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. 2022 Oct 10;12:16982. doi: 10.1038/s41598-022-21138-y

Stable carbon and nitrogen isotopes identify nuanced dietary changes from the Bronze and Iron Ages on the Great Hungarian Plain

Ashley McCall 1,, Beatriz Gamarra 2,3, Kellie Sara Duffett Carlson 4,5, Zsolt Bernert 6, Andrea Cséki 7, Piroska Csengeri 8, László Domboróczki 9, Anna Endrődi 10, Magdolna Hellebrandt 8, Antónia Horváth 8, Ágnes Király 11, Krisztián Kiss 6,12, Judit Koós 8, Péter Kovács 13, Kitti Köhler 11, László Szolnoki 14, Zsuzsanna K Zoffmann 15, Kendra Sirak 16,17, Tamás Szeniczey 12, János Dani 14, Tamás Hajdu 12,, Ron Pinhasi 4,5,
PMCID: PMC9550812  PMID: 36217009

Abstract

The Great Hungarian Plain (GHP) served as a geographic funnel for population mobility throughout prehistory. Genomic and isotopic research demonstrates non-linear genetic turnover and technological shifts between the Copper and Iron Ages of the GHP, which influenced the dietary strategies of numerous cultures that intermixed and overlapped through time. Given the complexities of these prehistoric cultural and demographic processes, this study aims to identify and elucidate diachronic and culture-specific dietary signatures. We report on stable carbon and nitrogen isotope ratios from 74 individuals from nineteen sites in the GHP dating to a ~ 3000-year time span between the Early Bronze and Early Iron Ages. The samples broadly indicate a terrestrial C3 diet with nuanced differences amongst populations and through time, suggesting exogenous influences that manifested in subsistence strategies. Slightly elevated δ15N values for Bronze Age samples imply higher reliance on protein than in the Iron Age. Interestingly, the Füzesabony have carbon values typical of C4 vegetation indicating millet consumption, or that of a grain with comparable δ13C ratios, which corroborates evidence from outside the GHP for its early cultivation during the Middle Bronze Age. Finally, our results also suggest locally diverse subsistence economies for GHP Scythians.

Subject terms: Anthropology, Archaeology

Introduction

Located centrally and comprising the majority of the Carpathian Basin, the Great Hungarian Plain (GHP) forms a lowland confluence connecting the Balkans, Pontic Steppe, and Central Europe1,2. The GHP acted as a geographic funnel for population movement whereby new people and their ideas and ways of life, including subsistence strategies, migrated through Europe. As such, it functioned as a region of major cultural and technological transition throughout prehistory3,4. It is thus a crucial region for identifying and investigating dietary trends between prehistoric time periods and cultures. We report on carbon and nitrogen stable isotope values from 74 individuals from nineteen sites in the GHP (Fig. 1) dating to a ~ 3000-year transect between the Early Bronze and Early Iron Ages (Table 1). Specifically, we address two main questions: (1) Can nuanced dietary changes be detected across millennia? (2) If changes are detected, what do they imply regarding prehistoric trans-Carpathian cultural communication and trade?

Figure 1.

Figure 1

Map showing the location of sites. 1. Ongaújfalu-Állami gazdaság, 2. Konyár-Pocsaji műút, 3. Apc-Berekalja I, 4. Szigetszentmiklós-Üdülősor, 5. Kompolt-Kígyósér, 6. Mezőzombor-Községi temető, 7. Mezőkeresztes-Csincse-tanya, 8. Nagyrozvágy-Pap-domb, 9. Vatta-Dobogó, 10. Ófehértó-Almezői dűlő, 11. Felsődobsza site 2, 12. Köröm-Kápolnadomb, 13. Mezőkeresztes, 14. Mezőkeresztes-Cet halom M3-10, 15. Oszlár-Nyárfaszög, 16. Pácin-Alsókenderszer, 17. Ludas-Varjú-dűlő, 18. Kesznyéten-Szérűskert, 19. Szikszó-Hell Ring. Generic Mapping Tools 4.5.1371 and the topographic ETOPO dataset72 were used to create this map.

Table 1.

Summary of the prehistoric time periods and their associated cultures and subsistence practices in the GHP.

Time period Date range Associated sampled cultures Subsistence practices
Early Bronze Age 2600 to 2000/1900 BCE Nyírség, Proto-Nagyrév, Bell Beaker, Hatvan Intensive crop cultivation (barley, wheat, legumes) and animal husbandry
Middle Bronze Age 2000/1900 to 1450/1400 BCE Füzesabony, Otomani/Ottomány Intensive crop cultivation (barley, einkorn, emmer, legumes, rye, legumes) and animal husbandry
Late Bronze Age 1450/1400 to 800/900 BCE Piliny/Kyjatice, pre-Gáva, Gáva Intensive crop cultivation (einkorn, emmer, barley, legumes); common millet as staple crop
Early Iron Age 800/900 to 650 BCE Pre-Scythian (Mezőcsát), Scythian (Vekerzug) Pastoral/semi-nomadism/transhuman pastoralism; stockbreeding; crop cultivation
Middle Iron Age 650 to 450 BCE Scythian (Vekerzug) Pastoral/semi-nomadism/transhuman pastoralism; stockbreeding; crop cultivation

Adapted from Gamarra et al.58.

Stable Isotopes

The application of stable isotopes to prehistoric dietary analyses is complex as many factors affect the ratios obtained from samples59. In brief, organisms incorporate carbon and nitrogen from diet material. For carbon, most plants fall under one of two categories (C3 and C4) based on their photosynthetic pathway, which makes it possible to distinguish general plant groups. C3 plants, which include temperate grasses and domesticated cereals from terrestrial ecosystems, exhibit carbon isotope values (13C/12C ratio compared to the standard VPDB or δ13C) from − 38 parts per mil (‰) to − 22‰, with a mean of − 26.5‰1012. C4 plants, such as maize, sorghum, and millet, exhibit higher δ13C ratios, ranging between − 21 and − 9‰, with a mean of − 12.5‰10,13,14. Dietary nitrogen (15 N/14 N ratio compared to the standard AIR or δ15N) is incorporated via protein at a stepwise factor of about + 3 to 5‰1517. Plants in some terrestrial ecosystems can range between − 15 and − 10‰18; however, aquatic resources—including freshwater—can exhibit comparatively 15 N-enriched values due to the relative complexity of the foodweb19,20. Moreover, both nitrogen and carbon isotope ratios are affected by climate2123, soil conditions24,25, elevation26, water stress27,28, health of the individual2931, and breastfeeding8. Lastly, milk consumption, not unlike breastfeeding, augments δ15N values much like that seen in other dietary trophic level increases32.

Cultural and dietary context

Animal husbandry, primarily of cattle, was the predominant subsistence practice during the Middle Copper Age of people migrating to the Carpathian Basin from the Eastern Steppe3335. The contemporaneous cultures of the Late Copper Age, including the Baden, Vučedol, and Coţofeni, continued the tradition of animal husbandry and land cultivation3537. A transformation from the ‘monolithic’ Baden culture to more varied and smaller regional Bronze Age communities was shaped either by internal developments or foreign influences, including population movement, of, for example, the Yamnaya, who arrived from the east during the Transitional Period (~ 2800 to 2600 BCE)3840. This was followed by the expansion of the Bell Beaker who migrated from the west (~ 2500 BCE)38,41, and was accompanied by several independent cultures (e.g., Makó-Kosihy-Caka, Nagyrév, Somogyvár-Vinkovici), all practicing intensive cereal cultivation and animal husbandry42. However, only small groups settled along Danube River routes3840.

The transition from the Early Bronze to Middle Bronze Age is marked by the development of the more sedentary Hatvan, Otomani/Ottomány, and Füzesabony cultures, all of whom occupied tells36,37,39,41,4345. These groups and others coexisted for centuries, although not necessarily peacefully, until the end of the Middle Bronze Age37,46. The Füzesabony were partly contemporaneous with and subsequent to the Hatvan, with no indications that upon their arrival they usurped the former culture45. The Otomani-Füzesabony is associated with increased socio-political and metallurgical complexity in the Carpathian Basin, as evidenced by tell sites, communal cemeteries, and advanced trade networks47. By this point the plow had been introduced48, with communities cultivating cereals like wheat and barley, vegetables and fruits, and likely fodder crops to feed cattle, pig, goat, sheep, and horses36,49.

Although there was profound cultural diversification during the Early Bronze and Middle Bronze Ages, by the Late Bronze Age cultures appear to homogenize over large geographic regions, much like that which occurred between the Late Neolithic and Early Copper Age, as manifested in the reduction of local cultural expression. The emergence of several cultures, including the Piliny/Kyjatice in the northern mountain range, and Gáva east of the Tisza, likely resulted from interregional contacts between groups occupying different ecological zones, resulting in increased trade and information flow50. This is further supported by the spread and increased cultivation of millet51,52.

Late Bronze Age villages were seemingly abandoned, and new traditions and material culture appeared in the eastern parts of the Carpathian Basin at the beginning of the Iron Age (~ 900/800 BCE), namely on the central and southern part of the GHP, in the Northern Mountain Range, and in Transylvania. The Early Iron Age of the GHP is largely underrepresented in the archaeological record, perhaps because the cultures of this period, in particular the pre-Scythian (Mezőcsát), who mainly occupied the central and northern parts of the GHP53,54, were nomadic stockbreeders of gregarious animals (e.g., cattle, sheep, horse), unlike their more sedentary predecessors53,55. The Scythian (Vekerzug in the GHP) culture subsequently emerged and continued into the Middle Iron Age. Excavations of Vekerzug settlements indicate that agriculture and animal husbandry were practised along with highly developed iron metallurgy and ceramic manufacture53,56. Various other Middle Iron Age cultures occupied this region until the end of the fifth century BCE, when the Celts began their conquests and interrupted development of local cultures, not just in the Tisza region, but throughout the Carpathian Basin53,57. The associated cultures in the present dataset, and their associated dietary information, can be found in Table 1.

Previous archaeochemistry of the Great Hungarian Plain

To assess links between diet and cultural evolution on the GHP, stable isotope and ancient DNA (aDNA) research has been conducted on samples from the Neolithic through Iron Age42,5861. Previous carbon and nitrogen stable isotope analyses of human and faunal osteological samples from this region have focused primarily on Neolithic and Copper Age populations, reporting a transformation in subsistence strategies during the Late Neolithic and Copper Age towards increased consumption of animal protein compared to the previous subperiods58,6265. Gamba et al.59 analysed the genomes of thirteen GHP individuals dating to between the Early Neolithic and Early Iron Age; the Bronze and Iron Age samples provided evidence for genomic turnover that contrasted the genetic continuity observed during the Neolithic and Copper Age. Allentoft et al.’s42 study of Eurasian genomes reported dynamic migrations during the Bronze Age, as well as the rise of the allele that confers the lactase gene, while de Barros Damgaard et al.66 found that Scythian groups were genetically comprised of Late Bronze Age herders, farmers, and hunter-gatherers. Comparing carbon and nitrogen isotopic ratios with aDNA results from GHP samples, Gamarra et al.58 found no associations between dietary, cultural, and genetic shifts from the Early Neolithic to Iron Age; however, Bronze and Iron Age individuals exhibited a diet higher in C4 plants, such as millet, which is a typical agricultural crop at this time in this region, compared to those from the Neolithic and Copper Age.

Genetic turnover, and technological evolution (e.g., changes in metallurgy during the Bronze Age: copper smelting to make Bronze, new casting techniques67,68, sheet metal manufacture69; and in the Iron Age: the ability to more locally produce iron, which affected political economies and the production of tools)70 were thus non-linear, influencing the dietary strategies of numerous cultures that intermixed and overlapped through time. Owing to the complexities of these prehistoric cultural and demographic processes, the present study thus aims to improve our understanding of diachronic and culture-specific dietary signatures as revealed by the archaeology and stable isotopes both between and within chronological periods and cultures.

Results

Archaeological and burial information are found in Supplementary Material S1, isotopic ratios, palaeodemographic information, and quality criteria are provided for each sample in Supplementary Material S2, and statistical tables are listed in Supplementary Material S3. Figure 2 illustrates the range of the stable carbon and nitrogen isotopic results of samples from this study coupled with data of Gamarra et al.58 and McCall73. The range of δ13C ratios for the entire dataset is − 21.2 to − 14.8‰ (mean = −18.3‰ ± 1.6‰ (1σ)); the δ15N value range for the entire dataset is + 8.3 to 12.9‰ (mean =  + 10.5‰ ± 0.9‰ (1σ); Table 2). Overall, most samples indicate a terrestrial C3 diet with nuanced statistical differences between certain groups, suggesting external influences that manifested in the diet. This is in keeping with what is known about food practices at the time, and is also congruent with previous isotopic analyses34,58.

Figure 2.

Figure 2

Scatterplots of human δ13C and δ15N ratios with mean δ13C and δ15N ratios (± 1 σ) by period (A) Bronze Age/BA (n = 50) and Iron Age/IA (n = 24) and subperiod (B) Early Bronze Age/EBA (n = 8), Middle Bronze Age/MBA (n = 18), Late Bronze Age/LBA (n = 22), and Early Iron Age/EIA (n = 24).

Table 2.

Summary of human δ13C and δ15N results of sample by period and subperiod with ‰ range, mean, and SD (± 1σ).

Period/subperiod n δ13C range (‰) Mean SD δ15N range (‰) Mean SD
Bronze Age 50  − 21.2 to − 14.8  − 18.7 1.5 8.9 to 12.9 10.7 0.9
Iron Age 24  − 20.5 to − 14.9  − 17.5 1.2 8.3 to 12.4 10.0 0.9
Early Bronze Age 8  − 20.3 to − 19.7  − 20.0 0.2 9.3 to 12.9 10.7 1.2
Middle Bronze Age 18  − 21.1 to − 16.7  − 19.4 1.3 8.9 to 12.2 10.7 0.9
Late Bronze Age 22  − 19.9 to − 14.8  − 17.7 1.3 9.8 to 12.9 10.9 0.8
Early Iron Age 24  − 20.5 to − 14.8  − 17.5 1.2 8.3 to 12.4 10.0 0.9

Chronological variability

The δ13C and δ15N results per period and subperiod are summarized in Table 2; tests of normality are found in Supplementary Material S3a, S3b, S3c, and S3d. There is an overall statistical difference for δ13C values between the Bronze and Iron Ages (Mann–Whitney U: U = 900.5; p = 0.001; Fig. 3A; Supplementary Material S3e); the Early Bronze, Middle Bronze, Late Bronze, and Early Iron Ages also exhibit significant statistical differences (Kruskal–Wallis: X2 = 31.122, p < 0.001; Fig. 4A; Supplementary Material S3f). As the Kruskal–Wallis test (p < 0.001) indicated differences between the four subperiods analyzed, pairwise Mann–Whitney tests were employed, revealing a significant difference between the Early Bronze and Middle Bronze Ages compared with the Late Bronze and Early Iron Ages (Supplementary Material S3g).

Figure 3.

Figure 3

Violin plot of human (A) δ13C and (B) δ15N ratios by period: Bronze Age (n = 50) and Iron Age (n = 24). Center black dot represents mean; center black line represents distribution.

Figure 4.

Figure 4

Violin plot of human (A) δ13C and (B) δ15N ratios by subperiod: Early Bronze Age (n = 8), Middle Bronze Age (n = 18), Late Bronze Age (n = 22), and Early Iron Age (n = 24). Center black dot represents mean; center black line represents distribution.

Similarly, for δ15N ratios there is an overall statistical difference between the Bronze and Iron Ages (independent samples t-test t73 = 3.369, p = 0.001; Fig. 3B; Supplementary Material S3h). The Tukey’s post hoc analysis (Supplementary Material S3i), performed after a significant ANOVA (F(3,68) = 4.250, p = 0.008) result (Supplementary Material S3j), identified differences between the Late Bronze and Early Iron Ages, and differences among the Early, Middle, and Late Bronze Ages (Fig. 4B). Furthermore, there is a negative correlation (− 0.418, p < 0.001) across the four subperiods when comparing mean δ13C and δ15N ratios, seen when the increase in overall δ13C values correlates with a decrease in δ15N values.

Cultural variability

The ranges for δ13C and δ15N ratios by culture are listed in Table 3; the δ13C and δ15N results are represented in Fig. 5; the tests of normality can be found in Supplementary Material S3k and S3l. For the inter-culture comparison (n = 67) there is an overall statistical difference between δ13C values (Kruskal–Wallis: X2 = 25.159, p < 0.001) with the Füzesabony found to be significantly different from the Gáva and Scythian (Fig. 5A; Supplementary Material S3m). Similarly, the Proto-Nagyrév compared with the Gáva, Piliny/Kyjatice, pre-Scythian, and Scythian also demonstrate a notable difference in δ13C values (Pairwise Mann–Whitney, Supplementary Material S3n). The comparison of δ15N ratios revealed an overall statistical difference between cultures (one-way ANOVA: F(5,60) = 4.860, p = 0.001; Fig. 5B; Supplementary Material S3o). However, Scythian is the only culture with consistent differences for δ15N values compared with the Füzesabony, Proto-Nagyrév, and Piliny/Kyjatice cultures (Tukey’s test, Supplementary Material S3p).

Table 3.

Summary of human δ13C and δ15N results by culture with ‰ range, mean, and SD (± 1σ).

Cultures Time period(s) n δ13C range (‰) Mean SD δ15N range (‰) Mean SD
Nyírség Early Bronze Age 1  − 20.2 N/A N/A 9.3 N/A N/A
Proto-Nagyrév Early Bronze Age 4  − 19.8 to − 19.7  − 19.8 0.1 10.6 to 12.9 11.7 0.9
Bell Beaker Early Bronze Age 2  − 20.3 to − 20.2  − 20.2 N/A 9.3 to 9.8 9.5 N/A
Hatvan Early Bronze Age 1  − 19.9 N/A N/A 10.7 N/A N/A
Hatvan or Füzesabony Early Bronze Age/Middle Bronze Age 6  − 21.0 to − 17.2  − 18.6 1.6 9.4 to 11.3 10.0 0.7
Füzesabony Middle Bronze Age 12  − 21.1 to − 16.7  − 19.4 1.3 8.9 to 12.2 10.7 0.9
Otomani/Ottomány Middle Bronze Age 1  − 20.1 N/A N/A 9.2 N/A N/A
Piliny or Piliny/Kyjatice Late Bronze Age 14  − 19.8 to − 16.1  − 18.0 1.0 10.1 to 12.8 11.1 0.6
pre-Gáva or Gáva Late Bronze Age, Early Iron Age 8  − 18.0 to − 14.8  − 16.7 1.2 9.8 to 12.9 10.7 1.0
Pre-Scythian (Mezőcsát) Early Iron Age 4  − 18.1 to − 14.8  − 16.8 1.3 10.4 to 11.0 10.8 0.2
Scythian (Vekerzug) Early Iron Age 19  − 20.5 to − 15.6  − 17.7 1.1 8.3 to 12.4 9.8 0.9

Figure 5.

Figure 5

Violin plot of human δ13C and δ15N ratios by cultures listed in roughly chronological order: PN (Proto-Nagyrév, n = 4), FZ (Füzesabony, n = 12), HFTZ (Hatvan or Füzesabony, n = 6), PLKY (Piliny or Piliny/Kyjatice, n = 14), PG (pre-Gáva or Gáva, n = 8), PS (Pre-Scythian/Mezőcsát, n = 4), and SA (Scythian/Vekerzug, n = 19). Center black dot represents mean; center black line represents distribution.

Demographic variability

Only adults of known sex were statistically assessed as too few individuals were identified for other demographic groups to be compared (i.e., age groups; Descriptive Information, Supplementary Material S3q; tests of normality, Supplementary Material S3r, S3s, S3t, and S3u). Between periods both females (n = 27) and males (n = 29) exhibit statistical differences for δ13C values (Mann–Whitney U: U = 42.5, p = 0.0198, Supplementary Material S3v; independent samples t-test t27 = −2.216, p = 0.035, Supplementary Material S3w). There is no statistical difference between Bronze and Iron Age females for δ15N (independent samples t-test t25 = 1.889, p = 0.070, Supplementary Material S3x), nor for males between periods (independent samples t-test t27 = 1.867, p = 0.073, Supplementary Material S3y). However, nineteen individuals remain unsexed. This valuable demographic information, in addition to larger datasets per each demographic group, may alter δ13C value results between sexes, and also provide answers to questions concerning the age at which children were incorporated into a social stratification system (e.g., if they reflect more typical adult δ13C values74,75). No age- or sex-based tests were run by site, culture, or subperiod as there is significant incongruity in sample sizes between and among these categories, which would result in meaningless comparisons.

Discussion

Two key questions were posed in this research: 1) Is there evidence for nuanced dietary evolution from the Early Bronze Age to Early Iron Age, and 2) if so, what might this imply as concerns communication and trade in the later prehistoric GHP? Broadly speaking, the isotopic data presented here indicate a gradual shift in subsistence strategies from the Early Bronze to Early Iron Age, with evidence for subtle variation between cultures within epochs. In keeping with previous findings, near exclusive consumption of C3 plants remains characteristic of the Early Bronze Age58. Samples from both the Bronze and Iron Ages largely fall within δ13C values typical of C3 plant consumers, with a gradual increase in values over time. More specifically, the Late Bronze Age Piliny/Kyjatice samples are the first to exhibit as a whole less negative δ13C ratios, indicating a substantial shift from C3 plants or aquatic resources to C4 plants, concomitant with archaeological evidence for increased millet consumption51,52. Early Iron Age pre-Scythian (Mezőcsát) samples continue the Late Bronze Age trend by exhibiting enriched δ13C ratios, also in keeping with evidence for heavy reliance on millet at this time5355.

The Bronze and Iron Age samples also exhibit less variable δ15N ratios than previous periods58. The slightly higher δ15N values of the Bronze Age compared to Iron Age samples indicate greater reliance on protein in the former period. Subtle changes between subperiods until the Early Iron Age point to a gradual shift from a more terrestrially omnivorous diet, potentially with a low trophic level aquatic resource influence. Although changes were detected for both males and females among the Bronze and Iron Age periods for δ15N ratios, these differences are similar to those seen in the broader pattern between periods (Supplementary Material S3h and S3j). As the pattern of change between the Bronze and Iron Ages is not limited to one sex, this shift in food consumption can be interpreted as occurring among the entire population, as demonstrated by less negative δ13C values. These data thus provide evidence for nuanced dietary changes between the Early Bronze to Early Iron Ages. The implications for these findings are addressed below.

Middle Bronze Age millet consumption

Although there is scattered evidence that broomcorn millet was present in Europe (including present-day Hungary) from the Early Neolithic51,65,76, direct radiocarbon dating of millet grains from sites in Central and Eastern Europe disputes its initial economic importance in the human diet, or as a foddering source prior to the Bronze Age77. It is hypothesized instead to have been gradually incorporated into subsistence strategies from the Middle to Late Bronze Age52. While the AMS 14C results of Filipović et al.78 challenge this, our smaller dataset continues to indicate its slower incorporation, at least in the GHP. Moreover, though millet has been radiocarbon dated to ~ 1600–1400 BCE at Fajsz 18 (Hungary)79, it is otherwise virtually undocumented archaeologically until the Late Bronze Age in the GHP48,51. However, our data indicate the presence of millet, or a grain with comparable δ13C ratios, may have already begun in the Middle Bronze Age. Specifically, the Füzesabony yielded variable δ13C ratios that span both traditional terrestrial C3 and C4 ranges (Table 3).

Our results are supported by other recent isotopic80, radiocarbon79, and archaeobotanical78 findings. For example, millet grains have been identified in Middle Bronze Age contexts in Moldova, from where it may have spread west up the Danube into the GHP along with other trade items78,79. In an isotopic analysis of the contemporaneous Trzciniec culture of Lesser Poland80, it was posited that broomcorn millet may have been introduced to the region through cultural interaction with, or migration of, the Otomani-Füzesabony (and/or Tumulus) culture, as suggested by the exchange of culturally diagnostic prestige objects (e.g., beads, pins, amber, maces, ceramics)47,8183. Additionally, broomcorn millet was dated to the Middle Bronze Age at Maszkowice (Poland) where the authors note ceramic and metal artefacts are similar to those recovered in the south Tisza valley within the Otomani-Füzesabony tradition78.

A web of long-standing, long-distance trans-Carpathian exchange and communication networks appears to have often followed rivers and tributaries that connected the GHP north via the Vistula, Elbe, and Oder rivers towards the Baltic and North seas, east via the Tisza into Lesser Poland and Ukraine, and south via the Sava, Morava, and Vardar rivers towards the Aegean38. Northward dispersal of millet from the GHP may have progressed through such “communication corridors”, together with the exchange of cultural objects and information47. Several of our Füzesabony samples derive from the site of Mezőzombor-Községi temető, located near the central Tisza River at the confluence of the GHP and mountains60. Another sample, radiocarbon dated to 1740–1440 cal BCE, is from Nagyrozvágy-Papdomb, located on the Bodrog River; the site also has bronze and gold artefacts60. Located near rivers, these sites were ideally situated for trade. As noted earlier, increased socio-political and metallurgical complexity in the Carpathian Basin is evidenced by advanced trade networks and communal cemeteries associated with the Otomani-Füzesabony47. Furthermore, potential links between the Füzesabony and the introduction of millet, to contemporaneous Middle Bronze Age cultures of Lesser Poland and Ukraine, have been posited6 and are corroborated by our data, and archaeological evidence for complex communication and trade networks at this time. However, fully establishing whether millet was adopted or dispersed by the Füzesabony through trade (e.g. as part of a network package from other areas), or by migrants directly introducing this crop to the local GHP population, requires additional genetic and radiocarbon data along with strontium and oxygen isotope approaches. Moreover, data from other Middle Bronze Age GHP cultures (e.g., Tumulus, in prep.), are needed to address whether millet consumption gradually intensified from the Middle Bronze Age in the GHP, as suggested by our results, or if, as posited by Filipović et al.78, it became an important crop from the outset.

Lastly, it must be noted that the elevated δ13C values of this period may also, at least in part, result from consumption of livestock that had been grazed on C4 plants80. However, this is a less parsimonious explanation given previous cultures from the same region ought then to also exhibit elevated δ13C values if they or their livestock consumed wild C4-enriched plants84. Moreover, δ13C values of fauna (− 21.8 to − 19.4‰ with a mean value of − 20.6‰ ± 0.6‰ (1σ)), we previously obtained from the GHP, are consistent with terrestrial C3 environment ranges57,60.

Scythian subsistence economy

In general, the Early Iron Age samples exhibit δ13C ratios suggestive of an increase in C4 plants, though remain proportionally more C3-based. However, the Early Iron Age Scythian (Vekerzug) samples specifically display greater variability, with the reappearance of more negative δ13C values, indicating some individuals consumed a mix of C3 and C4 cereals. They furthermore exhibit a reduction in δ15N values in comparison to Early Bronze Age populations and the pre-Scythian (Mezőcsát). This is potentially associated with increased sedentism in some Scythian groups, but greater reliance on pastoralism and thus C3 plants, in others85,86. Additionally, these samples were consistently different to many other cultures for δ15N values; their significantly depleted (mean = 9.8‰) ratios suggest either less animal protein or lower trophic level protein, perhaps due to a focus on agriculture and away from aquatic resources entirely. Broomcorn millet is consistently found in Scythian settlements, and is in general associated with pastoral nomads87. For example, at Rákoskeresztúr Újmajor and Ebes Zsong-völgy, barley and broomcorn millet predominate48,87,88. Lastly, the Vekerzug also notably differ from the Late Bronze Age Piliny/Kyjatice, the latter of which lived between mountains, a geographic restriction that may have resulted in dietary constraints.

In our dataset only one human sample (HUNG155) shows a δ13C signature (− 20.5‰) suggesting heavy reliance on C3 plants during the Early Iron Age. This individual also exhibits the most enriched δ15N value (12.5‰), significantly higher than other adult individuals, indicating another factor may have resulted in this enrichment. While inflammatory illness (e.g., tuberculosis) could account for this elevation, which in turn may be associated with the depleted δ13C values31, the identification of disease or infection was not possible due to poor skeletal preservation. Alternatively, this individual may have been engaged in pastoral nomadism, or consumed secondary products from animals grazing C3 plants86,89. HUNG155 derives from the as yet unpublished Kesznyéten-Szérűskert cemetery, which yielded inhumed remains in a variety of burial positions, indicative perhaps, of both a diverse community and funerary rites90. Interestingly, HUNG155 is also a possible instance of corpse mutilation90, the significance of which may be further elucidated by the addition of strontium isotope values (in prep.).

Although the Scythians were historically portrayed as a nomadic-pastoralist warrior class, particularly in Central Asia91,92, data from Iron Age sites in Eurasia, East-Central Europe, and the GHP point to what appears to be a locally more complex scenario. Despite scarce evidence for Early Iron Age sites in the GHP, which corroborates nomadic pastoralism, recent archaeobotanical88, pollen55, and now stable isotope findings, challenge the perception of Scythian societies as defined by pastoral nomadism. They instead depict a more complex scenario in which certain groups were nomadic herders, while others engaged in mixed farming or agro-pastoralism, potentially also occupying more settled communities53,56. For example, macrofossils of six-row barley and millet were recovered at Rákoskeresztúr-Újmajor in the Alföld88, while pollen records dating to the Hungarian Early Iron Age allude to both the intensification of pastoralism and the continued importance of a mixed farming regime, alongside highly developed iron metallurgy and ceramic manufacture53,55,56.

Diversification of local economies and adaptation to local environments has been posited based on archaeobotanical data from several Scythian sites in Central Asia93, which point to a similarly heterogenous subsistence economy as identified in our dataset. Archaeobotanical evidence for floodplain cereal cultivation of broomcorn millet and hulled barley has been recovered in Ukraine94, as has that of wheat, barley, millet, and rye in central Asia93 and Russia95. Recent isotopic evidence for cereal consumption in Scythian populations has also been reported for sites in Siberia and East Central Europe. For example, the urban Bel’sk (Ukraine) population was found to generally be composed of more sedentary agro-pastoralists who focused on millet cultivation85,86. It was also posited that millet and C3 cereals may have composed a significant proportion of the diets of two Scythian communities of the Minusinsk and Tuva basins (Siberia), but that consumption of animals foddered on C3 plants would isotopically mask their contribution84. It remains to be established whether this is associated with increased sedentism. Given genetic evidence66 that Scythian groups were comprised of Late Bronze Age herders, farmers, and hunter-gatherers, further stable carbon, nitrogen and strontium isotopes of Early and Middle Iron Age Scythian populations from a dataset derived from diverse cemeteries, will also help to identify potentially heterogenous lifeways within and between Iron Age cultures throughout the Carpathian Basin, and Eurasia at large.

Lastly, it must be noted that manuring affects the δ15N values of crops and their consumers9698 with cattle manure altering ratios by + 2 to 8‰, and pig manure by + 15 to 20‰99. Given humans, who consume mainly herbivorous animal protein, have an expected δ15N range of + 8.5 to 12.5‰, those consuming manured cereals in a mixed plant- and animal-based diet should exhibit a concentrated range between + 6 and 9‰34,97,100. Accordingly, our study shows that δ15N ratios progressively decrease from the Early Bronze to the Early Iron Age, with a stabilization of values that are likely due to manured crop consumption. The vast majority of our Scythian samples fall within the manured crop consumption range, suggesting a subsistence strategy of some animal protein intake combined with manured crops34,64,96,97,100. This indicates more uniform agricultural practices that resulted in more homogenized isotopic values.

Conclusions

The previously undetected nuanced differences we report here between the isotopic signatures of distinct cultures, and throughout the Early Bronze to Early Iron Ages, demonstrate that dietary evolution remains as complex and nonlinear as the cultural processes, and economic strategies with which it is entangled. The continued amalgamation of research that includes both multi-isotopic and varied archaeological approaches will help shed further light on local and trans-Carpathian subsistence and trade. Lastly, due to the fact that we cover a wide range of cultures throughout a large time frame, some sample sizes are small. Future studies should build upon our results with larger datasets to provide an even higher resolution analysis of the detected trends.

Material and methods

Stable carbon and nitrogen isotope analyses were conducted on bone samples from 74 human individuals spanning the Early Bronze to the Early Iron Age from the GHP micro-region and the adjacent Northern Mountain Range (Supplementary Material S2). Biological sex of adult individuals was determined based on flexure of the mandibular ramus101, and dimorphic traits for the distal humerus102, and cranial and postcranial skeleton103. Adults were aged according to standard methods for the ilium104, pubic symphysis105, sternal aspect of ribs106,107, and according to obliteration of ectocranial sutures108. Subadult age was estimated based on the ossification of apophyseal and epiphyseal joints109,110, development of dentition111, and diaphyseal long bone measurements112,113. Age grouping follows Martin and Saller114. When possible, material was assessed for palaeopathological data (Supplementary Material S2).

Collagen extraction was performed at the University College Dublin Conway Institute (Dublin, Ireland) following a modified version of the Longin method115, which can be found in detail elsewhere116118. Each sample was weighed to ~ 0.6 mg and placed into a tin capsule. Several samples were processed twice to assure repeatability. All samples were within the acceptable range of two standard deviations of each other58. Samples were processed using a Thermo Finnigan DeltaPlus XL mass spectrometer. The accuracy and precision of the measurements, based on repeated measurements of two international laboratory standards USGS40 and USGS41, is ± 0.1‰ (1σ) for δ13C and ± 0.1‰ (1σ) for δ15N. All carbon stable isotopic results are expressed as a delta (δ) value relative to Vienna Pee Dee Belemnite (VPDB), and all nitrogen stable isotopic results as a delta (δ) value relative to ambient air (AIR).

Samples were assessed for contamination based on carbon and nitrogen content or weight (%). Acceptable %C ranges for modern mammalian bone collagen are between 15.3% and 47%, and for %N between 5.5% and 17.3%; samples falling outside those ranges were deemed inappropriate for analysis119. Statistical analyses were performed to assess differences between time periods, demographic groups (i.e., age and sex), and cultures. Statistical analyses were not conducted on certain groups when the number of samples was too few to yield any meaningful analyses (n ≤ 4). Each group was checked for normality using a Shapiro–Wilk test, and equality of variance with Levene’s test, with a p < 0.050 as the statistical significance level. For pairwise comparisons among groups, t-tests (for normally distributed data), and Mann–Whitney U tests (for abnormally distributed data) were employed using p < 0.050 as the statistical significance level. When comparing multiple groups and to determine significant differences between them, one-way ANOVA and Kruskal–Wallis tests were employed for normally and abnormally distributed data, respectively. Post-hoc analyses were performed in cases of significance according to the normality of the data (Tukey’s, Mann–Whitney U, and Bonferroni tests). Statistical data were generated using R (v. 3.6.3120) using the ggplot2121 package to generate figures.

Ethics statement

All necessary permits were obtained for the described study, which complied with all relevant regulations and ethical approval (Herman Ottó Múzeum, Miskolc; Dobó István Castle Museum, Eger; Hungarian National Museum, Budapest; Déri Museum, Debrecen; Budapest History Museum—Aquincum Museum and Archaeological Park, Budapest; Damjanich János Museum, Szolnok).

Supplementary Information

Acknowledgements

This research was conducted as part of the first author’s PhD dissertation project. For the mass spectrometry analysis portion of this research, we would like to thank the University of Florida at Gainesville’s Geological Sciences Department for processing the collagen samples. The authors would also like to thank Manel Prada for providing assistance in producing the map.

Author contributions

A.M.C. conceived of the study. A.M.C. performed the isotopic lab work with the aid of B.G. A.M.C. performed the formal analyses with the aid of B.G. J.D., Z.B., A.C., P.C., L.D., A.E., M.H., A.H., Á.K., J.K., P.K., K.K., L.S., Z.K.Z., and K.S. provided skeletal materials and/or interpreted archaeological or anthropological information. J.D., Kr.Ki., T.S., and T.H. performed the osteological analyses. A.M.C., K.S.D.C., and T.S. performed and created all statistical analyses and plots. R.P. and T.H. supervised the study. A.M.C. wrote the manuscript with input from all co-authors, particularly K.S.D.C.

Funding

Open access funding provided by Eötvös Loránd University. The isotopic analyses were funded by the Irish Research Council Postgraduate Scholarship (GOIPG/2015/2275)(research.ie) held by AMC, and the Marie-Curie H2020-MSCA-IF-2015 (703373) held by BG. The physical anthropological work of TH, TSZ, KrK, and JD was supported by grant of the Hungarian Research, Development and Innovation Office (Project Number: FK128013).

Data availability

All data generated or analysed during this study are included in this published article (and its supplementary information files).

Competing interests

The authors declare no competing interests.

Footnotes

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

These authors jointly supervised this work: Tamás Hajdu and Ron Pinhasi.

Ashley McCall is an independent researcher.

Zsuzsanna K. Zoffmann is deceased.

Contributor Information

Ashley McCall, Email: amccall317@gmail.com.

Tamás Hajdu, Email: tamas.hajdu@ttk.elte.hu.

Ron Pinhasi, Email: ron.pinhasi@univie.ac.at.

Supplementary Information

The online version contains supplementary material available at 10.1038/s41598-022-21138-y.

References

  • 1.Pécsi, M. & Sárfalvi, B. The Geography of Hungary (Corvina, 1964).
  • 2.Sherratt A. Economy and Society in Prehistoric Europe: Changing Perspectives. Princeton University Press; 1997. [Google Scholar]
  • 3.Milisauskas S. European Prehistory: A Survey. Springer; 2011. [Google Scholar]
  • 4.Visy, Zs., Nagy, M., & Kiss, Zs. (eds.). Hungarian Archaeology at the Turn of the Millennium (Ministry of National Cultural Heritage & Teleki László Foundation, 2003).
  • 5.Blaser M, Conrad R. Stable carbon isotope fractionation as tracer of carbon cycling in anoxic soil ecosystems. Curr. Opin. Biotechnol. 2016;41:122–129. doi: 10.1016/j.copbio.2016.07.001. [DOI] [PubMed] [Google Scholar]
  • 6.Chisholm B, Nelson D, Schwarcz H. Stable-carbon isotope ratios as a measure of marine versus terrestrial protein in ancient diets. Science. 1982;216(4550):1131–1132. doi: 10.1126/science.216.4550.1131. [DOI] [PubMed] [Google Scholar]
  • 7.Ehleringer J, Monson R. Evolutionary and ecological aspects of photosynthetic pathway variation. Annu. Rev. Ecol. Syst. 1993;24:411–439. doi: 10.1146/annurev.es.24.110193.002211. [DOI] [Google Scholar]
  • 8.Fuller B, Fuller J, Harris D, Hedges R. Detection of breastfeeding and weaning in modern human infants with carbon and nitrogen stable isotope ratios. Am. J. Phys. Anthropol. 2006;129(2):279–293. doi: 10.1002/ajpa.20249. [DOI] [PubMed] [Google Scholar]
  • 9.Treasure ER, Church MJ, Gröcke DR. The influence of manuring on stable isotopes (δ13C and δ15N) in Celtic bean (Vicia faba L): Archaeobotanical and palaeodietary implications. Archaeol. Anthropol. Sci. 2016;8:555–562. doi: 10.1007/s12520-015-0243-6. [DOI] [Google Scholar]
  • 10.O'Leary M. Carbon Isotope fractionation in plants. Phytochemistry. 1981;20(4):553–567. doi: 10.1016/0031-9422(81)85134-5. [DOI] [Google Scholar]
  • 11.Tieszen L. Natural variations in the carbon isotope values of plants: Implications for archaeology, ecology, and paleoecology. J. Arch. Sci. 1991;18(3):227–248. doi: 10.1016/0305-4403(91)90063-U. [DOI] [Google Scholar]
  • 12.van der Merwe NJ, Medina E. The canopy effect, carbon isotope ratios and foodwebs in Amazonia. J. Arch. Sci. 1991;18(3):249–259. doi: 10.1016/0305-4403(91)90064-V. [DOI] [Google Scholar]
  • 13.Hobbie EA, Werner RA. Intramolecular, compound-specific, and bulk carbon isotope patterns in C3 and C4 plants: A review and synthesis. New Phytol. 2002;161(2):371–385. doi: 10.1111/j.1469-8137.2004.00970.x. [DOI] [PubMed] [Google Scholar]
  • 14.Marino BD, McElroy MB. Isotopic composition of atmospheric CO2 inferred from carbon in C4 plant cellulose. Nature. 1991;349:127–131. doi: 10.1038/349127a0. [DOI] [Google Scholar]
  • 15.Bocherens H, Drucker D. Trophic level isotopic enrichment of carbon and nitrogen in bone collagen: Case studies from recent and ancient terrestrial ecosystems. Int. J. Osteoarchaeol. 2003;13(1–2):46–53. doi: 10.1002/oa.662. [DOI] [Google Scholar]
  • 16.Hobson, K., Barnett-Johnson, R., & Cerling, T. Using Isoscapes to Track Animal Migration. In Isoscapes: Understanding Movement, Pattern, and Process on Earth Through Isotope Mapping (eds. West, J., Bowen, G., Dawson, T., & Tu, K.) 273–298 (Springer, 2010).
  • 17.Schoeninger MJ, DeNiro MJ. Nitrogen and carbon isotopic composition of bone collagen from marine and terrestrial animals. Geochim. Cosmochim. Acta. 1984;48(4):625–639. doi: 10.1016/0016-7037(84)90091-7. [DOI] [Google Scholar]
  • 18.Nadelhoffer, K. & Fry, B. Nitrogen Isotope Studies in Forest Ecosystems. In Stable Isotopes in Ecology and Environmental Science (eds., Lajtha, K. & Michener, R.) 22–44. (Blackwell, Oxford, 1994).
  • 19.Katzenberg M, Weber A. Stable isotope ecology and palaeodiet in the Lake Baikal region of Siberia. J. Arch. Sci. 1999;26(6):651–659. doi: 10.1006/jasc.1998.0382. [DOI] [Google Scholar]
  • 20.Minagawa M, Wada E. Stepwise enrichment of 15N along food chains: Further evidence and the relation between δ15N and animal age. Geochim. Cosmochim. Acta. 1984;48(5):1135–1140. doi: 10.1016/0016-7037(84)90204-7. [DOI] [Google Scholar]
  • 21.Ambrose S. Preparation and characterization of bone and tooth collagen for isotopic analysis. J. Arch. Sci. 1990;17(4):431–451. doi: 10.1016/0305-4403(90)90007-R. [DOI] [Google Scholar]
  • 22.Cormie, A. & Schwarcz, H. Stable Hydrogen Isotopic Analysis of Bone Collagen has Potential for Paleoclimatic Research. Orlando: Paper presented at the 20th Annual Meeting of the Northeastern Section of the Geological Society of America (1985).
  • 23.Craine JM, Elmore AJ, Aidar MPM, Bustamante M, Dawson TE, Hobbie EA, et al. Global patterns of foliar nitrogen isotopes and their relationships with climate, mycorrhizal fungi foliar nutrien concentrations, and nitrogen availability. New Phytol. 2009;183(4):980–992. doi: 10.1111/j.1469-8137.2009.02917.x. [DOI] [PubMed] [Google Scholar]
  • 24.Handley LL, Raven JA. The use of natural abundance of nitrogen isotopes in plant physiology and ecology. Plant. Cell Environ. 1992;15(9):965–985. doi: 10.1111/j.1365-3040.1992.tb01650.x. [DOI] [Google Scholar]
  • 25.Marshall, J. D., Brooks, J. R., & Lajtha, K. Sources of variation in the stable isotopic composition of plants. In Stable Isotopes in Ecology and Environmental Science (eds. Michener, R. & Lajtha, K.) 22–60 (Blackwell Publishing, 2007).
  • 26.Liu, Z., Wang, G., Li, J., & Wang, Q. Nitrogen isotope composition charcteristics of modern plants and their variations along an altitudinal gradient in Dongling Mountain in Beijing. Sci. China Ser. D: Earth Sci. 53, 128–140 (2009). 10.1007/s11430-009-0175-z.
  • 27.Ambrose S, DeNiro M. Reconstruction of African human diet using bone collagen carbon and nitrogen isotope ratios. Nature. 1986;319:321–324. doi: 10.1038/319321a0. [DOI] [Google Scholar]
  • 28.Heaton T. The 15N/14N ratios of plants in South Africa and Namibia: Relationship to climate and coastal/saline environments. Oecologia. 1987;74:236–246. doi: 10.1007/BF00379365. [DOI] [PubMed] [Google Scholar]
  • 29.Hobson K, Alisauskas R, Clark R. Stable-nitrogen isotope enrichment in avian tissues due to fasting and nutritional stress: Implications for isotopic analysis of diet. Condor. 1993;95:388–394. doi: 10.2307/1369361. [DOI] [Google Scholar]
  • 30.Reitsema LJ. Beyond diet reconstruction: Stable isotope applications to human physiology, health, and nutrition. Am. J. Hum. Bio. 2013;25(4):445–456. doi: 10.1002/ajhb.22398. [DOI] [PubMed] [Google Scholar]
  • 31.Strange, M. The Effect of Pathology on the Stable Isotopes of Carbon and Nitrogen: Implications for Dietary Reconstruction (Master's thesis, Department of Anthropology, Binghamton University, 2006).
  • 32.Tsutaya T, Yonedo M. Reconstruction of breastfeeding and weaning. Yearb. Phys. Anthropol. 2015;156(S59):2–21. doi: 10.1002/ajpa.22657. [DOI] [PubMed] [Google Scholar]
  • 33.Fischl, K., Kiss, V., Kulcsár, G., & Szeverényi, V.. Old and new narratives for the Carpathian Basin around 2200 BC. 2200 BC—A climatic breakdown as a cause for the collapse of the old world? In 7th Archaeological Conference of Central Germany, October 23–26, 2014 in Halle (Saale) 503–524 (Landesmuseums für Vorgeschichte, 2015)
  • 34.Giblin, J. Isotope Analysis on the Great Hungarian Plain: An Exploration of Mobility and Subsistence Strategies from the Neolithic to the Copper Age (PhD Dissertation: The Ohio State University, 2011). https://etd.ohiolink.edu/pg_10?::NO:10:P10_ETD_SUBID:74412. Accessed 10 December 2014.
  • 35.Gyulai, F. Environment and Agriculture in Bronze Age Hungary (Archaeological Institute of the Hungarian Academy of Sciences, 1993).
  • 36.Poroszlai, I. Tell cultures of the Early and Middle Bronze Age. In Hungarian Archaeology at the Turn of the Millennium (eds. Visy, Zs., Nagy, M., & Kiss, Zs.) 142–143 (Ministry of National Cultural Heritage and Teleki László Foundation, 2003).
  • 37.Sherratt, A. The emergence of elites: earlier Bronze Age Europe, 2500–1300 BC. In Prehistoric Europe: An Illustrated History (ed., Cunliffe, B.) 244–276 (Oxford University Press, 1998).
  • 38.Fischl, K., Kiss, V., Kulcsár, G., & Szeverényi, V. Transformations in the Carpathian Basin around 1600 BC. In: 1600—Cultural change in the shadow of the Thera-Eruption? Band 9. 4th Archaeological Conference of Central Germany in Halle (Saale), October 14–16, 2011 (eds., Meller, H., Bertemes, F., Bork, H-R., & Risch, R.) 355–372 (Landesmuseums für Vorgeschichte, 2013).
  • 39.Fischl K, Kienlin T, Tugya B. Bronze Age Settlement Research in North-Eastern Hungary. Archeometriai Műh. 2015;XII(2):117–135. [Google Scholar]
  • 40.Kulcsár, G. & Szeverényi, V. Transition to the Bronze Age: Issues of Continuity and Discontinuity in the First Half of the Third Millennium BC in the Carpathian Basin. In Transitions to the Bronze Age. Interregional Interaction and Socio-Cultural Change in the Third Millennium BC Carpathian Basin and Neighbouring Regions (eds. Heyd, V., Kulcsár, G., & Szeverényi, V.), 67–92 (Archaeolingua, 2013).
  • 41.Kiss, V., Fábián, S., Hajdu, T., Köhler, K., Kulcsár, G., Major, I., et al. (2014). Contributions to the Relative and Absolute Chronology of the Early and Middle Bronze Age in Western Hungary Based on Radiocarbon Dating of Human Bones. In Proceedings of the International Colloquium from Târgu Mureş VIII (ed. S. Berecki) 23–36 (Editura MEGA Cluj-Napoca, 2014).
  • 42.Allentoft ME, Sikora M, Sjögren K-G, Rasmussen S, Rasmussen M, Stenderup J, et al. Population genomics of Bronze Age Eurasia. Nature. 2015;522:167–172. doi: 10.1038/nature14507. [DOI] [PubMed] [Google Scholar]
  • 43.Csányi, M. Cemeteries of the Füzesabony Culture. In Hungarian Archaeology at the Turn of the Millennium (eds., Visy, Zs., Nagy, M., & Kiss, Zs) 157–158 (Ministry of National Cultural Heritage Teleki László Foundation, 2003).
  • 44.Fülöp K, Váczi G. Late Bronze Age cremation burials: A complex event with few remains. Hung. Archaeol. E-J. 2016;66:1–7. [Google Scholar]
  • 45.Tárnoki, J. The Expansion of the Hatvan Culture. In Hungarian Archaeology at the Turn of the Millennium (eds. Visy, Zs., Nagy, M., & Kiss, Zs.) 145–148 (Ministry of National Cultural Heritage and Teleki László Foundation, 2003).
  • 46.Gyucha A, Duffy P, Parkinson W. Prehistoric human–environmental interactions on the Great Hungarian Plain. Anthropologie. 2013;LI(2):157–168. [Google Scholar]
  • 47.Makarowicz P. Baltic–pontic interregional routes at the Start of the Bronze Age. Baltic-Pontic Stud. 2009;14:301–336. [Google Scholar]
  • 48.Gyulai, F. Archaeobotany in Hungary. Seed, Fruit, Food and Beverage Remains in the Carpathian Basin: An Archaeobotanical Investigation of Plant Cultivation and Ecology from the Neolithic to the late Middle Ages (Archaeolingua, 2010).
  • 49.Dani, J. & Horváth, T. Őskori kurgánok a magyar Alföldön. A Gödörsíros (Jamnaja) entitás magyarországi kutatása az elmúlt 30 év során. Áttenkintés és revízió. (Archaeolingua Alapítvány, 2012) (in Hungarian).
  • 50.Szabó, G. V. The Expanding World: Masters of Bronzeworking in the Carpathian Basin. In Hungarian Archaeology at the Turn of the Millennium (eds. Visy, Zs., Nagy, M., & Kiss, Zs.) 163–167 (Ministry of National Cultural Heritage and Teleki László Foundation, 2003).
  • 51.Gyulai, F. The archaeobotanical characterization of the Körös Culture. In The First Neolithic Sites in Central/South-East European Transect. Volume III. The Körös Culture in Eastern Hungary (eds. Anders, A. & Siklósi, Z.) 223–230 (BAR International Series, 2012).
  • 52.Stika, H.-P. & Heiss, A. Plant cultivation in the Bronze Age. In The Oxford Handbook of the European Bronze Age (eds. Fokkens, H., & Harding, A.) 348–369 (Oxford University Press, 2013).
  • 53.Kemenczei, T. The beginning of the Iron Age. The pre-Scythians, 8th century B.C. The Middle Iron Age. Scythians in the Tisza region, 7th–5th centuries B.C. In Hungarian Archaeology at the Turn of the Millennium (eds., Visy, Zs., Nagy, M., & Kiss, Zs.) 175–182 (Ministry of National Cultural Heritage Teleki László Foundation, 2003).
  • 54.Metzner-Nebelsick, C. Early Iron Age pastoral nomadism in the Great Hungarian Plain–migration or assimilation? The Thraco-Cimmerian problem revisited. In Kurgans, Ritual Sites, Settlements Eurasian Bronze and Iron Age (eds. Davis-Kimball, J., Murphy, M., Koryakova, L. & Yablonski, T.) 160–184 (BAR-International Series 890, 2000).
  • 55.Chapman J, Magyari E, Gaydarska B. Contrasting subsistance strategies in the Early Iron Age? New results from the Aföld Plain, Hungary and from the Thracian Plain, Bulgria. Oxf. J. Archaeol. 2009;28(2):155–187. doi: 10.1111/j.1468-0092.2009.00323.x. [DOI] [Google Scholar]
  • 56.Czifra, Sz., Kreiter, A., Kovács-Széles, É., Tóth, M., Viktorik, O., & Tugya, B. Scythian Age settlement near Nagytarcsa. Acta Archaeol. Acad. Sci. Hung. 68(2), 241–298 (2017). 10.1556/072.2017.68.2.3.
  • 57.Szabó, M. Les Civilisés et les Barbares du Ve au IIe siècle avant J.-C. Actes de la table ronde de Budapest 17–17 juin 2005 (ed. Szabó, M) 97–117 (Collection Bibracte 12/3. Centre Archéologique Européen, 2006) (in French).
  • 58.Gamarra B, Howcroft R, McCall A, Dani J, Hajdú Z, Nagy EG, et al. 5000 years of dietary variations of prehistoric farmers in the Great Hungarian Plain. PLoS ONE. 2018;13(5):e0197214. doi: 10.1371/journal.pone.0197214. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 59.Gamba C, Jones E, Teasdale M, McLaughlin R, Gonzales-Fortes G, Mattiangeli A, et al. Genome flux and stasis in a five millennium transect of European prehistory. Nat. Commun. 2014;5:5357. doi: 10.1038/ncomms6257. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 60.Hernando R, Gamarra B, McCall A, Cheronet O, Fernandes D, Sirak K, et al. Integrating buccal and occlusal dental microwear with isotope analyses for a complete paleodietary reconstruction of Holocene populations from Hungary. Sci. Rep. 2021;11:7034. doi: 10.1038/s41598-021-86369-x. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61.Olalde I, Brace S, Allentoft M, Armit I, Kristiansen K, Booth T, et al. The Beaker phenomenon and the genomic transformation of northwest Europe. Nature. 2018;555(7697):543. doi: 10.1038/nature26164. [DOI] [PubMed] [Google Scholar]
  • 62.Cramp, L. AMS Dating and Stable Carbon and Nitogen Isotope Analysis of the Middle Neolithic Linearbandkeramic Site of Balatonszárszó, Hungary (MSc Thesis, University of Oxford, 2004).
  • 63.Domboróczki, L. Report on the excavation at Tiszaszőlős-Domaháza-puszta and a new model for the spread of the Körös culture. In Neolithization of the Carpathian Basin: Northernmost Distribution of the Starčevo/Körös Culture (Papers Presented on the Symposium Organized by the EU Project FEPRE (ed. Kozłowski, J.)137–176 (Polish Academy of Arts and Sciences, 2010).
  • 64.Hoekman-Sites H, Giblin J. Prehistoric animal use on the Great Hungarian Plain: A synthesis of isotope and residue analyses from the Neolithic and Copper Age. J. Anthropol. Archaeol. 2012;31(4):515–527. doi: 10.1016/j.jaa.2012.05.002. [DOI] [Google Scholar]
  • 65.Pearson, J. & Hedges, R. Stable carbon and nitrogen analysis and the evidence for diet at Ecsegfalva and beyond. In The Early Neolithic on the Great Hungarian Plain: Investigations of the Körös culture site of Ecsegfalva 23, County Békés (ed. Whittle, A.) 413–419 (Akaprint, 2007).
  • 66.de Barros Damgaard P, Marchi N, Rasmussen S, Peyrot M, Renaud G, Korneliussen T, et al. 137 ancient human genomes from across the Eurasian steppes. Nature. 2018;557:369–374. doi: 10.1038/s41586-018-0094-2. [DOI] [PubMed] [Google Scholar]
  • 67.Pare, C.F.E. Bronze and the Bronze Age. In Metals Make the World Go Round. The Supply and Circulation of Metals in Bronze Age Europe. (ed. Pare, C.F.E.) 1–38 (Oxbow, 2000).
  • 68.Kienlin, T.L. Traditions and Transformations. Approaches to Eneolithic (Copper Age) and Bronze Age Metalworking and Society in Eastern Central Europe and the Carpathian Basin. BAR Internat. Ser. 2184. (Archaeopress, 2010).
  • 69.Mödlinger M, El Morr Z. European Bronze Age Sheet Metal Objects: 3,000 years of high-level bronze manufacture. J. Mineral Met. Mater. Soc. 2014;66:171–177. doi: 10.1007/s11837-013-0794-x. [DOI] [Google Scholar]
  • 70.Thurston TL. Unity and diversity in the European Iron Age: Out of the mists, some clarity? J. Archaeol. Res. 2009;17:347–423. doi: 10.1007/s10814-009-9032-z. [DOI] [Google Scholar]
  • 71.Wessel P, Smith WH. New, improved version of generic mapping tools released. Eos. 1998;79(47):579. doi: 10.1029/98EO00426. [DOI] [Google Scholar]
  • 72.Amante, C. & Eakins, B.W. ETOPO1 1 Arc-Minute global relief model: Procedures, data sources and analysis. NOAA Technical Memorandum NESDIS NGDC-24 (National Geophysical Data Center, 2009) 10.7289/V5C8276M.
  • 73.McCall, A. The Relationship of Stable Isotopes to Great Hungarian Plain Diet and Mobility Through the Neolithic, Copper Age, Bronze Age, and Iron Age (PhD Dissertation, University College Dublin, 2021).
  • 74.Kurle CM, Koch PL, Tershy BR, Croll DA. The effects of sex, tissue type, and dietary components on stable isotope discrimination factors (Δ13C and Δ15N) in mammalian omnivores. Isot. Environ. Health Stud. 2014;50(3):307–321. doi: 10.1080/10256016.2014.908872. [DOI] [PubMed] [Google Scholar]
  • 75.Vidal-Ronchas R, Rajić Šikanjić P, Premužić Z, Rapan Papeša A, Lightfoot E. Diet, sex, and social status in the Late Avar period: stable isotope investigations at Nuštar cemetery, Croatia. Archaeol. Anthropol. Sci. 2018;11:1727–1737. doi: 10.1007/s12520-018-0628-4. [DOI] [Google Scholar]
  • 76.Hunt HV, Vander Linden M, Liu X, Motuzaite-Matuzeviciute G, Colledge S, Jones MK. Millets across Eurasia: Chronology and context of early records of the genera Panicum and Setaria from archaeological sites in the Old World. Veg. Hist. Archaeobot. 2008;17(5):4808. doi: 10.1007/s00334-008-0187-1. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 77.Motuzaite-Matuzeviciute G, Staff R, Hunt H, Liu X, Jones M. The early chronology of broomcorn millet (Panicum miliaceum) in Europe. Antiquity. 2013;87(338):1073–1085. doi: 10.1017/S0003598X00049875. [DOI] [Google Scholar]
  • 78.Filipović, D., Meadows, J., Dal Corso, M., Kirleis, W., Alsleben, A., Akeret, Ö., et al. New AMS 14C dates track the arrival and spread of broomcorn millet cultivation and agricultural change in prehistoric Europe. Sci. Rep. 10, 13698 (2020). 10.1038/s41598-020-70495-z [DOI] [PMC free article] [PubMed]
  • 79.Sava, E., & Kaiser, E. Poselenie s „zolnicami” u cela Odaia-Miciurin, Republica Moldova/Die Siedlung mit “Aschehügeln” beim Dorf Odaia-Miciurin, Republik Moldova (Biblioteca Tyragetia XIX, 2011) (in Romanian).
  • 80.Pospieszny, Ł., Makarowicz, P., Lewis, J., Górski, J., Taras, H., Piotr Włodarczak, et al. Isotopic evidence of millet consumption in the Middle Bronze Age of East-Central Europe. J. Arch. Sci. 126, 105292 (2021). 10.1016/j.jas.2020.105292
  • 81.Makarowicz, P. Zwischen baltischem Bernstein und transylvanischem Gold. Der Trzciniec-Kulturkreis – nordo ¨stlicher Partner der Otomani/Füzesabony-Kultur. In Enclosed Space—Open Society. Contact and Exchange in the Context of Bronze Age Fortified Settlements in Central Europe (eds. Jaeger, M., Czebreszuk, J., & Fischl, K.P.) 179–216 (Bogucki Wydawnictwo Naukowe, Dr. Rudolf Habelt GmbH, Poznań–Bonn, 2012) (in German).
  • 82.Makarowicz P, Górski J, Lysenko SD. Pontic and Transcarpathian cultural patterns in the Trzciniec Circle between the Prosna and Dnieper. Baltic–Pontic Stud. 2013;18:162–202. [Google Scholar]
  • 83.Przybyła MS. Middle Bronze Age social networks in the Carpathian Basin. Rech. Archéolo. 2016;8:47–84. [Google Scholar]
  • 84.Murphy EM, Schulting R, Beer N, Chistov Y, Kasparov A, Pshenitsyna M. Iron Age pastoral nomadism and agriculture in the eastern Eurasian steppe: Implications from dental palaeopathology and stable carbon and nitrogen isotopes. J. Arch. Sci. 2013;40:2547–2560. doi: 10.1016/j.jas.2012.09.038. [DOI] [Google Scholar]
  • 85.Ventresca Miller AR. Mobility and diet in the Iron Age Pontic forest steppe: A multi-isotopic study of urban populations at Bel'sk. Archaeometry. 2019;61(6):1399–1416. doi: 10.1111/arcm.12493. [DOI] [Google Scholar]
  • 86.Ventresca Miller, A.R., Johnson, J. Makhortykh, S., Gerling, C., Litvinova, L., Andrukh, S. et al. Re-evaluating Scythian lifeways: Isotopic analysis of diet and mobility in Iron Age Ukraine. PLoS ONE16(3), e0245996 (2021). 10.1371/journal.pone.0245996 [DOI] [PMC free article] [PubMed]
  • 87.Gyulai, F. The history of broomcorn millet (Panicum miliaceum L.) in the Carpathian Basin in the the mirror of archaeobotanical remains I. From the beginning until the Roman Age. Columella J. Agricult. Environ. Sci. 1(1), 29–38 (2014). 10.18380/SZIE.COLUM.2014.1.1.29
  • 88.Gyulai, F. Archaeobotanika (Joszoveg Muhely, 2001).
  • 89.Spengler RN, III, Ventresca Miller A, Schmaus T, Motuzaite-Matuzeviciute G, Miller BK, Wilkin S, et al. An imagined past ? Nomadic narratives in Central Asian archaeology. Curr. Anthopol. 2021;62(3):251–286. doi: 10.1086/714245. [DOI] [Google Scholar]
  • 90.Hellebrandt, M.: Szkítakori temető Kesznyéten-Szérűskerten. 1984–85. évi ásatás eredménye – Skythenzeitliches Gräberfeld in Kesznyéten-Szérűskert (Grabungsergebnisse der Jahre 1984–85) (in Hungarian).
  • 91.Herodotus. The History (University of Chicago Press, 1987).
  • 92.Rolle, R. The Scythians: Between mobility, tomb architecture, and early urban structures. In The Barbarians of Ancient Europe: Realities and Interactions (ed. Bonafante, L.) 107–131 (Cambridge University Press, 2014).
  • 93.Spengler RN, III, Miller NF, Neef R, Tourtellotte PA, Chang C. Linking agriculture and exchange to social developments of the Central Asian Iron Age. J. Anthropol. Archaeol. 2017;48:295–308. doi: 10.1016/j.jaa.2017.09.002. [DOI] [Google Scholar]
  • 94.Motuzaite-Matuzeviciute G, Telizhenko S, Jones MK. Archaeobotanical investigation of two Scythian–Sarmatian period pits in eastern Ukraine: Implications for floodplain cereal cultivation. J. Field Archaeol. 2012;37(1):51–61. doi: 10.1179/0093469011z.0000000004. [DOI] [Google Scholar]
  • 95.Gorbanenko, S. A., & Merkulov, A. N. Grain farming of the Middle Don population at the Scythian time. Arch. Early Hist. Ukraine 27(2), 397–409 (2018). 10.37445/adiu.2018.02.29(in Ukranian).
  • 96.Bogaard A, Fraser R, Heaton THE, Wallace M, Vaiglova P, Charles M, et al. Crop manuring and intensive land management by Europe's first farmers. PNAS. 2013;110(31):12589–12694. doi: 10.1073/pnas.1305918110. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 97.Fraser RA, Bogaard A, Heaton T, Charles M, Jones G, Christensen BT, et al. Manuring and stable nitrogen isotope ratios in cereals and pulses: Towards a new archaeobotanical approach to the inference of land use and dietary practices. J. Arch. Sci. 2011;38:2790–2804. doi: 10.1016/j.jas.2011.06.024. [DOI] [Google Scholar]
  • 98.Szpak P, Longstaffe FJ, Millaire J-F, White CD. Correction: Stable isotope biogeochemistry of seabird guano fertilization: results from growth chamber studies with maize (Zea mays) PLoS ONE. 2012;7(3):e33741. doi: 10.1371/journal.pone.0033741. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 99.Szpak P. Complexities of nitrogen isotope biogeochemistry in plant-soil systems: implications for the study of ancient agricultural and animal management practices. Front. Plant Sci. 2014;5:288. doi: 10.3389/fpls.2014.00288. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 100.Bogaard A, Heaton T, Poulton P, Merbach I. The impact of manuring on nitrogen isotope ratios in cereals: archaeological implications for reconstruction of diet and crop management practices. J. Arch. Sci. 2007;34(3):335–343. doi: 10.1016/j.jas.2006.04.009. [DOI] [Google Scholar]
  • 101.Loth SR, Henneberg M. Mandibular ramus flexure: A new morphologic indicator of sexual dimorphism in the human skeleton. Am. J. Phys. Anthropol. 1996;99:473–485. doi: 10.1002/(SICI)1096-8644(199603)99:3<473::AID-AJPA8>3.0.CO;2-X. [DOI] [PubMed] [Google Scholar]
  • 102.Rogers TL. A visual method of determining the sex of skeletal remains using the distal humerus. J. Forensic. Sci. 1999;44:57–60. doi: 10.1520/JFS14411J. [DOI] [PubMed] [Google Scholar]
  • 103.Éry, K., Kralovánszky, A. & Nemeskéri, J. A representative reconstruction of historic population. Anthropológiai Közlemények. Történeti népességek rekonstrukciójának reprezentációja. Anthropológiai Közlemények7, 41–90 (1963).
  • 104.Lovejoy CO, Meindl RS, Pryzbeck TR, Mensforth RP. Chronological metamorphosis of the auricular surface of the ilium: A new method for the determination of adult skeletal age at death. Am. J. Phys. Anthropol. 1985;68:15–28. doi: 10.1002/ajpa.1330680103. [DOI] [PubMed] [Google Scholar]
  • 105.Brooks S, Suchey JM. Skeletal age determination based on the os pubis: a comparison of the Acsadi-Nemeskeri and Suchey–Brooks methods. Hum. Evol. 1990;5:227–238. doi: 10.1007/BF0243723. [DOI] [Google Scholar]
  • 106.Iscan MY, Loth SR, Wright RK. Age estimation from the rib by phase analysis: White males. J. Forensic Sci. 1984;29:1094–1104. doi: 10.1520/JFS11776J. [DOI] [PubMed] [Google Scholar]
  • 107.Iscan MY, Loth SR, Wright RK. Age estimation from the rib by phase analysis: White females. J. Forensic Sci. 1985;30:853–863. doi: 10.1520/JFS11018. [DOI] [PubMed] [Google Scholar]
  • 108.Meindl RS, Lovejoy CO. Ectocranial suture closure: a revised method for the determination of skeletal age at death. Am. J. Phys. Anthropol. 1985;68:57–66. doi: 10.1002/ajpa.1330680106. [DOI] [PubMed] [Google Scholar]
  • 109.Schinz HR, Case JT. Roentgen-Diagnostics. Grune & Stratton; 1952. [Google Scholar]
  • 110.Ferembach D, Schwidetzky I, Stloukal M. Empfehlungen für die Alters-und Geschlechtsdiagnose am Skelett. Homo. 1979;30:1–32. [Google Scholar]
  • 111.Schour I, Massler M. The development of the human dentition. J. Am. Dent. Assoc. 1941;28:1153–1160. [Google Scholar]
  • 112.Stloukal M, Hanáková H. Die Lange der Langsknochen altslawischer Bevölkerungen unter besonderer Berücksichtigung von Wachstumsfragen. Homo. 1978;29:53–69. [Google Scholar]
  • 113.Bernert, Zs., Évinger, S. & Hajdu, T. New data on the biological age estimation of children using bone measurements based on historical populations from the Carpathian Basin. Annales historico-naturales Musei nationalis hungarici99, 199–206 (2007).
  • 114.Martin, R. & Saller, K. Lehrbuch der Anthropologie. Bd. 1 (Gustav Fischer Verlag, 1957) (in German).
  • 115.Longin R. New method of collagen extraction for radiocarbon dating. Nature. 1971;230:241–242. doi: 10.1038/230241a0. [DOI] [PubMed] [Google Scholar]
  • 116.Brown T, Nelson D, Vogel J, Southon J. Improved collagen extraction by modified Longin method. Radiocarbon. 1988;30(2):171–177. doi: 10.1017/S0033822200044118. [DOI] [Google Scholar]
  • 117.Pearson, J. Human and animal diet as evidenced by stable carbon and nitrogen isotope analysis. In Humans and Landscapes of Çatalhöyük: Reports from the 2000–2008 Seasons (ed. Hodder, I.) 271–298 (Monographs of the Cotsen Institute of Archaeology, University of California at Los Angeles, 2013).
  • 118.Pearson J, Buitenhuis H, Hedges R, Martin L, Russell N, Twiss K. New light on early caprine herding strategies from isotope analysis: A case study from Neolithic Anatolia. J. Arch. Sci. 2007;34(12):2170–2179. doi: 10.1016/j.jas.2007.09.001. [DOI] [Google Scholar]
  • 119.Ambrose S. Effects of diet, climate and physiology on nitrogen isotope abundances in terrestrial foodwebs. J. Arch. Sci. 1991;18(3):293–317. doi: 10.1016/0305-4403(91)90067-Y. [DOI] [Google Scholar]
  • 120.R Core Team. R: A Language and Environment for Statistical Computing (R Foundation for Statistical Computing, 2020).
  • 121.Wickham, H. ggplot2: Elegant Graphics for Data Analysis (Springer, 2016).

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