Abstract
Historical records document medieval immigration from North Africa to Iberia to create Islamic al-Andalus. Here, we present a low-coverage genome of an eleventh century CE man buried in an Islamic necropolis in Segorbe, near Valencia, Spain. Uniparental lineages indicate North African ancestry, but at the autosomal level he displays a mosaic of North African and European-like ancestries, distinct from any present-day population. Altogether, the genome-wide evidence, stable isotope results and the age of the burial indicate that his ancestry was ultimately a result of admixture between recently arrived Amazigh people (Berbers) and the population inhabiting the Peninsula prior to the Islamic conquest. We detect differences between our sample and a previously published group of contemporary individuals from Valencia, exemplifying how detailed, small-scale aDNA studies can illuminate fine-grained regional and temporal differences. His genome demonstrates how ancient DNA studies can capture portraits of past genetic variation that have been erased by later demographic shifts—in this case, most likely the seventeenth century CE expulsion of formerly Islamic communities as tolerance dissipated following the Reconquista by the Catholic kingdoms of the north.
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Introduction
The location of Iberia, bridging the Mediterranean and the Atlantic, and its proximity to Africa, has allowed contacts with populations of distinct ancestries over time, making the Peninsula a genetic and cultural crossroads. There is both archaeological and direct genetic evidence of contacts between Iberia and North African populations since at least the Late Neolithic1,2,3,4,5,6, and possibly as early as the postglacial period7,8. Prehistoric populations have been the focus of most of the ancient DNA (aDNA) work published on Iberia so far, including the study of Mesolithic individuals9,10, the impact of Neolithic dispersals11,12, and the incursions of individuals with Steppe-related ancestry at the time of the transition from the Chalcolithic to the Bronze Age5,6,13,14,15.
aDNA researchers have recently begun to explore in detail historical intervals of known population movements6. Although Iberia intensified contacts with North Africa through Phoenician traders, Carthaginians and Roman conquerors16, North-African genetic contribution seems to have been restricted to southern populations until the eight century CE6. It is only with the Islamic conquest of Iberia in 711 CE that records start pointing towards a substantial influx of people from North Africa, involving the culturally and genetically differentiated Arab and Amazigh (Berber) peoples17,18. Attempts have been made to estimate their contribution to the genetic landscape of medieval Iberia using modern genomes, revealing a faint southwest-northeast pattern of decreasing North African-related ancestry19,20, which have recently been confirmed by means of aDNA analysis6.
Although Arabs were the urban and political elite during the Umayyad Caliphate, ruling from 711 CE until the end of the Caliphate of Cordoba in 1031 CE, they are thought to have been a minority amongst the new settlers. Berbers formed the bulk of the army who first seized Visigothic Spain in the eighth century CE21. Berbers had converted to Islam as a result of the Arab conquest of North Africa in the preceding century and embarked in a slow and complex process of Arabisation that lasted centuries. However, they were far from culturally homogeneous; a deep division existed between nomadic and sedentary Berber groups, and it was the latter who first settled in the rural areas of Spain18. Although Berber numbers in Iberia were likely larger than those of the Arabs, they initially wielded no significant political power, but this changed during the eleventh–thirteenth centuries CE with the establishment of the Almoravid and Almohad Berber empires18.
After the southwards military expansion of the Catholic kingdoms ended in 1492, a large population of Moriscos (Muslims forcibly converted to Christianity) persisted in East Iberia (previously Sharq al-Andalus) until 1609 CE, when at least one third of the populace was forcibly expelled by the Spanish Crown and relocated to North Africa22. Historical documentation suggests that the population of the eastern Mediterranean provinces of Castellón, Valencia, Alicante, and—to a lesser degree—Murcia and parts of Andalusia (Almeria and Granada), was greatly reduced, with subsequent resettlement from Aragon, Catalonia and Navarre to avoid economic and demographic collapse23. Many surnames currently widespread in the Valencian region are geographically structured and reflect their provenance from the colonizing regions (data from Spanish National Institute of Statistics, 2017; Supplementary Fig. S1). The hinterland was mostly repopulated by non-Catalan-speaking Aragonese, whereas the main coastal cities concentrated more Catalan-speakers from Catalonia23. This divide is thought to be still reflected in the genomic data today20. Thus, most of the existing genetic variation from the preceding eastern Iberian populations and the North African genetic variation potentially brought during Islamic rule had most likely disappeared by the late seventeenth century CE20, especially in the Valencian region24. Therefore, DNA from archaeological remains can provide an important tool to understand the demographic dynamics of the Islamic period in East Iberia25.
Here, we sequenced the genome of an individual (UE2298/MS060) who was buried in the Islamic maqbara (necropolis) of Plaza del Almudín in the city of Segorbe (province of Castellón, Comunidad Valenciana, Spain) (Supplementary Fig. S2). He was dubbed as “the Giant” by the archaeologists responsible for the excavation (here referred to as the “Segorbe Giant”), due to his unusual height (184–190 cm) compared with the other individuals found in the site (Barrachina 2004) (Supplementary Methods). Osteological assessment suggests that he had African ancestry, and he was postulated to be of possible Berber origin26,27. Although his uniparental lineages point to North African ancestry, at the autosomal level he displays both North African and European-related ancestries. The genetic analyses show differences in relation to contemporary individuals from Valencia6 and highlight the contribution of admixture between people of North African origin and the populations inhabiting East Iberia prior to the Islamic period. We conducted a complementary analysis of stable isotopes on a total of thirteen individuals from the necropolis (Supplementary Table S1) to investigate mobility and diet patterns. We also generated more than 1000 new modern Iberian whole mitochondrial genomes to assess the potential impact of North African mitochondrial DNA (mtDNA) lineages in the modern Iberian maternal gene pool. As UE2298/MS060 belongs to mtDNA haplogroup U6, we also performed a detailed phylogeographic reanalysis of this haplogroup.
Results
Uniparental genetic background of the Segorbe Giant
We confirmed that the individual was genetically male (RY > 0.077; Supplementary Fig. S3), and both his uniparental markers point towards North African origins (Supplementary Table S2). He belongs to mtDNA haplogroup U6a1a1a (nomenclature according to Hernández et al.28). Although U6 in general, and U6a in particular, is present in higher frequencies in North and West Africa29,30, the complete mitochondrial genome dataset currently available is heavily biased towards Europe, and U6a1a1a, which dates to 3.5 thousand years ago (ka) (maximum-likelihood node estimation based on modern variation), appears to have a more southern European distribution (Fig. 1a; Supplementary Fig. S4). However, in our Iberian mitogenome dataset, U6a1a1a occurs only at 0.3%, whereas the HVS-I (hypervariable segment I) subclade U6a1a1, defined by a transition variant at position 16239, which nests U6a1a1a, is found at ~ 14% in Algerian Mozabite Berbers31.
Haplogroup U6a1 has been found in Moroccan Iberomaurusian remains dating to 14–15 ka32, as well as in Early Neolithic Morocco (i.e. the pre-agricultural Holocene)2 (Fig. 1b). Although U6 lineages have been retrieved from sixteenth century CE Islamic burials in Granada (Andalusia)6, to our knowledge, UE2298/MS060 (dating to the eleventh century CE) is the earliest documented finding of a U6 lineage in Iberia. Based on the results of our newly generated Iberian mitochondrial dataset (n = 1104: 1008 sequences from mainland Spain and the Balearic Islands, plus 96 from mainland Portugal), U6a can be found at a frequency of 1.6% in modern mainland Iberian populations, with a peak of 3.6% in the south of Spain (Fig. 1b). This pattern contrasts with most mitochondrial lineages today in Iberia, although a peak of frequency in the south of the Peninsula is also observed for typically sub-Saharan African L lineages (but not for the predominantly northeast African haplogroup M136) (Supplementary Fig. S5; Supplementary Table S5). UE2298/MS060 falls outside the modern geographic distribution of U6 lineages in Spain, suggesting that the present distribution might not reflect the medieval distribution of this haplogroup. A detailed phylogeographic analysis of U6 can be found in Supplementary Note 1.
We assigned UE2298/MS060 to the Y-chromosome haplogroup E1b1b1b1 (E–M310) (Supplementary Table S2), dating to ~ 13.9 [12.1–15.7] ka (Yfull, v.6.06.15) and immediately basal to the clade nesting E–M81 (E1b1b1b1a) (Fig. 2; Supplementary Figs. S6 and S7). E1b1b is very frequent in contemporary North Africa and has been found in North African and Levantine remains2,32,33,37 (Supplementary Fig. S8). E–M81 (E1b1b1b1a), dating to ~ 2.8 ka (YFull, v.6.06.15), has been retrieved from early Islamic remains (seventh–eighth century CE) in southern France38, whereas the more derived E1b1b1b1a1 has been found in two individuals from an Islamic necropolis in the city of Valencia, dating to twelfth–thirteenth century CE6. E–M81 is today predominantly found in the Maghreb (where its average frequency is > 40%) and peaks in modern Berber populations, with frequencies reaching > 80%39,40,41, being almost fixed in some groups, such as the southern Moroccan Tachlhit-speakers42 and the Chenini–Douiret and Jradou from Tunisia40. In Europe, it is found mostly in Iberia and Sicily at frequencies < 5%43.
Given that there are no reads covering any of its diagnostic positions, we cannot exclude the possibility that UE2298/MS060 could belong to the E–M81 lineage (Supplementary Fig. S6). Using pathPhynder44 to investigate his Y-chromosomal affinity with present-day populations, UE2298/MS060 was positioned in a branch that harbours Iberian and North African E–M310-derived lineages, but with no support for membership to a more downstream lineage within this clade (Fig. 2; Supplementary Fig. S7).
Genome-wide ancestry of the Segorbe Giant
We investigated the autosomal ancestry of our ancient individual by calling ~ 74,200 autosomal SNPs (~ 72,300 when using a different approach to deal with post-mortem damage (Supplementary Table S2)). The PCA (Fig. 3a; Supplementary Fig. S9) shows that UE2298/MS060 occupies an intermediate position between present-day and ancient North African and Iberian populations in PC1, close to other Iberian Islamic individuals. Some differentiation between the Islamic individuals from Valencia and those from Andalusia is visible in the PCA, with the Andalusians mostly falling closer to North Africans and UE2298/MS060 falling outside both the Valencian and Andalusian clusters (Fig. 3b). However, this difference between UE2298/MS060 and the other Islamic individuals is not detected with ADMIXTURE in supervised mode (K = 3), using Iberia_IA, Levant_BA and Morocco_LN/Guanches as reference populations (following the findings in Olalde et al.6) (Fig. 3c; Supplementary Fig. S10).
Outgroup-f3 runs using different outgroups (Mbuti, Ju_hoan_North and Ust_Ishim) consistently show a higher proportion of shared drift with Middle/Late Neolithic, Chalcolithic and Bronze Age Iberian populations, and with the Anatolian Neolithic (Supplementary Table S6), than with North African populations (although the proximity of North African groups, particularly Late Neolithic Morocco and the Guanches, to UE2298/MS060 changes when using Ust’-Ishim, a non-sub-Saharan African outgroup, suggesting that his genome may have some African-related ancestry). D-statistics consistently show UE2298/MS060 to be significantly closer to Iberian populations than to Iberomaurusians, Early Neolithic Morocco or the Guanches (Fig. 4; Supplementary Table S7). However, tests using Late Neolithic Morocco, in the form D(outgroup, UE2298/MS060; Morocco_LN, Iberian population), consistently generated results close to zero and non-significant (|Z|-score < 3), which might be an indicator that a population genetically close to Morocco_LN contributed to the ancestry of UE2298/MS060 in similar proportions to an Iberian source. We note that we did not observe any major differences in the patterns observed for outgroup-f3 and D-statistics using different approaches to minimise the effects of post-mortem damage (“mapDamage —rescale” and “soft-clipping”) (Supplementary Tables S6 and S7), but additional qpAdm models are accepted using “mapDamage --rescale” (Supplementary Tables S8 and S9).
We tested different qpAdm 1-way scenarios using different proximal Iberian sources as left populations. Models using populations from Andalusia (Iberia_c.5-8CE and Iberia_c.3-4CE, which already displayed North African-related ancestry6) are accepted (p-values: 0.092 and 0.343, respectively), whereas models using populations from Catalonia, in the northeast of the Peninsula, are rejected (p-value < 0.05) (Supplementary Table S8). However, considering the genetic heterogeneity in different regions of Iberia through time, and given the complex history of population interactions in Iberia during the first millennium CE16,18, it is unlikely that UE2298/MS060 descends directly from Andalusian Visigothic populations and therefore we also explored 2-way admixture scenarios. Notably, 1-way qpAdm analysis was consistent with UE2298/MS060 descending from Islamic_Andalusia (p-value = 0.327) but not from Islamic_Valencia (p-value = 0.0005), in line with the position of UE2298/MS060 in the PCA (Fig. 3b) and highlighting regional genetic differences during this period.
Alternatively, UE2298/MS060 could be modelled using 2-way combinations of distal and proximal Iberian populations (showing varied proportions of North-African related ancestry6) and either the Guanches or Morocco_LN (Table 1; Supplementary Table S9). D-statistics comparing these two North African populations indicate that UE2298/MS060 is closer to Morocco_LN (|Z|> 3) (Supplementary Table S7) than to the Guanches.
Mobility in Islamic Segorbe
In order to assess whether or not UE2298/MS060 was likely to have spent their childhood in the local region, we performed stable oxygen analysis on eight individuals from Plaza del Almudín. Tooth enamel carbonate data is presented in Supplementary Table S10 and plotted in Fig. 5a. The δ18OVSMOW values for the Segorbe population (excluding outlier MS075) range from 26.2 to 27.6‰ (range = 1.4‰, n = 7), with a mean of 26.8 ± 0.5‰ (1σ). The converted δ18Odw values (mean -6.0‰, excluding MS075) fit with the meteoric water values for eastern Iberian coast. The δ18OVSMOW values from both teeth sampled from UE2298/MS060 are consistent with the rest of the population and the small difference in values between the different molars (M1/M2 and M3) provide no indication of movement between early childhood and adolescence. Overall, there is no evidence that UE2298/MS060 was an immigrant in East Spain, on the basis of his oxygen values.
By contrast, one other individual reported here (MS075) seems to be an outlier (δ18OVSMOW = 30.6; > 1.5 times the interquartile range above quartile 3)47, and possibly a migrant from a warmer climate, with a δ18Odw value similar to Africa or the Near East48. Detailed results and discussion of oxygen analysis can be found in Supplementary Note 2.
Diet patterns in Islamic Segorbe
The values for δ15N and δ13C dietary isotopes in the Islamic necropolis of Plaza del Almudín range between 10.7 to 13.2‰ and from –17.8 to –11‰, respectively, for the 13 individuals studied (Fig. 5b; Supplementary Table S11). UE2298/MS060 has a δ15N value of 11.3‰ and a δ13C value of –17.4‰, showing lower δ15N and a more negative δ13C than the majority of the humans sampled from this assemblage. Application of a Bayesian mixing model (BMM), FRUITS (Food Reconstruction Using Isotopic Transferred Signals)49, supports the observation that C4 plants likely played a substantial part in the diet of some individuals and that marine fish consumption was variable (Supplementary Fig. S11). UE2298/MS060 (Fig. 5c) seems to have consumed limited amounts of C4-plants (mean: 11.4 ± 6.5% or 4.8–17.9% of the diet) and marine protein (mean: 2.4 ± 2.4% or 0–4.8% of the diet) compared to the rest of the population analysed. On the other hand, he seems to have the highest levels of mammal and C3-plant consumption amongst the analysed individuals (Supplementary Fig. S11).
Individual MS075, identified as a possible migrant due to their oxygen value, displays the lowest probability (close to zero) of marine fish consumption amongst the individuals studied here (Supplementary Fig. S11), and shows signals of a mixed C3/C4 diet, which is also a possibility for Africa50. Detailed results and discussion of diet patterns inferred from individuals from the site of Plaza del Almudín can be found in Supplementary Note 2.
Discussion
We analysed individual UE2298/MS060 excavated from the Islamic necropolis of Plaza del Almudín, in Segorbe, dating to the eleventh century CE. The archaeologists responsible for the excavation in 1999 considered this individual unusual due to his considerable height compared with other individuals found at the same site (despite periods of disease and/or malnutrition in childhood)27, and dubbed him the “Segorbe Giant”. The subsequent anthropological analysis suggested some African morphological features and a link was postulated to the Berber-speaking populations that settled in the region in medieval times26,27.
Analysis of the uniparental markers from UE2298/MS060 fits well with this assumption, pointing to an origin in the Maghreb, most likely from a Berber group. MtDNA lineage U6a is not only connected to modern Amazigh populations30, but has also been found in Moroccan remains associated with Iberomaurusian culture, and in the Moroccan Early Neolithic site of Ifri n’Amr or Moussa2,32 (Fig. 1b). He also carries the Y-chromosome E1b1b1b1 (E–M310) lineage. E1b1b is extremely common amongst extant North Africans and has been found in ancient North African and Levantine remains2,32,33,37 (Supplementary Fig. S7). Due to low coverage, we could only assign him to a basal position within E1b1b1b1, but it is possible that he may belong to a more derived subclade. One possibility would be E1b1b1b1a (E–M81), which is the most common haplogroup amongst modern Berber males today42,53, and has been linked to Islamic remains in southern France38. Another would be its descendant E1b1b1b1a1-M183 lineage, identified in three Guanche males, in two Islamic individuals from Granada, and in an earlier sixth century CE male from the Visigoth phase of Pla de l'Horta, in Catalonia6,33.
Although he carries both uniparental markers of North African origin, autosomal evidence paints a more complex picture. The individual is positioned in the PCA mid-way between modern/ancient Iberian populations, and Late Neolithic Moroccan, Guanches and modern North African individuals (Fig. 3a), and formal tests of admixture point to high proportions of Iberian-like ancestry (Fig. 4; Supplementary Table S7).
Considering the archaeological and historical records for this period in the region of Valencia, we envisage three possible scenarios to explain the observed ancestry in UE2298/MS060. One would be to assume that this individual is a direct migrant from North Africa (whose unique genetic composition has not yet been examined using aDNA), or derives from a population that moved into Iberia but retained its genetic identity. A second scenario is that he descends from pre-Islamic Iberian genetic diversity. Finally, the third scenario is that he is the result of admixture between Iberian and North African sources.
The first scenario would imply that pre-Islamic populations in North Africa would be genetically similar to UE2298/MS060 (or possibly to other contemporary individuals found in Spain6). The nearest temporal proxy available are the Guanches (from the seventh–eleventh centuries CE), who originated in the Maghreb but have been isolated in the Canary Islands since at least the early Iron Age. D-statistics, however, suggest that UE2298/MS060 is genetically closer to Morocco_LN than to the Guanches (Supplementary Table S7). In any case, qpAdm rejects the hypothesis that UE2298/MS060 directly descends from a population resembling either the Guanches or Morocco_LN (Supplementary Table S8). Additionally, the oxygen data for UE2298/MS060 (Supplementary Note 2) is consistent with someone who grew up in the region, and points towards low mobility between early childhood and adolescence. (In contrast, another individual from the same necropolis (MS075) does look non-local (Supplementary Note 2), possibly a migrant from a warmer climate outside the Mediterranean, with oxygen values similar to those of Africa or the Near East48). Nevertheless, one should note that aDNA sampling in North Africa is sparse and limited to a few individuals from very specific sites and periods, and we cannot rule out that a population with a similar genetic composition to that of UE2298/MS060 existed in the region around this period.
Although North African-related ancestry in present-day Spain is present at low values (typically ~ 3–8%), with a slight southwest-to-northeast decline19,20, increased African-related ancestry has been present in south Spain since the third century CE6. This North African influence is captured in our qpAdm analysis, with 1-way models using pre-Islamic Andalusian populations being accepted (Supplementary Table S8). However, it is unlikely that UE2298/MS060 descends directly from Andalusian Visigothic populations and ultimately these models, despite being statistically plausible, do not fully explain the ancestry of our individual. We note that there are no data available from or around the region of Valencia between the end of the Iron Age and the Islamic period, and post-Iron-Age genetic variation in Spain was most likely very heterogeneous across locations and centuries6. This heterogeneity is confirmed by our results showing that UE2298/MS060 forms a clade with Islamic_Andalusia, but not with Islamic_Valencia (Supplementary Table S8).
The third scenario would be that the genetic variation seen in UE2298/MS060 was a result of admixture between Amazigh people who migrated from North Africa to Iberia, and the local population inhabiting the Peninsula, at some point during either the Islamic conquest, the Caliphate period, or the Berber empires. This would explain UE2298/MS060's intermediate position in the PCA and ternary plot (supervised ADMIXTURE) (Fig. 3). D-statistics support this scenario, with tests comparing Morocco Late Neolithic and Iberian populations from different periods not showing him to be significantly closer to one or the other (Fig. 4; Supplementary Table S7). We show that UE2298/MS060 can be modelled as admixture between Iberian and North African sources (either the Guanches from the Canary Islands or Late Neolithic Moroccans) (Table 1). The fact that he still carried both uniparental markers of North African origin suggests that the admixture may have happened only a few generations before his time, coinciding with the zenith of Berber power, rather than earlier during the conquest, in agreement with admixture dates inferred from modern Iberian genomes from Aragon and Catalonia20. However, we cannot rule out assortative mating, allowing these uniparental markers to be retained for longer, or the possibility that these lineages were common in some Iberian populations before the Islamic period. The date of the burial (eleventh century CE)27 fits the historical narrative of Berber settlement in the region of Sharq al-Andalus18. Considering the genetic evidence, together with the stable isotope results and the historical accounts of intermarriage between local individuals and the North African newcomers, and in agreement with recent aDNA evidence from Iberia6, this third scenario seems the most plausible to explain the ancestry patterns seen in his genome.
Nevertheless, the original source populations are difficult to pinpoint. Due to lack of sampling in North Africa for this specific period and preceding centuries, the nearest proxies available for the North African source are the Guanches33 and the Late Neolithic Moroccan population from Kelif el Boroud site2. There is high differentiation between present-day North African populations and ancient North African individuals available to date (seen in PC3; Supplementary Fig. S9), which indicates that important population dynamics occurring after the Late Neolithic and/or Iron Age shaped extant genetic structure in the region. Modern North African populations show a signal of increased Levantine-related ancestry around the seventh century CE, as a result of movements from the Near East during the Islamic expansion into North Africa17; the impact of these movements was also seen in the Levant, as shown by the study of seventh–eighth century Islamic individuals in Syria54. Therefore, the North-African source of UE2298/MS060 might have already displayed this increased Near Eastern-related ancestry. Similarly, the population of Valencia in the immediately preceding centuries has yet to be studied.
A study in modern South Americans detected North African ancestry introduced at the early stages of European colonization55. The presence of individuals in medieval Spain with a genetic background similar to that of UE2298/MS060 would explain the source of this ancestry in America, suggesting that admixture with North Africans had a wider impact on medieval Spanish genetic variation, before virtually disappearing in the following centuries.
We found no U6 in our present-day whole-mtDNA dataset from the region of Valencia (n = 54), or in a larger previously published HVS-I database (n = 123)56. This absence might be an echo of the brutality of the decree of expulsion of Moriscos (Muslims forcibly converted to Christianity), which may have effectively erased the population carrying North African-related ancestry that lived in the region in the preceding centuries. They were replaced by settlers from regions further north with little North African-related ancestry20. This is in sharp contrast with regions of the Crown of Castilla, where historical sources claim there was better integration of the Morisco identity into the general population, and where no mass deportations were recorded: the frequency of U6, M1 and L lineages are higher in these regions today (present-day central and south Spain) (Fig. 1b; Supplementary Fig. S5). This pattern is also visible at the genome-wide level20.
This study emphasises the importance of immigration during the Islamic period. In contrast to Andalusia, the region of Valencia is not geographically close to the Maghreb, and was under Islamic rule for a shorter time, but nonetheless developed strong links with the Arab–Berber world during the Islamic period57. A contemporary individual, MS075, is evidence of continued movement during Berber rule (Supplementary Note 2).
UE2298/MS060 is a single, low-coverage sample and although the results cannot be extrapolated to the population as a whole, recently published results6 show a similar trend of admixture in Islamic Spain. The heterogeneity of genomic patterns that is now being uncovered by aDNA studies emphasises the need for much more detailed, high-resolution fine-scale studies. More individuals and a wider diversity of sites across the Peninsula should be studied to explore the population dynamics during the Islamic period in more detail and assess potential fine differences between geographical regions and periods, and between urban and rural societies.
Methods
Islamic Segorbe: aDNA and stable isotope analysis
We collected teeth from thirteen individuals from the medieval Islamic necropolis of Plaza del Almudín in Segorbe27 (province of Castellón, Spain) (Supplementary Fig. S2; Supplementary Table S1). Although the necropolis is dated to the eleventh–thirteenth centuries CE, the samples studied here come from a context dated to the eleventh century. We screened three individuals for aDNA, but only one, UE2298/MS060 (dubbed the “Segorbe Giant” due to his unusual height), excavated in 1999, yielded sufficient DNA for genomic analysis (Supplementary Fig. S2; Supplementary Table S2). We undertook stable isotope analyses on a total of thirteen individuals (including UE2298/MS060), and sixteen bone fragments from animals found in the site (although these might post-date the timeframe of the Islamic necropolis of Plaza del Almudín and belong instead to the later Christian context). All samples were collected from the Museo Municipal de Arqueología y Etnología de Segorbe, and permissions were agreed by the museum and granted by the Direccio General de Cultura i Patrimoni (Conselleria d’Educacio, Investigacio, Cultura i Esport de la Generalitat Valenciana).
We processed all the archaeological samples in clean rooms in the specialized Ancient DNA Facility at the University of Huddersfield. We sequenced one USER™-treated library on a tenth of an Illumina HiSeq4000 lane (100 cycles) to screen for endogenous aDNA content, and later sequenced three additional libraries (one of which was non-USER treated) in half an Illumina HiSeq4000 lane (100 cycles) (Macrogen, inc., Seoul, South Korea). We performed oxygen analysis and ZooMS (for taxonomic identification of the faunal assemblage) at the University of York, and dietary isotope analysis of carbon and nitrogen at the Research Laboratory for Archaeology, University of Oxford. Further details of ancient DNA, stable isotope and ZooMS analyses can be found in Supplementary Methods.
Sequence data processing
We assessed raw read quality with FastQC v.0.11.558, and merged paired-end reads and removed sequencing adapters using leeHom59. We mapped reads both to the human genome reference (hg19, modified to include rCRS (revised Cambridge Reference Sequence) instead of chrM) and to only the rCRS with BWA v.0.7.5a-r40560 aln (using the optimized settings for aDNA mapping61) and samse. We performed quality control of the alignment with QualiMap v.2.262 and confirmed aDNA authenticity by checking contamination estimates (schmutzi63 and ANGSD64) and post-mortem damage patterns (Supplementary Fig. S12), as well as consistency in mtDNA haplogroup and sex assignment across all libraries. To avoid SNP miscalls due to post-mortem damage, we followed two approaches: (1) downscaling base quality of positions likely affected by post-mortem misincorporations using mapDamage65 --rescale; and (2) soft-clipping the terminal 3 base pairs of sequencing reads using the trimBam option in bamUtil package v. 1.0.1466, to control for potential reference bias resulting from downscaling base quality scores that could influence formal tests of admixture. We merged all libraries using picard MERGESAM (https://github.com/broadinstitute/picard). Detailed methods and parameters can be found in Supplementary Methods.
Analysis of mtDNA and Y-chromosome variation
We used HaploGrep 2.067 to classify mtDNA haplogroups. We performed Y-chromosome haplogroup classification using Yleaf68, and checked mutations against the ISOGG (International Society of Genetic Genealogy) SNP index (as of June 2018). We used pathPhynder44 (https://github.com/ruidlpm/pathPhynder) to investigate the affinity of individual UE2298/MS060 with present-day Y chromosomes45,46. More details on the analysis of uniparental markers of UE2298/MS060 can be found in Supplementary Methods.
Autosomal DNA analysis
We called pseudo-haploid autosomal SNPs (Supplementary Table S2) against the 1240k SNP list for UE2298/MS060 (available at https://reich.hms.harvard.edu/) using samtools mpileup and pileupCaller (https://github.com/stschiff/sequenceTools). We used convertf and mergeit (both included in EIGENSOFT v.7.2.1 package69) to merge and convert files when necessary.
We compiled a dataset with ~ 1.2 M SNPs for analysis using only ancient samples. Published ancient samples were remapped to our reference and reanalysed alongside UE2298/MS060 to prevent possible batch effects due to differences in pipelines. Principal component analysis (PCA) of ~ 600 k autosomal SNPs was performed using smartpca (EIGENSOFT v.7.2.1) to project 336 ancient samples (Supplementary Table S3) on a selection of 702 modern individuals from North Africa, Europe, the Caucasus and the Near East37.
We filtered the ancient dataset for positions in linkage disequilibrium (LD) using the command --indep-pairwise (200, 25, 0.4) in PLINK v.1.0770. The LD pruned dataset (~ 450 k SNPs) was used to run ADMIXTURE v.1.3.071 for post-Iron Age Iberian individuals (shown to display different levels of North African and Levantine-associated ancestries6) in supervised mode for K = 3 (with parameters: --cv and --seed time), using Iberia_IA, Morocco_LN/Guanches and Levant_BA as reference populations (Supplementary Table S3).
We added outgroups to the ~ 1.2 M SNP dataset for the formal tests of admixture (ADMIXTOOLS v.4.172), and ran the tests in the two datasets (generated using “mapDamage --rescale” and “soft-clipping”). We examined patterns of allele sharing between UE2298/MS060 and present-day and ancient populations using outgroup-f3 statistics, as implemented in qp3Pop, testing three outgroups (Mbuti, Ju_hoan_North, Ust_Ishim) to account for deeply divergent human ancestry. We computed D-statistics (using chimpanzee and Mbuti as outgroups) with qpDstat to untangle Iberian and North African-related contributions. For a more refined analysis, we ran a test with the formula D(outgroup, UE2298/MS060; Islamic_Valencia, Islamic_Andalusia). In order to investigate admixture proportions in the genome of UE2298/MS060, we ran qpAdm (ADMIXTOOLS v.4.1), using allsnps: YES and testing 1- and 2-way models. Following 2-way qpAdm results, we ran a D-statistics test in the form D(outgroup, UE2298/MS060; Morocco_LN, Guanches). All plots were created with RStudio73. Detailed methods and parameters can be found in Supplementary Methods.
Modern Iberian mtDNA dataset
We newly sequenced a total of 1126 mitogenomes from present-day Spain and Portugal (including samples assigned to insular territories, Melilla and Ceuta) with Illumina MiSeq paired-end sequencing (size of fragment: 150 bp) (Earlham Institute, Norwich Science Park, UK). A detailed description of the long-range PCR protocol, sequencing and data analysis can be found in Supplementary Methods.
Phylogeographic analysis of mtDNA haplogroup U6
We performed a reassessment of phylogeographic patterns of mtDNA haplogroup U6 based on a total of 330 modern (35 of which are newly published here) and 32 ancient sequences (including UE2298/MS060) (Supplementary Table S4). Detailed description of the methods can be found in Supplementary Methods.
Ethics statement
All archaeological samples were collected from the Museo Municipal de Arqueología y Etnología de Segorbe, and permissions were agreed by the museum and granted by the Direccio General de Cultura i Patrimoni (Conselleria d’Educacio, Investigacio, Cultura i Esport de la Generalitat Valenciana). For the present-day dataset written informed consent was obtained from all sample donors. The research was performed in accordance with the relevant guidelines and regulations and was approved by the University of Huddersfield’s School of Applied Sciences Ethics Committee, the Ethical Committee of the University of Santiago de Compostela, the Ethics Committee for Clinical Experimentation of the University of Pavia and the Ethics Committee of the University of Minho. Portuguese modern samples (PT-codes) were collected among army volunteers, upon approval of the Portuguese Army Chief of Staff, and were fully anonymized with the single purpose of use for population studies.
Data availability
Sequence data for UE2298/MS060 can be downloaded from the European Nucleotide Archive (accession number: PRJEB47085). Newly reported present-day mtDNA sequences are deposited into GenBank (MZ920249 - MZ921390). Additional requests should be addressed to: marina.silva@crick.ac.uk; gonzalo.oteo-garcia@hud.ac.uk; m.b.richards@hud.ac.uk.
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Acknowledgements
We thank the Museo Municipal de Arqueología y Etnología de Segorbe for granting access to their collections and the Conselleria d’Educació, Investigació, Cultura i Esport de la Generalitat Valenciana for granting the permissions for the study. We thank Lara Cassidy, Valeria Mattiangeli and Dan Bradley for valuable advice and technical support. Part of this work was delivered via the BBSRC National Capability in Genomics and Single Cell Analysis (BBS/E/T/000PR9816) at Earlham Institute by members of the Genomics Pipelines and Core Bioinformatics Groups. We wish to acknowledge the use of the Orion High Performance Computing cluster at the School of Applied Sciences, University of Huddersfield. M.S., G.O.G., A.Fi., P.J., M.G.B.F., K.D., B.Y. were supported by a Leverhulme Doctoral Scholarship awarded to M.B.R. and M.P. P.S., M.B.R., and M.P. acknowledge FCT (Fundação para a Ciência e a Tecnologia) support through project PTDC/EPH-ARQ/4164/2014, partially funded by FEDER funds (COMPETE 2020 project 016899). P.S., A.Br., A.R. and T.R. acknowledge FCT support through project PTDC/SOC-ANT/30316/2017. P.S. acknowledges the “Contrato-Programa” UIDB/04050/2020 and contract CEECINST/0007772018 funded by FCT I.P. A.A., A.O., and A.T. acknowledge the support of the Italian Ministry of Education, University and Research for the projects “Dipartimenti di Eccellenza” Program (2018–2022) – Department of Biology and Biotechnology “L. Spallanzani,” University of Pavia and PRIN2017 20174BTC4R. The KORA research platform (KORA, Cooperative Research in the Region of Augsburg) was initiated and financed by the Helmholtz Zentrum München – German Research Center for Environmental Health, which is funded by the German Federal Ministry of Education and Research and by the State of Bavaria. Furthermore, KORA research was supported within the Munich Center of Health Sciences (MC Health), Ludwig-Maximilians-Universität, as part of LMUinnovativ.
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M.S. and G.O.-G. contributed equally to this work. M.S., G.O.-G. and M.B.R. designed the study. M.S. and G.O.-G. processed archaeological samples. M.S., G.O.-G., A.M., A.Fi., K.D., B.Y., F.G. and C.J.E. performed genetics lab work. M.S., G.O.-G., R.M., J.G. and P.J. performed data analysis. A.R., A.Br., A.Fl., T.R., A.O., A.A., A.T., A.G.C. and A.S. collected and/or extracted modern DNA samples; regarding North African Berber samples, A.M. and T.S. collected samples, A.M. performed genetics lab work/data analysis and D.J.C. supervised the work. V.P. curates and manages the archaeological samples; A.Ba. and V.P. excavated the samples and provided archaeological interpretation. M.v.T., M.G.B.F., K.M., P.W.D. and M.A. performed isotope work. J.B. supervised the computational work. M.P., P.A.S., C.J.E. and M.B.R. supervised the overall work. M.S., G.O.-G. and M.B.R. wrote the manuscript. All authors reviewed and approved the final manuscript.
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Silva, M., Oteo-García, G., Martiniano, R. et al. Biomolecular insights into North African-related ancestry, mobility and diet in eleventh-century Al-Andalus. Sci Rep 11, 18121 (2021). https://doi.org/10.1038/s41598-021-95996-3
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DOI: https://doi.org/10.1038/s41598-021-95996-3