292 (778/26,642) [95% confidence interval: 0.0272, 0.0313]. The correlation of allele frequencies with latitude in Iberia was significant (r34 = 0.4184; p = 0.0138). The correlation of allele frequencies with longitude was not significant (r34 = 0.0014; p = 0.9936). The range of 16 regional allele frequencies in Iberia was 0.0068 (Murcia) to 0.5000 (Galicia). Frequencies were highest in regions adjacent to the north and northwest coasts (Cantabria, Galicia, Norte) and lowest in the south (Algarve, Murcia). Conclusions: There is a significant decreasing linear north-to-south gradient of HFE p.C282Y allele frequencies in Iberia. p.C282Y allele frequencies are highest in regions adjacent to the north and northwest coasts.

1. Introduction

HFE, the homeostatic iron regulator (chromosome 6p22.2) [1,2], encodes the non-classical class I major histocompatibility complex protein HFE, an upstream modulator of the central iron-regulatory hormone hepcidin (HAMP, chromosome 19q13.12) [3]. HFE p.C282Y (c.845G>A; rs1800562) is a common missense mutation in persons of European ancestry that often occurs in linkage disequilibrium with the human leukocyte antigen (HLA) locus A*03, the marker of the ancestral p.C282Y haplotype [4,5,6]. It has been estimated that HFE p.C282Y arose before 4000 BCE [7,8]. The discovery of p.C282Y heterozygosity in a Bronze Age man from a cist burial (2026-1885 BCE) on Rathlin Island, County Antrim, Ireland [9] is consistent with this estimate. p.C282Y homozygosity is associated with the predominant subtype of hemochromatosis [2,10].
Iberia, also known as the Iberian Peninsula, is a landmass of 583,544 km2 (225,308 square miles) in southwestern Europe which is separated from the rest of Europe by the Pyrenees Mountains [11]. The area of Iberia is predominantly that of mainland Spain (84.5%) and mainland Portugal (15.3%) [11]. The remaining area comprises the microstate Andorra and a small part of the French department of Pyrénées-Orientales in the northeast, and in the south, Gibraltar, a British Overseas Territory [11].
HFE p.C282Y allele frequencies in Iberia are lower than those of most northwestern European countries, although few data support this observation [12,13,14]. In a study of four cohorts, Mónzo et al. [15] proposed that there is a decreasing west-to-east gradient of p.C282Y allele frequencies in Spain. Cardoso et al. demonstrated that p.C282Y allele frequencies were significantly higher in the north and central regions of Portugal than in the south [16].
The goal of this study was to evaluate the relationships of HFE p.C282Y allele frequencies with latitudes and longitudes in Iberia using data from 34 published population/control cohorts (13,321 subjects, 16 geographic regions) [17]. We determined whether or not the numbers of subjects with p.C282Y genotypes in each population/control cohort deviated from Hardy-Weinberg equilibrium (HWE) proportions. We computed linear regressions (Pearson’s correlations) of p.C282Y allele frequencies vs. latitudes and longitudes of cohort recruitment sites, defined significant regressions as frequency gradients, and mapped the p.C282Y allele frequencies of the geographic regions. We discuss possible causes of variability in the present p.C282Y allele frequencies and explore the putative selective advantages of p.C282Y heterozygosity and evidence of migrations pertinent to p.C282Y in Iberia.

2. Methods

2.1. Definition of Population/Control Cohort

We defined a population cohort as a group of research subjects who share a common characteristic(s) and are used in a study to represent the broader population. We defined a control cohort as a group of individuals in a study who do not have the condition or outcome of interest but who are otherwise similar to the individuals in the main study group and are presumed to represent the broader population. In this study, we defined population and control cohorts to be equivalent.

2.2. Definition of Evaluable Population/Control Cohorts

We defined evaluable cohorts as those in which the corresponding reports included all of the following data: (1) 50 or more population/control subjects [18]; (2) the attributes of the population/control subjects; (3) the nominal geographic site of subject recruitment (or location of the primary investigator’s institution, as available); and (4) determinable numbers of HFE p.C282Y and total alleles and p.C282Y genotypes.

2.3. Evaluable Population/Control Cohorts Included

We tabulated HFE p.C282Y allele frequencies in 25 population/control cohorts (12,297 subjects) from 11 autonomous communities of mainland Spain (Aragon, Asturias, Basque Country, Cantabria, Castile-La Mancha, Catalonia, Extremadura, Galicia, Madrid, Murcia, and Valencia) and nine population/control cohorts (1024 subjects) from the five administrative regions of Portugal (Alentejo, Algarve, Centro, Lisbon-Tagus Valley, and Norte) as described in detail elsewhere [17]. We tabulated the latitudes and longitudes [17,19] of the nominal sites of cohort recruitment (or locations of primary investigator institutions, as appropriate) [17].

2.4. Evaluable Population/Control Cohorts Not Discovered

We did not discover evaluable cohorts from north-central Spain (Castile and León, La Rioja, and Navarre), south-central Spain (Andalusia), Andorra, Pyrénées-Orientales, or Gibraltar [17].

2.5. Population/Control Cohorts Excluded

We did not tabulate data from reports that described the following: (1) Roma people and other residents of Iberia who were not regarded as Iberian natives by the corresponding investigators; (2) no geographic region of cohort recruitment other than country; (3) HFE p.C282Y allele frequencies estimated using population prevalences of p.C282Y homozygotes; and (4) the publication of a previously reported population/control cohort. We excluded cohorts from the Balearic and Canary Islands (Spain), the Azores and Madeira (Portugal), and the autonomous cities of Ceuta and Melilla in Northern Africa (Spain) because these geographic regions are not in Iberia [11].

2.6. Statistics

All data analyzed in this study are presented herein or are openly available online [17]. These population/control cohorts were published during the period of 1997–2012 [17].
We determined whether or not the numbers of subjects with HFE p.C282Y genotypes (p.C282Y homozygosity, p.C282Y heterozygosity, and no p.C282Y) in each population/control cohort deviated from HWE proportions. Because 33 of the 34 cohorts (97.1%) had fewer than five subjects with p.C282Y homozygosity [20], we used HWE exact tests [21] with mid-p adjustments [22].
We computed the HFE p.C282Y allele frequency for each cohort as the quotient of (number of p.C282Y alleles) by (number of subjects × 2), expressed to four decimal places [95% confidence interval]. We defined combined p.C282Y allele frequency data from mainland Spain and mainland Portugal as representative of Iberia [17]. We used Fisher’s exact test (two-tailed) or the Chi-square test (two-tailed) to compare proportions, as appropriate.
In preliminary data exploration, we observed that there were sufficient cohorts from Catalonia/Barcelona (five cohorts; 7159 subjects, including 1043 randomly selected newborn screening cards) and Madrid/Madrid (five cohorts; 1925 subjects, including 1000 neonates) to evaluate for possible effects of the following variables on HFE p.C282Y allele frequencies: (1) geographic region; (2) cohort sample size; and (3) year of cohort recruitment (or year of publication). There were insufficient mean/median age data in the corresponding reports to evaluate age as a variable. We expressed p.C282Y allele frequencies as proportions in Chi-square tests (two-tailed) and as decimals in Pearsons correlation analyses.
HFE p.C282Y allele frequencies did not differ significantly in the five Catalonia/Barcelona population/control cohorts (Chi-square = 6.0540; p = 0.1952) or the five Madrid/Madrid population/control cohorts (Chi-square = 4.7336; p = 0.3157). Pearson’s correlations of cohort sample sizes vs. p.C282Y allele frequencies were not significant in the five Catalonia/Barcelona cohorts (r5 = −0.6001; p = 0.1423) or the five Madrid/Madrid cohorts (r5 = −0.0018; p = 0.4988). Pearson’s correlations of year of cohort recruitment (or year of publication) vs. p.C282Y allele frequencies were not significant in the five Catalonia/Barcelona cohorts (r5 = −0.7154; p = 0.1743) or the five Madrid/Madrid cohorts (r5 = −0.0769; p = 0.9022).
Kolmogorov-Smirnov testing indicated that the distribution of HFE p.C282Y allele frequencies we tabulated [17] did not differ significantly from those that are normally distributed. Thus, we computed linear regressions (Pearson’s correlations) of p.C282Y allele frequencies vs. latitudes and longitudes in decimal degrees (four decimal places) [19] and defined significant regressions as gradients. We defined the strengths of significant Pearson’s correlations according to these ranges of correlation coefficients (r): ≥ 0.80, very strong; 0.60–0.80, moderately strong; 0.30–0.59, fair; and < 0.30, poor [23]. We used the equations derived from significant linear regressions to estimate the changes in p.C282Y allele frequencies over distance. We defined 1.0000 degrees of latitude as 111.1 km (69.0 miles) [24].
We mapped HFE p.C282Y allele frequencies for 16 geographic regions (11 autonomous communities of mainland Spain and 5 administrative districts of mainland Portugal) of Iberia [17] using MapChart 2025 [25]. We used single values of p.C282Y frequency as regional frequencies, as necessary. For two or more p.C282Y frequency reports from the same geographic region [17], we computed the regional p.C282Y allele frequency as the quotient of (total number of p.C282Y alleles) by (total number of subjects × 2).
We used Excel® 2000 (Microsoft Corp., Redmond, WA, USA) and GraphPad Prism 8® (2018; GraphPad Software, San Diego, CA, USA). We defined values of p < 0.05 to be significant.

3. Results

3.1. Characteristics of 34 Population/Control Cohorts

We identified 25 cohorts in mainland Spain (12,297 subjects; 11 of the 15 autonomous communities) (Table 1) and nine cohorts in mainland Portugal (1024 subjects; each of the five administrative regions) (Table 2). The attributes of each cohort are described in detail elsewhere [17]. Cohorts were recruited in this region: latitude 43.4619–37.2299° N; longitude −9.1366–2.1899° W [17]. The latitude and longitude we analyzed for each cohort are displayed in detail elsewhere [17]. The range of p.C282Y allele frequencies in the 34 cohorts was 0.0000 to 0.0517 [17] (Table 1 and Table 2).

3.2. Hardy–Weinberg Equilibrium Proportions

In the 25 population/control cohorts from mainland Spain, numbers of HFE p.C282Y genotypes in one cohort (4.0%) deviated significantly from HWE proportions (Table 1). In the nine population/control cohorts from mainland Portugal, none deviated significantly from HWE proportions (Table 2). The ratios of cohorts in mainland Spain and mainland Portugal that deviated from HWE proportions did not differ significantly (1/25 vs. 0/9, respectively; p = 0.7353). Together, p.C282Y genotypes in 2.9% (1/34) of the present Iberian population/control cohorts deviated significantly from HWE proportions.

3.3. Aggregate HFE p.C282Y Allele Frequencies

The aggregate p.C282Y allele frequency in mainland Spain was 0.0291 (716/24,594) [0.0271, 0.0313] (Table 1). The aggregate p.C282Y allele frequency in mainland Portugal was 0.0303 (62/2048) [0.0237, 0.0386] (Table 2). These frequencies did not differ significantly (p = 0.8170). The aggregate p.C282Y allele frequency in Iberia was 0.0292 (778/26,642) [0.0272, 0.0313].

3.4. HFE p.C282Y Allele Frequencies vs. Latitudes and Longitudes in Spain

The correlation of allele frequencies with latitude in the 25 population/control cohorts in mainland Spain was significant (r25 = 0.4287, R2 = 0.1838; p = 0.0325) (Figure A1). The strength of this correlation was fair. The regression line represents a 1.8-fold decrease in estimated allele frequency from 0.0371 in the north to 0.0202 in the south over a distance of 607.7 km (377.6 miles) (Figure A1). The correlation of allele frequencies with longitude was not significant (r25 = −0.1212, R2 = 0.0144; p = 0.5672).

3.5. HFE p.C282Y Allele Frequencies vs. Latitudes and Longitudes in Portugal

The correlation of allele frequencies with latitude in the nine population/control cohorts in mainland Portugal was not significant (r9 = 0.4316, R2 = 0.1863; p = 0.2461). The correlation of allele frequencies with longitude was not significant (r9 = −0.0196, R2 = 0.0004; p = 0.9796).

3.6. HFE p.C282Y Allele Frequencies vs. Latitudes and Longitudes in Iberia

The correlation of allele frequencies with latitude from the 34 population/control cohorts in Iberia was significant (r34 = 0.4184, R2 = 0.1751; p = 0.0138) (Figure 1). The strength of this correlation was fair. The regression line represents an 2.3-fold decrease in estimated p.C282Y allele frequency from 0.0371 in the north to 0.0159 in the south over a distance of 692.4 km (430.2 miles) (Figure 1). The correlation of allele frequencies with longitude was not significant (r34 = 0.0014, R2 < 0.0001; p = 0.9936).

3.7. Regional HFE p.C282Y Allele Frequency Map of Iberia

HFE p.C282Y allele frequencies, available from 16 regions of Iberia, differed 7.4-fold [17] (Table 3). The highest regional allele frequencies were observed in the north and northwest (Cantabria, Galicia, and Norte) (Table 3) (Figure 2). The lowest regional allele frequencies were observed in the southwest (Algarve) and the southeast (Murcia) (Table 3) (Figure 2).

4. Discussion

A novel finding of this study of 34 population/control cohorts is that there is a significant linear gradient of HFE p.C282Y allele frequencies that decreases from north to south in Iberia. This extends findings of other studies that similarly demonstrated that there are significant linear gradients of p.C282Y allele frequency that decrease from north to south across multiple European countries [13,52].
A second novel finding of this study is that there is no west-to-east linear gradient of HFE p.C282Y allele frequency in mainland Spain, mainland Portugal, or Iberia, in contrast to the proposal of Monzó et al. in their study of four Spanish cohorts [15]. Guix et al. demonstrated that there is a significant west-to-east linear gradient of p.C282Y allele frequency across 14 European national cohorts [13].
A third novel finding of this study is that the highest HFE p.C282Y allele frequencies in Iberia occur in the regions adjacent to the north and northwest coasts. In Denmark, Norway, Sweden, the Faroe Islands, Iceland, and eastern England and Ireland, the highest p.C282Y allele frequencies have been observed among populations living along the coastlines [14].
The HFE p.C282Y genotypes in only one of the present 34 Iberian population/control cohorts deviated significantly from HWE proportions. Natural selection, gene flow (migration), genetic drift (random change in p.C282Y frequencies in a region due to small populations, bottlenecks, and founder effects), mutation, and non-random mating could account for this HWE deviation [53]. Non-random selection of study subjects (sampling bias) [54] and genotyping errors [55,56] can also cause significant deviation from HWE proportions. Other factors that may have contributed to the variability of the present p.C282Y frequencies include differences in criteria for selecting population/control cohorts [57,58]; inadequate numbers of population/control subjects per cohort, especially in cohorts recruited from regions with low p.C282Y frequencies [59,60]; and cultural factors [61].
Do HFE p.C282Y heterozygotes have a selective advantage? In 1979, Motulsky postulated that heterozygotes for the hemochromatosis gene, especially women, have lower risks of iron deficiency [62]. In contrast, adults with p.C282Y heterozygosity did not absorb more heme and non-heme iron than adults with HFE wt/wt(absence of both p.C282Y and HFE p.H63D (rs1799945)) [63,64]. In 23,681 Caucasian adults, the prevalence of iron-deficiency anemia did not differ significantly between adults with p.C282Y heterozygosity and those with wt/wt [65]. In 62,685 women, p.C282Y prevalence did not differ significantly between those with or without iron deficiency, regardless of race/ethnicity, age subgroup, or pregnancy [66].
Other favorable traits attributed to HFE p.C282Y heterozygosity include the following: adaptation to Neolithic iron-poor diets [67,68]; mitigation of celiac disease [69]; adaptation to culture and climate [70]; increased resistance to infectious bacteria [71] or parasites [72]; superior physical performance [73]; higher hemoglobin levels [65]; altitude-induced compensatory erythrocytosis [74]; reproductive advantage [75]; and greater life expectancy [76]. It is uncertain whether or not heterozygosity for p.C282Y alone was advantageous for ancient (or present-day) Iberians. “Finally, one should not forget that the HFE gene is imbedded in the immune response region of the genome on chromosome 6. Perhaps the mutation is just a hitchhiker, being carried along with a group of immune response genes that are favorable for survival” [77].
Simon et al. hypothesized that HFE p.C282Y arose in Celtic people in central Europe and was spread by their migrations [78], an explanation supported by further analyses of historical events, geography, and p.C282Y frequencies [14,52,79]. Archaeologic and linguistic evidence suggests that Celts from central Europe gradually occupied Iberia over many centuries before the Christian era [80]. During the Late Bronze Age (c. 1300 BCE–c. 600 BCE), Celts in northwest Iberia maintained social and commercial relations with people who lived in present-day Brittany, the Cornish Peninsula, Wales, and Ireland [80]. Archaeologic, historic, and genetic evidence suggests that Celts were the dominant populations in the Iberian Peninsula by c. 500 BCE [14].
HFE p.C282Y allele frequencies are relatively high in areas of Europe with large present-day populations of Celtic descent, including Ireland, Scotland, England, and Brittany [81]. The highest known p.C282Y allele frequencies occur in areas adjacent to the east coast of Ireland (Dublin 0.1422, Belfast 0.0990) [82,83]. In the present study, p.C282Y allele frequencies were highest in Cantabria, Galicia, and Norte, all regions in the “Celtic Rim” of Iberia [81,84]. “The most celticized area of the whole Iberian Peninsula [today] is the north-west” [85]. Together, these observations could explain, in part, the high p.C282Y allele frequencies we observed in the north and northwest of Iberia.
Other investigators posit that HFE p.C282Y arose in southern Scandinavia (present-day Denmark, Norway, and Sweden) [86,87] and was spread by the Vikings [14]. The Vikings probably introduced p.C282Y into Iceland and the Faroe Islands, and may have increased p.C282Y allele frequency in other coastal regions [88]. Seafarers from advanced civilizations, Vikings made voyages throughout Europe for exploration, raiding (for plunder, slaves, and ransoms), trade, and settlement during the approximate interval 793–1066 [89,90].
The first Viking raid in Iberia occurred in 844 at Seville about 87 km (54 miles) inland on the Guadalquivir River in the southwest [91]. A three-year Viking campaign (859–861) occurred at Galicia in northwest Iberia [92]. Viking raids continued along the Bay of Biscay and the Atlantic and Mediterranean coasts of Iberia through the early 11th century [91]. The highest HFE p.C282Y allele frequencies we tabulated occur in regions adjacent to the coasts, suggestive of past Viking incursions. In contrast, there is no evidence that Vikings settled in Iberia [91].
There was sporadic gene flow from North Africa to Iberia during the Bronze Age, although North African ancestry in Iberia was not widespread until the past 2000 years [93]. By the Roman period (c. 200 BCE–c. 500), there was a major influx of North African ancestry in southern Iberia that continued throughout the Muslim era (Al-Andalus, 711–1492) [93]. This gene flow could account in part for the lower HFE p.C282Y allele frequencies we observed in southern Iberia.
The precise age of HFE p.C282Y is unknown. Distante et al., considering the estimated age of p.C282Y, migrations, and comparisons of p.C282Y with alleles associated with other inherited disorders, suggested that p.C282Y arose earlier than either the Celtic or Viking period [8]. Other uncertainties in this study include the possibilities that we overlooked one or more published reports of evaluable population/control cohorts, that the same subjects were included in more than one cohort or report, and that there is a non-linear association of p.C282Y allele frequencies with longitude in Spain, Portugal, or Iberia.
A limitation of this study is that we discovered no HFE p.C282Y allele frequency data for evaluable population/control cohorts in four autonomous communities of mainland Spain or for Andorra, Pyrénées-Orientales, or Gibraltar [17]. Thus, the decreasing north-to-south gradient of HFE p.C282Y allele frequencies described herein may not fully represent that of Iberia. There were no significant effects of geographic area, cohort sample size, or year of cohort recruitment (or year of publication) on HFE p.C282Y allele frequencies in Catalonia/Barcelona and Madrid/Madrid population/control cohorts, although there were insufficient data to permit similar evaluations of other cohorts we tabulated. Investigating the factor(s) that contributed to significant deviation of p.C282Y genotypes from HWE proportions in the present population/control cohorts, assessing all of the factors that could account for the variability of p.C282Y allele frequencies in Iberia, and studying regional differences in the prevalence of hemochromatosis associated with p.C282Y homozygosity in Iberia were beyond the scope of this study.

5. Conclusions

We conclude that there is a significant decreasing linear north-to-south gradient of HFE p.C282Y allele frequencies in Iberia. p.C282Y allele frequencies are highest in regions adjacent to the northwestern coast.

Author Contributions

Conceptualization, J.C.B. (James C. Barton); methodology, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; validation, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; formal analysis J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; investigation, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; data curation, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; writing—original draft preparation, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; writing—review and editing, J.C.B. (James C. Barton), J.C.B. (J. Clayborn Barton) and R.T.A.; funding acquisition, J.C.B. (James C. Barton) and R.T.A. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded in part by the Southern Iron Disorders Center.

Institutional Review Board Statement

This study was performed according to the principles of the Declaration of Helsinki [94]. This study did not require institutional review board approval because the reports we identified were published previously and are publicly available, the report data contain no personally identifiable information, and the tabulation of the data does not permit re-identification of individuals [95].

Informed Consent Statement

Informed consent was not obtained because this study was based entirely on the discovery, review, tabulation, and analyses of publicly available data that cannot be linked to individuals [95].

Data Availability Statement

The original data analyzed in this study are presented herein or are openly available at MedRXiv (doi: https://doi.org/10.64898/2025.12.19.25342681).

Conflicts of Interest

The authors declare no conflicts of interest.

Abbreviations

The following abbreviations are used in this manuscript:
CIconfidence interval
HWEHardy-Weinberg equilibrium

Appendix A

Figure A1. Pearson’s correlation of HFE p.C282Y allele frequencies vs. latitude in Spain (r25 = 0.4287, R2 = 0.1838; p = 0.0325).
Figure A1. Pearson’s correlation of HFE p.C282Y allele frequencies vs. latitude in Spain (r25 = 0.4287, R2 = 0.1838; p = 0.0325).
Genes 17 00277 g0a1

References

  1. Barton, J.C.; Edwards, C.Q.; Acton, R.T. HFE gene: Structure, function, mutations, and associated iron abnormalities. Gene 2015, 574, 179–192. [Google Scholar] [CrossRef] [PubMed]
  2. Girelli, D.; Busti, F.; Brissot, P.; Cabantchik, I.; Muckenthaler, M.U.; Porto, G. Hemochromatosis classification: Update and recommendations by the BIOIRON Society. Blood 2022, 139, 3018–3029. [Google Scholar] [CrossRef] [PubMed]
  3. Ganz, T. Hepcidin and iron regulation, 10 years later. Blood 2011, 117, 4425–4433. [Google Scholar] [CrossRef]
  4. Simon, M.; Pawlotsky, Y.; Bourel, M.; Fauchet, R.; Genetet, B. Letter: Idiopathic hemochromatosis associated with HL-A 3 tissular antigen. Nouv. Presse Med. 1975, 4, 1432. [Google Scholar]
  5. Simon, M.; Fauchet, R.; Hespel, J.P.; Beaumont, C.; Brissot, P.; Hery, B.; Hita De, N.Y.; Genetet, B.; Bourel, M. Idiopathic hemochromatosis: A study of biochemical expression in 247 heterozygous members of 63 families: Evidence for a single major HLA-linked gene. Gastroenterology 1980, 78, 703–708. [Google Scholar] [CrossRef]
  6. Jazwinska, E.C.; Pyper, W.R.; Burt, M.J.; Francis, J.L.; Goldwurm, S.; Webb, S.I.; Lee, S.C.; Halliday, J.W.; Powell, L.W. Haplotype analysis in Australian hemochromatosis patients: Evidence for a predominant ancestral haplotype exclusively associated with hemochromatosis. Am. J. Hum. Genet. 1995, 56, 428–433. [Google Scholar]
  7. Raha-Chowdhury, R.; Gruen, J. Localization, allelic heterogeneity, and origins of the hemochromatosis gene. In Hemochromatosis: Genetics, Pathophysiology, Diagnosis and Treatment; Barton, J.C., Edwards, C.Q., Eds.; Cambridge University Press: Cambridge, UK, 2000; pp. 75–90. [Google Scholar]
  8. Distante, S.; Robson, K.J.; Graham-Campbell, J.; Arnaiz-Villena, A.; Brissot, P.; Worwood, M. The origin and spread of the HFE-C282Y haemochromatosis mutation. Hum. Genet. 2004, 115, 269–279. [Google Scholar] [CrossRef]
  9. Cassidy, L.M.; Martiniano, R.; Murphy, E.M.; Teasdale, M.D.; Mallory, J.; Hartwell, B.; Bradley, D.G. Neolithic and Bronze Age migration to Ireland and establishment of the insular Atlantic genome. Proc. Natl. Acad. Sci. USA 2016, 113, 368–373. [Google Scholar] [CrossRef]
  10. Feder, J.N.; Gnirke, A.; Thomas, W.; Tsuchihashi, Z.; Ruddy, D.A.; Basava, A.; Dormishian, F.; Domingo, R., Jr.; Ellis, M.C.; Fullan, A.; et al. A novel MHC class I-like gene is mutated in patients with hereditary haemochromatosis. Nat. Genet. 1996, 13, 399–408. [Google Scholar] [CrossRef]
  11. Iberian Peninsula. Available online: https://en.wikipedia.org/wiki/Iberian_Peninsula (accessed on 1 December 2025).
  12. Merryweather-Clarke, A.T.; Pointon, J.J.; Shearman, J.D.; Robson, K.J. Global prevalence of putative haemochromatosis mutations. J. Med. Genet. 1997, 34, 275–278. [Google Scholar] [CrossRef]
  13. Guix, P.; Picornell, A.; Parera, M.; Tomas, C.; Muncunill, J.; Castro, J.A.; Rossell, J.; Vaquer, P.; Ramon, M.M.; Obrador, A. Prevalence of the C282Y mutation for haemochromatosis on the Island of Majorca. Clin. Genet. 2000, 58, 123–128. [Google Scholar] [CrossRef]
  14. Milman, N.; Pedersen, P. Evidence that the Cys282Tyr mutation of the HFE gene originated from a population in Southern Scandinavia and spread with the Vikings. Clin. Genet. 2003, 64, 36–47. [Google Scholar] [CrossRef]
  15. Monzó, C.; Ortiz, B.; Tomás, C.; Collado, C.; González-Muñoz, C.; Guzmán, C.; Valverde, V.; Miguel-Cabo, M.; Monzó, V.; de Lamo, M.; et al. Different distribution of the common HFE variants between western and eastern Spanish populations evidences an independent haplotype gene flow. Rev. Lab. Clin. 2017, 10, 72–78. [Google Scholar] [CrossRef]
  16. Cardoso, C.S.; Oliveira, P.; Porto, G.; Oberkanins, C.; Mascarenhas, M.; Rodrigues, P.; Kury, F.; de Sousa, M. Comparative study of the two more frequent HFE mutations (C282Y and H63D): Significant different allelic frequencies between the North and South of Portugal. Eur. J. Hum. Genet. 2001, 9, 843–848. [Google Scholar] [CrossRef]
  17. HFE p.C282Y (rs1800562) Allele Frequencies in 34 Population/Control Cohorts in Iberia. Available online: https://www.medrxiv.org/content/10.64898/2025.12.19.25342681v2 (accessed on 6 February 2026).
  18. Hale, M.L.; Burg, T.M.; Steeves, T.E. Sampling for microsatellite-based population genetic studies: 25 to 30 individuals per population is enough to accurately estimate allele frequencies. PLoS ONE 2012, 7, e45170. [Google Scholar] [CrossRef] [PubMed]
  19. mapcoordinates.net. Available online: https://www.mapcoordinates.net/ (accessed on 13 June 2025).
  20. Engels, W.R. Exact tests for Hardy-Weinberg proportions. Genetics 2009, 183, 1431–1441. [Google Scholar] [CrossRef]
  21. Hardy-Weinberg Equilibrium Exact Test. Available online: https://www.cog-genomics.org/software/stats (accessed on 24 December 2025).
  22. Rubin-Delanchy, P.; Heard, N.A.; Lawson, D.J. Meta-analysis of mid-p values: Some new results based on the convex order. J. Am. Stat. Assoc. 2019, 114, 1105–1112. [Google Scholar] [CrossRef] [PubMed]
  23. Chan, Y.H. Biostatistics 104: Correlational analysis. Singapore Med. J. 2003, 44, 614–619. [Google Scholar]
  24. Omni Calculator. Latitude Longitude Distance Calculator. Last Update: 2024 July. Available online: https://www.omnicalculator.com/other/latitude-longitude-distance (accessed on 13 June 2025).
  25. MapChart. Available online: https://www.mapchart.net/ (accessed on 1 December 2025).
  26. Solanas-Barca, M.; Mateo-Gallego, R.; Calmarza, P.; Jarauta, E.; Bea, A.M.; Cenarro, A.; Civeira, F. Mutations in HFE causing hemochromatosis are associated with primary hypertriglyceridemia. J. Clin. Endocrinol. Metab. 2009, 94, 4391–4397. [Google Scholar] [CrossRef]
  27. Lauret, E.; Rodrguez, M.; González, S.; López-Vázquez, A.; Martinez-Borra, J.; Rodrigo, L.; Lopez-Larrea, C. HFE gene mutations in alcoholic and virus-related cirrhotic patients with hepatocellular carcinoma. Am. J. Gastroenterol. 2002, 97, 1016–1021. [Google Scholar] [CrossRef]
  28. Baiget, M.; Barceló, M.J.; Gimferrer, E. Frequency of the HFE C282Y and H63D mutations in distinct ethnic groups living in Spain. J. Med. Genet. 1998, 35, 701. [Google Scholar] [CrossRef] [PubMed][Green Version]
  29. de Juan, D.; Reta, A.; Castiella, A.; Pozueta, J.; Prada, A.; Cuadrado, E. HFE gene mutations analysis in Basque hereditary haemochromatosis patients and controls. Eur. J. Hum. Genet. 2001, 9, 961–964. [Google Scholar] [CrossRef] [PubMed]
  30. de Buruaga, J.A.S.; Perez-Herrero, N.; Perez-Herrero, N.; Vazquez-Puente, C.; del Consuelo Modesto-Caballero, M.; Perez-Ruiz, F. Association of mutations in hemochromatosis genes with clinical severity of calcium pyrophosphate arthritis. Explor. Musculoskelet. Dis. 2023, 1, 186–193. [Google Scholar] [CrossRef]
  31. Fábrega, E.; Castro, B.; Sánchez-Castro, L.; Benito, A.; Fernández-Luna, J.L.; Pons-Romero, F. The prevalence of the Cys282Tyr mutation in the hemochromatosis gene in Cantabria in patients diagnosed with hereditary hemochromatosis. Med. Clin. 1999, 112, 451–453. [Google Scholar]
  32. de Diego, C.; Murga, M.J.; Martínez-Castro, P. Frequency of HFE H63D, S65C, and C282Y mutations in patients with iron overload and controls from Toledo, Spain. Genet. Test. 2004, 8, 263–267. [Google Scholar] [CrossRef]
  33. Berez, V.; Camps, J.; Arija, V.; Aranda, N.; Fernández-Ballart, J.; Vilella, E.; Figuera, L.; Ferré, N.; Joven, J. Soluble transferrin receptor and mutations in hemochromatosis and transferrin genes in a general Catalan population. Clin. Chim. Acta 2005, 353, 205–208. [Google Scholar] [CrossRef]
  34. Sánchez, M.; Bruguera, M.; Bosch, J.; Rodés, J.; Ballesta, F.; Oliva, R. Prevalence of the Cys282Tyr and His63Asp HFE gene mutations in Spanish patients with hereditary hemochromatosis and in controls. J. Hepatol. 1998, 29, 725–728. [Google Scholar] [CrossRef]
  35. Sánchez, M.; Villa, M.; Ingelmo, M.; Sanz, C.; Bruguera, M.; Ascaso, C.; Oliva, R. Population screening for hemochromatosis: A study in 5370 Spanish blood donors. J. Hepatol. 2003, 38, 745–750. [Google Scholar] [CrossRef]
  36. Altes, A.; Ruiz, A.; Barceló, M.J.; Remacha, A.F.; Puig, T.; Maya, A.J.; Castell, C.; Amate, J.M.; Saz, Z.; Baiget, M. Prevalence of the C282Y, H63D, and S65C mutations of the HFE gene in 1,146 newborns from a region of Northern Spain. Genet. Test. 2004, 8, 407–410. [Google Scholar] [CrossRef]
  37. Toll, A.; Celis, R.; Ozalla, M.D.; Bruguera, M.; Herrero, C.; Ercilla, M.G. The prevalence of HFE C282Y gene mutation is increased in Spanish patients with porphyria cutanea tarda without hepatitis C virus infection. J. Eur. Acad. Dermatol. Venereol. 2006, 20, 1201–1206. [Google Scholar] [CrossRef]
  38. Aranda, N.; Viteri, F.E.; Fernandez-Ballart, J.; Murphy, M.; Arija, V. Frequency of the hemochromatosis gene (HFE) 282C-->Y, 63H-->D, and 65S-->C mutations in a general Mediterranean population from Tarragona, Spain. Ann. Hematol. 2007, 86, 17–21. [Google Scholar] [CrossRef]
  39. Rodríguez-López, R.; Donoso, M.; Fernández-Cavada, M.; González, L.M.; Margallo, A.; Corral, C.; Gallego, M.; Garcia de Cáceres, M.T.; Herrera, T.; González, C.; et al. Diagnostic utility of HFE variants in Spanish patients: Association with HLA alleles and role in susceptibility to acute lymphoblastic leukemia. Gene 2013, 514, 31–35. [Google Scholar] [CrossRef]
  40. Alvarez, S.; Mesa, M.S.; Bandrés, F.; Arroyo, E. C282Y and H63D mutation frequencies in a population from central Spain. Dis. Markers 2001, 17, 111–114. [Google Scholar] [CrossRef] [PubMed]
  41. Soto, L.; Vega, A.; Goyanes, V.; Valverde, D. Hemochromatosis in Galicia (nw Spain): A Celtic influence? Clin. Genet. 2000, 57, 454–455. [Google Scholar] [CrossRef] [PubMed]
  42. de Salamanca, R.E.; Morales, P.; Castro, M.J.; Rojo, R.; Gonzalez, M.; Arnaiz-Villena, A. The most frequent HFE allele linked to porphyria cutanea tarda in Mediterraneans is His63Asp. Hepatology 1999, 30, 819–820. [Google Scholar] [CrossRef] [PubMed]
  43. Moreno, L.; Vallcorba, P.; Boixeda, D.; Cabello, P.; Bermejo, F.; San Román, C. The usefulness of the detection of Cys282Tyr and His63Asp mutations in the diagnosis of hereditary hemochromatosis. Rev. Clin. Esp. 1999, 199, 632–636. [Google Scholar]
  44. Gonzalez-Hevilla, M.; de Salamanca, R.E.; Morales, P.; Martinez-Laso, J.; Fontanellas, A.; Castro, M.J.; Rojo, R.; Moscoso, J.; Zamora, J.; Serrano-Vela, J.I.; et al. Human leukocyte antigen haplotypes and HFE mutations in Spanish hereditary hemochromatosis and sporadic porphyria cutanea tarda. J. Gastroenterol. Hepatol. 2005, 20, 456–462. [Google Scholar] [CrossRef]
  45. Ropero-Gradilla, P.; Gonzalez-Fernández, F.A.; Briceño-Polacre, O.; Villegas-Martinez, A. Geographical distribution of HFE C282Y and H63D mutation in Spain. Med. Clin. 2005, 125, 794–795. [Google Scholar] [CrossRef]
  46. Ropero, P.; Briceño, O.; Mateo, M.; Polo, M.; Mora, A.; González, F.A.; Villegas, A. Frequency of the C282Y and H63D mutations of the hemochromatosis gene (HFE) in a cohort of 1,000 neonates in Madrid (Spain). Ann. Hematol. 2006, 85, 323–326. [Google Scholar] [CrossRef]
  47. Muro, M.; Moya-Quiles, M.R.; Botella, C.; Álvarez-López, M.R. Prevalence of C282Y, H63D and S65C mutations of the hemochromatosis (HFE) gene in a population from southeastern Spain (Murcia Region). Clin. Genet. 2007, 71, 97–98. [Google Scholar] [CrossRef]
  48. Guerreiro, R.J.; Bras, J.M.; Santana, I.; Januario, C.; Santiago, B.; Morgadinho, A.S.; Ribeiro, M.H.; Hardy, J.; Singleton, A.; Oliveira, C. Association of HFE common mutations with Parkinson’s disease, Alzheimer’s disease and mild cognitive impairment in a Portuguese cohort. BMC Neurol. 2006, 6, 24. [Google Scholar] [CrossRef]
  49. Costa-Matos, L.; Batista, P.; Monteiro, N.; Henriques, P.; Girão, F.; Carvalho, A. Hfe mutations and iron overload in patients with alcoholic liver disease. Arq. Gastroenterol. 2013, 50, 35–41. [Google Scholar] [CrossRef] [PubMed]
  50. Porto, G.; Alves, H.; Rodrigues, P.; Cabeda, J.M.; Portal, C.; Ruivo, A.; Justiça, B.; Wolff, R.; de Sousa, M. Major histocompatibility complex class I associations in iron overload: Evidence for a new link between the HFE H63D mutation, HLA-A29, and non-classical forms of hemochromatosis. Immunogenetics 1998, 47, 404–410. [Google Scholar] [CrossRef] [PubMed]
  51. Cardoso, C.S.; Araújo, H.C.; Cruz, E.; Afonso, A.; Mascarenhas, C.; Almeida, S.; Moutinho, J.; Lopes, C.; Medeiros, R. Haemochromatosis gene (HFE) mutations in viral-associated neoplasia: Linkage to cervical cancer. Biochem. Biophys. Res. Commun. 2006, 341, 232–238. [Google Scholar] [CrossRef] [PubMed]
  52. Lucotte, G. Celtic origin of the C282Y mutation of hemochromatosis. Blood Cells Mol. Dis. 1998, 24, 433–438. [Google Scholar] [CrossRef]
  53. The Hardy-Weinberg Principle. Available online: https://www.nature.com/scitable/knowledge/library/the-hardy-weinberg-principle-13235724/#:~:text=It%20is%20important%20to%20recognize,a%20more%20powerful%20exact%20test (accessed on 20 December 2025).
  54. Namipashaki, A.; Razaghi-Moghadam, Z.; Ansari-Pour, N. The essentiality of reporting Hardy-Weinberg equilibrium calculations in population-based genetic association studies. Cell J. 2015, 17, 187–192. [Google Scholar]
  55. Hosking, L.; Lumsden, S.; Lewis, K.; Yeo, A.; McCarthy, L.; Bansal, A.; Riley, J.; Purvis, I.; Xu, C.F. Detection of genotyping errors by Hardy-Weinberg equilibrium testing. Eur. J. Hum. Genet. 2004, 12, 395–399. [Google Scholar] [CrossRef]
  56. Morin, P.A.; Leduc, R.G.; Archer, F.I.; Martien, K.K.; Huebinger, R.; Bickham, J.W.; Taylor, B.L. Significant deviations from Hardy-Weinberg equilibrium caused by low levels of microsatellite genotyping errors. Mol. Ecol. Resour. 2009, 9, 498–504. [Google Scholar] [CrossRef]
  57. Suarez, B.K.; Hampe, C.L. Linkage and association. Am. J. Hum. Genet. 1994, 54, 554–559. [Google Scholar]
  58. Hinrichs, A.L.; Larkin, E.K.; Suarez, B.K. Population stratification and patterns of linkage disequilibrium. Genet. Epidemiol. 2009, 33, S88–S92. [Google Scholar] [CrossRef]
  59. Taioli, E.; Pedotti, P.; Garte, S. Importance of allele frequency estimates in epidemiological studies. Mutat. Res. 2004, 567, 63–70. [Google Scholar] [CrossRef] [PubMed]
  60. Park, H.C.; Ahn, E.R.; Shin, S.C. Comparative analysis of allele variation using allele frequencies according to sample size in Korean population. Genes Genom. 2021, 43, 1301–1305. [Google Scholar] [CrossRef] [PubMed]
  61. Fogarty, L.; Otto, S.P. Signatures of selection with cultural interference. Proc. Natl. Acad. Sci. USA 2024, 121, e2322885121. [Google Scholar] [CrossRef] [PubMed]
  62. Motulsky, A.G. Genetics of hemochromatosis. N. Engl. J. Med. 1979, 301, 1291. [Google Scholar]
  63. Hunt, J.R.; Zeng, H. Iron absorption by heterozygous carriers of the HFE C282Y mutation associated with hemochromatosis. Am. J. Clin. Nutr. 2004, 80, 924–931. [Google Scholar] [CrossRef]
  64. Roe, M.A.; Heath, A.L.; Oyston, S.L.; Macrow, C.; Hoogewerff, J.A.; Foxall, R.; Dainty, J.R.; Majsak-Newman, G.; Willis, G.; Fairweather-Tait, S.J. Iron absorption in male C282Y heterozygotes. Am. J. Clin. Nutr. 2005, 81, 814–821. [Google Scholar] [CrossRef]
  65. Beutler, E.; Felitti, V.; Gelbart, T.; Waalen, J. Haematological effects of the C282Y HFE mutation in homozygous and heterozygous states among subjects of northern and southern European ancestry. Br. J. Haematol. 2003, 120, 887–893. [Google Scholar] [CrossRef]
  66. Barton, J.C.; Wiener, H.H.; Acton, R.T.; Adams, P.C.; Eckfeldt, J.H.; Gordeuk, V.R.; Harris, E.L.; McLaren, C.E.; Harrison, H.; McLaren, G.D.; et al. Prevalence of iron deficiency in 62,685 women of seven race/ethnicity groups: The HEIRS Study. PLoS ONE 2020, 15, e0232125. [Google Scholar] [CrossRef]
  67. Naugler, C. Hemochromatosis: A Neolithic adaptation to cereal grain diets. Med. Hypotheses 2008, 70, 691–692. [Google Scholar] [CrossRef]
  68. McCullough, J.M.; Heath, K.M.; Smith, A.M. Hemochromatosis: Niche construction and the genetic domino effect in the European Neolithic. Hum. Biol. 2015, 87, 39–58. [Google Scholar] [CrossRef][Green Version]
  69. Whittington, C. The C282Y mutation may have been positively selected as it mitigates the infertility of celiac disease. Med. Hypotheses 2006, 66, 769–772. [Google Scholar] [CrossRef]
  70. Heath, K.M.; Axton, J.H.; McCullough, J.M.; Harris, N. The evolutionary adaptation of the C282Y mutation to culture and climate during the European Neolithic. Am. J. Phys. Anthropol. 2016, 160, 86–101. [Google Scholar] [CrossRef] [PubMed]
  71. Hollerer, I.; Bachmann, A.; Muckenthaler, M.U. Pathophysiological consequences and benefits of HFE mutations: 20 years of research. Haematologica 2017, 102, 809–817. [Google Scholar] [CrossRef] [PubMed]
  72. Uzoigwe, O.F. The distribution of the parasitic fauna dictates the distribution of the haemochromatosis genes. Med. Hypotheses 2010, 75, 415–417. [Google Scholar] [CrossRef] [PubMed]
  73. Hermine, O.; Dine, G.; Genty, V.; Marquet, L.A.; Fumagalli, G.; Tafflet, M.; Guillem, F.; Van, L.F.; Rousseaux-Blanchi, M.P.; Palierne, C.; et al. Eighty percent of French sport winners in Olympic, World and Europeans competitions have mutations in the hemochromatosis HFE gene. Biochimie 2015, 119, 1–5. [Google Scholar] [CrossRef]
  74. Olsen, B.; Jones, T.; Dollerschell, K.; Gallo, P. The heights of iron absorption: Erythrocytosis in patients with heterozygous HFE mutations at altitude. Blood 2025, 146, 6464. [Google Scholar] [CrossRef]
  75. Yeap, B.B.; Beilin, J.; Shi, Z.; Knuiman, M.W.; Olynyk, J.K.; Chubb, S.A.; Bruce, D.G.; Milward, E.A. The C282Y polymorphism of the hereditary hemochromatosis gene is associated with increased sex hormone-binding globulin and normal testosterone levels in men. J. Endocrinol. Investig. 2010, 33, 544–548. [Google Scholar] [CrossRef]
  76. Balistreri, C.R.; Candore, G.; Almasio, P.; Di Marco, V.; Colonna-Romano, G.; Craxi, A.; Motta, M.; Piazza, G.; Malaguarnera, M.; Lio, D.; et al. Analysis of hemochromatosis gene mutations in the Sicilian population: Implications for survival and longevity. Arch. Gerontol. Geriatr. Suppl. 2002, 8, 35–42. [Google Scholar] [CrossRef]
  77. Beutler, E. Iron absorption in carriers of the C282Y hemochromatosis mutation. Am. J. Clin. Nutr. 2004, 80, 799–800. [Google Scholar] [CrossRef]
  78. Simon, M.; Alexandre, J.L.; Fauchet, R.; Genetet, B.; Bourel, M. The genetics of hemochromatosis. Prog. Med. Genet. 1980, 4, 135–168. [Google Scholar]
  79. Smith, B.N.; Kantrowitz, W.; Grace, N.D.; Greenberg, M.S.; Patton, T.J.; Ookubo, R.; Sorger, K.; Semeraro, J.G.; Doyle, J.R.; Cooper, A.G.; et al. Prevalence of hereditary hemochromatosis in a Massachusetts corporation: Is Celtic origin a risk factor? Hepatology 1997, 25, 1439–1446. [Google Scholar] [CrossRef] [PubMed]
  80. Alberro, M. The celticisation of the Iberian Peninsula, a process that could have had parallels in other European regions. Études Celt. 2003, 35, 7–24. [Google Scholar] [CrossRef]
  81. Lucotte, G.; Dieterlen, F. A European allele map of the C282Y mutation of hemochromatosis: Celtic versus Viking origin of the mutation? Blood Cells Mol. Dis. 2003, 31, 262–267. [Google Scholar] [CrossRef] [PubMed]
  82. Murphy, S.; Curran, M.D.; McDougall, N.; Callender, M.E.; O’Brien, C.J.; Middleton, D. High incidence of the Cys 282 Tyr mutation in the HFE gene in the Irish population—Implications for haemochromatosis. Tissue Antigens 1998, 52, 484–488. [Google Scholar] [CrossRef]
  83. Ryan, E.; O’keane, C.; Crowe, J. Hemochromatosis in Ireland and HFE. Blood Cells Mol. Dis. 1998, 24, 428–432. [Google Scholar] [CrossRef]
  84. Some Thoughts on Asturian Mythology. Available online: https://davidwacks.uoregon.edu/2014/12/12/asturian/ (accessed on 29 December 2025).
  85. Alberro, M. Celtic heritage in the North-west of the Iberian Peninsula. Emania 2002, 19, 75–84. [Google Scholar]
  86. Milman, N.; Sorensen, S.A. Idiopathic haemochromatosis. Was the ancestor a Danish Viking? Ugeskr. Laeger 1983, 145, 832–833. [Google Scholar]
  87. Olsson, S.; Ritter, B. Idiopathic haemochromatosis. Was the ancestor a Danish Viking? Ugeskr. Laeger 1983, 145, 831–832. [Google Scholar]
  88. Batey, C.; Clarke, H.; Page, R.I.; Rice, N.S. Cultural Atlas of the Viking World; Andromeda Oxford Limited: Abingdon, UK, 1994. [Google Scholar]
  89. Jones, G. A History of the Vikings, 2nd ed.; Oxford University Press: Oxford, UK, 2001. [Google Scholar]
  90. Winroth, A. The Age of the Vikings; Princeton University Press: Princeton, NJ, USA, 2016. [Google Scholar]
  91. Christys, A. Vikings in the South. In Voyages to Iberia and the Mediterranean; Bloomsbury Publishing: London, UK, 2015. [Google Scholar]
  92. Scheen, R. Viking raids on the Spanish Peninsula. Mil. Rev. Cult. Mil. 1998, 8, 67–87. [Google Scholar]
  93. Olalde, I.; Mallick, S.; Patterson, N.; Rohland, N.; Villalba-Mouco, V.; Silva, M.; Dulias, K.; Edwards, C.J.; Gandini, F.; Pala, M.; et al. The genomic history of the Iberian Peninsula over the past 8000 years. Science 2019, 363, 1230–1234. [Google Scholar] [CrossRef]
  94. World Medical Association. World Medical Association Declaration of Helsinki: Ethical principles for medical research involving human subjects. JAMA 2013, 310, 2191–2194. [Google Scholar] [CrossRef]
  95. Code of Federal Regulations. §46.104 Exempt Research. Available online: https://www.ecfr.gov/current/title-45/section-46.104 (accessed on 21 June 2025).
Figure 1. Pearson’s correlation of HFE p.C282Y allele frequencies vs. latitude in Iberia (r34 = 0.4184, R2 = 0.1751; p = 0.0138).
Figure 1. Pearson’s correlation of HFE p.C282Y allele frequencies vs. latitude in Iberia (r34 = 0.4184, R2 = 0.1751; p = 0.0138).
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Figure 2. Regional HFE p.C282Y allele frequencies in 16 regions of Iberia (11 autonomous communities of Spain and five administrative regions of Portugal).
Figure 2. Regional HFE p.C282Y allele frequencies in 16 regions of Iberia (11 autonomous communities of Spain and five administrative regions of Portugal).
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Table 1. HFE p.C282Y in 25 population/control cohorts in mainland Spain.
Table 1. HFE p.C282Y in 25 population/control cohorts in mainland Spain.
Subjects, nAutonomous
Community/
Province or City
p.C282Y
Homozygotes, n
p.C282Y
Heterozygotes, n
No p.C282Y, nHWE Value of p ap.C282Y Allele
Frequency
[95% CI]
Author (Year)
[Reference]
215Aragon/Zaragoza1142000.13910.0372 [0.0230, 0.0596]Solanos-Barca (2009) [26]
159Asturias/Oviedo071520.53260.0346 [0.0194, 0.0609]Lauret (2002) [27]
51Basque Country02490.50500.0196 [0.0054, 0.0687]Baiget (1998) [28]
116Basque Country/Guipuzcoa 0121040.62990.0517 [0.0298, 0.0882]de Juan (2001) [29]
281Basque Country/Barakaldo0122690.55650.0214 [0.0123, 0.0370]de Buruaga (2023) [30]
213Cantabria/Santander0191940.67140.0446 [0.0287, 0.0686]Fábrega (2004) [31]
150Castile-La Mancha/Toledo091410.55810.0300 [0.0159, 0.0560]de Diego (2004) [32]
50Catalonia03470.51810.0300 [0.0103, 0.0845]Merryweather-Clarke (1997) [12]
348Catalonia0213270.63360.0302 [0.0198, 0.0457]Berez (2005) [33]
108Catalonia/Barcelona081000.56280.0370 [0.0189, 0.0713]Baiget (1998) [28]
512Catalonia/Barcelona1274840.19550.0303 [0.0214, 0.0427]Sánchez (1998) [34]
5370Catalonia/Barcelona832350390.21680.0316 [0.0285, 0.0351]Sánchez (2003) [35]
1043Catalonia/Barcelona1609820.41800.0292 [0.0228, 0.0373]Altes (2004) [36]
126Catalonia/Barcelona081180.55410.0278 [0.0135, 0.0562]Toll (2006) [37]
812Catalonia/Tarragona0517610.18640.0308 [0.0234, 0.0404]Aranda (2007) [38]
179Extremadura/Badajoz0161630.64780.0447 [0.0277, 0.0714]Rodríguez-López (2012) [39]
125Extremadura/Cáceres051200.52000.0200 [0.0086, 0.0460]Alvarez (2001) [40]
50Galicia/Santiago de Compostela13460.05050.0500 [0.0215, 0.1118]Soto (2000) [41]
50Madrid/Madrid02480.50500.0200 [0.0055, 0.0700]de Salamanca (1999) [42]
174Madrid/Madrid081660.53950.0230 [0.0117, 0.0447]Moreno (1999) [43]
88Madrid/Madrid03850.50860.0300 [0.0159, 0.0560]Gonzalez-Hevilla (2005) [44]
551Madrid/Madrid0321230<0.00010.0227 [0.0154, 0.0333]Ropero-Gradilla (2005) [45]
1000Madrid/Madrid0339670.29640.0165 [0.0118, 0.0231]Ropero (2006) [46]
370Murcia/Murcia053650.51860.0068 [0.0029, 0.0158]Muro (2007) [47]
94Valencia/Valencia15880.05610.0372 [0.0181, 0.0748]Monzó (2017) [15]
a Hardy-Weinberg equilibriumvalues of p were obtained using exact tests with mid-p adjustments. CI: confidence interval.
Table 2. HFE p.C282Y in 9 population/control cohorts in mainland Portugal.
Table 2. HFE p.C282Y in 9 population/control cohorts in mainland Portugal.
Subjects, nAdministrative
Region b/City
p.C282Y
Homozygotes, n
p.C282Y
Heterozygotes, n
No p.C282Y, nHWE Value of p ap.C282Y Allele
Frequency
[95% CI]
Author (Year)
[Reference]
132Alentejo061260.52820.0227 [0.0104, 0.0487]Cardoso (2001) [16]
116Algarve021140.50220.0086 [0.0024, 0.0308]Cardoso (2001) [16]
130Centro1101190.12700.0462 [0.0266, 0.0790]Cardoso (2001) [16]
115Centro/Coimbra051100.52170.0217 [0.0093, 0.0498]Guerreiro (2006) [48]
52Centro/Viseu00520.50000.0000 [0, 0.0356]Costo-Matos (2013) [49]
133Lisbon-Tagus Valley081250.55130.0301 [0.0153, 0.0582]Cardoso (2001) [16]
129Norte1131150.20220.0581 [0.0355, 0.0936]Cardoso (2001) [16]
68Norte/Porto04620.52120.0282 [0.0010, 0.0702]Porto (1998) [50]
146Norte/Porto181370.07730.0342 [0.0187, 0.0618]Cardoso (2006) [51]
a Hardy-Weinberg equilibrium values of p were obtained using exact tests with mid-p adjustments. CI: confidence interval. b Administrative regions (and their secondary divisions) are: Alentejo (Beja, Évora, and Portalegre); Algarve (Faro); Centro (Aveiro, Castelo Branco, Coimbra, Guarda, Leiria, and Viseu); Lisbon-Tagus Valley (Lisboa, Santarém, and Setúbal); and Norte (Braga, Bragança, Porto, Viana do Castelo, and Vila Real).
Table 3. Regional HFE p.C282Y allele frequencies in Iberia a.
Table 3. Regional HFE p.C282Y allele frequencies in Iberia a.
Region/CountryAllele Frequency
Galicia/Spain0.0500
Cantabria/Spain0.0446
Norte/Portugal0.0419
Aragon/Spain0.0372
Valencia/Spain0.0372
Asturias/Spain0.0346
Catalonia/Spain0.0312
Lisbon-Tagus Valley/Portugal0.0301
Castile-La Mancha/Spain0.0300
Extremadura/Spain0.0296
Basque Country/Spain0.0290
Centro/Portugal0.0286
Alentejo/Portugal0.0227
Madrid/Spain0.0200
Algarve/Portugal0.0086
Murcia/Spain0.0068
a These regional frequencies were derived from this online dataset [17]. We used single values of HFE p.C282Y frequency, as necessary. For two or more p.C282Y frequency reports from the same geographic region [17], we used the quotient of (total number of p.C282Y alleles) by (total number of subjects × 2). See Figure 2.
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Barton, J.C.; Barton, J.C.; Acton, R.T. A Decreasing North-to-South Gradient of HFE p.C282Y (rs1800562) Allele Frequencies in Iberia: An Analysis of 34 Population/Control Cohorts. Genes 2026, 17, 277. https://doi.org/10.3390/genes17030277

AMA Style

Barton JC, Barton JC, Acton RT. A Decreasing North-to-South Gradient of HFE p.C282Y (rs1800562) Allele Frequencies in Iberia: An Analysis of 34 Population/Control Cohorts. Genes. 2026; 17(3):277. https://doi.org/10.3390/genes17030277

Chicago/Turabian Style

Barton, James C., J. Clayborn Barton, and Ronald T. Acton. 2026. "A Decreasing North-to-South Gradient of HFE p.C282Y (rs1800562) Allele Frequencies in Iberia: An Analysis of 34 Population/Control Cohorts" Genes 17, no. 3: 277. https://doi.org/10.3390/genes17030277

APA Style

Barton, J. C., Barton, J. C., & Acton, R. T. (2026). A Decreasing North-to-South Gradient of HFE p.C282Y (rs1800562) Allele Frequencies in Iberia: An Analysis of 34 Population/Control Cohorts. Genes, 17(3), 277. https://doi.org/10.3390/genes17030277

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