Introduction

Olduvai Gorge contains one of the most important records of hominin remains, archaeological deposits, and fossil large-mammals in the world1,2,3. Over the last half century, myriad hominin environments at Olduvai have been interpreted as grasslands to open woodlands with a mosaic of grassy groundcover and thickets4,5,6. Yet, the spatial distribution of landscape resources and early hominin interactions within their immediate surroundings (microhabitat) remains unresolved.

Previous work at Olduvai focussing on Bed I times (2.0–1.8 Mya7) suggests that the vegetation and (hydro)climatic changes documented therein correlate with orbitally (precession) driven cycles superposed on a wider aridification trend8,9 that continues into the modern day10. Cyclical 19–23 kyr insolation cycles triggered hydroclimate variations in the catchment basin, which in turn drove ecological transitions viz. closed forests during wetter periods to arid C4 graminoid-dominated environments4,5,6 in-step with transgression–regression phases of the saline, alkaline nearby paleolake Olduvai11,12. Rare species-specific plant remains, including phytoliths and large macrofossils, indicate vegetation was dominated by trees and monocotyledonous vegetation, including palms, sedges and Typha cattails13 among patchy (paleo)wetlands14. The distributions of locally-occurring plants had direct implications on hominin behaviour at Olduvai Gorge and yet remains undiscerned because of limited availability of high-resolution, contiguous samples across discrete archaeological horizons with in situ artifacts and flora indicators15.

Here, we focus on a newly discovered archaeological site at Olduvai, called AGS (Alberto Gómez Site) (Fig. 1B). The uppermost horizon of AGS lies in Bed I below Tuff IC, dated to 1.832 ± 0.003 Ma7, and is isochronous with the clay stratum level 22A (Fig. 1D) that forms much of the coeval ‘Zinj Paleolandscape’16. The Zinj Paleolandscape—which includes FLK Zinj-DS-PTK-AMK and the new AGS site (Fig. 1)—offers an exceptional opportunity to study very-well preserved assemblages over an extensive contiguous area16.

Figure 1
figure 1

Study area and sample locations at Olduvai Gorge, Tanzania. (A,B) Contemporary geographical location of Olduvai Gorge. (C) Detailed map of the study area. Red stars indicate archeological sites contemporaneous with the Zinj Paleolandscape. Black arrow lines represent the flow direction of the paleo-rivers Ugali and Uji. (D) Stratigraphic section at AGS level 22A, which lies between Chapatti Tuff (CHT) and Tuff 1C. (E) Archeological excavation grid at AGS for spatial biomarker reconstructions, including photo of the excavation surface. This figure was made using ArcGis 10.6.1 https://www.esri.com/fr-fr/arcgis/products/arcgis-desktop/resources.

We report the results for a combined lipid biomarker and isotope reconstruction of 24 m2 of (hydro)ecological landscape at AGS that, together with existing piecemeal landscape reconstructions around the Zinj Paleolandscape, provides new and high-resolution insight into emerging patterns of hominin local land-use and behavioural dynamics amid human evolution in a changing global climate.

Results and discussion

Plant biomarker distributions

Plant lipid biomarkers are widely used to reconstruct vegetation and (hydro)climate in ancient environments, and previous studies at Olduvai15,17 have used biomarkers in spatiotemporal landscape reconstructions, although not at the resolution of this study (i.e., < 1 m2). Here, we also expand the molecular scope of these earlier studies with an explicit focus on complementary plant biomarkers viz. n-alkanes, n-alkanols, and n-alkanoic (fatty) acids. Combined, these n-alkyl lipids offer unique insights into spatial landscape resource distributions well beyond that from any particular individual biomarker class18.

Alkanes and alkanols

All samples at AGS yielded substantial amounts of homologous n-alkanes spread between nC16 and nC35 (Fig. 2A) with a distinct dominance of long-chain, odd-numbered homologues (ACL = 29.5) (Fig. 6D), indicative of both aquatic and higher plant inputs15,19,20. With this in mind, Paq values —a ratio of the aquatic-derived lipids relative to aquatic and terrestrial lipids in toto19 (Fig. 3A)—indicate the proportional dominance of floating/submerged (i.e., aquatic) macrophytes as compared to emergent macrophytes and terrestrial plants. Samples at AGS feature consistent Paq values of between about 0.1–0.4 (Fig. 3A) indicative of high input from floating and emergent macrophytes such as cattails (Typha sp.). Palg values, a ratio of the algal lipids relative to algal plus terrestrial lipids20, of < 0.1 further indicate nominal lipid input from algae at AGS (Fig. 6C) that is inconsistent with swamp or salt-marsh habitats, which are rich in edaphic algal biomass6,21. Together with intermediate values of the nC33/nC31 ratio of 0.2–0.7 (average of ~ 0.6), in which higher values suggest increasing grass cover22,23, we interpret AGS to have been covered in mostly graminoids.

Figure 2
figure 2

Lipid distributions and the relative abundances of key polarity fractions identified through GC–MS analyses. (A) n-Alkanes; (B) n-Alkanols; (C) n-Alkanoic acids. Diagnostic source associations are also shown19,20,24,25,26,35,65.

Figure 3
figure 3

Molecular and isotopic indicators used for vegetation reconstruction at AGS. (A) Macrophyte-derived lipids (nC23 + nC25) relative to macrophytic and terrestrial lipids (nC23 + nC25 + nC29 + nC31). Values of < 0.4 indicate no macrophytes; values of 0.4–1 indicate emergent macrophytes; values > 1 indicate floating macrophytes19. Colouring gradient denotes relative macrophyte input. (B) Plant-lipid δ13C31, in which higher values indicate more C4 vegetation input.

Analysis of intermediate polar (i.e., functionalized) lipid fractions illuminate crucial details about the paleoenvironment at AGS that biomarker n-alkanes alone cannot. Major n-alcohols in our sample extracts include mid- (C14 to C22) and long-chained (C24 to C32) with a strong predominance of even-numbered homologues (Fig. 2B). Most samples’ n-alkanol distributions are dominated by nC18OH that is characteristic of bacteria and freshwater algae inputs24,25,26. However, several distributions are rather dominated by phytoplankton-derived nC24OH24,25 or commonly plant-derived nC28OH25, further clarifying the complex mixture of both aquatic and terrestrial lipid inputs. Common occurrences of nC26OH, typical of freshwater microalgae (Eustigmatophyceae)24,26, further indicates regular inundation with flowing potable water18 at AGS.

Previous studies suggest the ratio of n-hexacosanol (nC26OH) to n-nonacosane (nC29)—called the alcohol preservation index (API)—reflects changes in oxygenation at the sediment depositional interface27,28, wherein smaller values indicate more oxic conditions. At AGS, API values range from 0.2 to 0.4 (Fig. 6A) that fall between average values of hypoxic (API > 0.4) and oxic (API < 0.2) conditions27. Based on these values, we interpret API values at AGS to indicate seasonal flooding pulses across a riparian wetland29 that drove cyclic organic matter oxidation via oxygen exposure at the sediment–water interface after inundation30. Moreover, all samples from AGS lack detectable concentrations of the isoprenoidal lipids pristane and phytane. Because pristane/phytane are dominantly produced from chlorophyll degradation31,32, and (photo)degradation rates are rapid in most fluviolacustrine systems33, lacking pristane/phytane at AGS is consistent with (sub)seasonal redox oscillations, aerobic conditions and high-light intensities characteristic of barren medial floodplain channel deposits with little standing plant biomass34.

n-Alkanoic acids

The polar fractions of AGS lipids show an archetypal bimodal distribution of saturated mid- and long-chain n-alkanoic acids (i.e., n-docosanoic acid [nC22:0] to nC26:0 and nC28:0 to nC32:0, respectively) (Fig. 2C) with an even-over-odd predominance that is indicative of mixed aquatic and terrestrial higher vegetation inputs, respectively35. Even so, shorter-chained homologues viz. nC16:0 and nC18:0 dominate among polar moieties at AGS. These shorter-chain acids are ubiquitous among plants, animals and fungi, but are especially prominent in algae and bacteria21. Therefore, we used the so-called terrigenous to aquatic ratio (TARFA)—the ratio of long-chain versus shorter-chain alkanoic acids35—for determining proportional lipid input from disparate organic matter sources. Low calculated TARFA values of 0.05 (Fig. 6F) at AGS indicate aquatic or algal lipids dominated biomass input35 despite its shoreside setting. The diagnostic occurrence of mono- and polyunsaturated nC22 alkanoic acids suggest there was a major input from microbes and freshwater phytoplankton26, with further supports our interpretation of AGS as a riverside wetland that experienced frequent flooding.

Stable carbon isotope signatures among plant biomarkers

Alkane δ13C values

Previous studies report fossil and tenable molecular evidence of lacustrine vegetation viz. aquatic macrophytes in Bed I sediments at Olduvai15, indicating parallelism with wetlands in contemporary East Africa19. Molecular isotopes evidence at AGS features similar support through the stable carbon isotopic signatures of n-hentriacontane (δ13C31) that have values of − 25.0 ± 1.1‰ (Figs. 4 and 6H), which we interpret to indicate a complex mixture of C3 and C4 plant inputs36. Macrophytes with aquatic (e.g., Hydrilla), floating (e.g., Potamogeton), and emergent (e.g., Cyperus and Typha) habits are common in recent East African wetlands19, and have similar δ13C values as we observe at AGS19,37,38. However, macrophytic carbon sources are often influenced by partial incorporation of dissolved HCO3 (which causes increased, C4-like δ13C values) in aquatic environments, and likewise are affected by physiological differences among plant growth forms and functional types19,39,40 that lead to interpretational difficulties of δ13C31 values vis-à-vis differentiating plants with bicarbonate uptake mechanisms versus cooccurring graminoids with C4 photosynthetic pathways.

Figure 4
figure 4

Compiled leaf-wax n-alkane signatures of 24 sediments samples excavated from at AGS. Stable carbon isotopic values of C23–C31 n-alkanes (δ13C#) are shown as median values with their median absolute deviation (± MAD) and ANOVA test distributions. Boxplots depict distributional differences between individual homologue δ13C# values.

To determine source and input differences among plant-lipid biosignatures, we applied basic analysis of variance (ANOVA) to our measured δ13C values for odd-numbered homologues (i.e., nC23, nC25, nC27, nC29, nC31) in sediments at AGS. In this context, the mid-chain n-alkanes (nC23 and nC25) (Fig. 6G) are derived from submerged/floating macrophytes, and longer-chain n-alkanes (> nC25) are dominated by plants with terrestrial habitats39. Resultant δ13C ANOVA data demonstrate a statistical difference (p-value < 0.01) between δ13C31 as compared to contemporaneous mid-chain and longer-chain n-alkanes. Our results suggest that nC31 had a discrete source with more 13C-enriched lipids—such as arid-adapted C4 graminoids41,42—as compared to other n-alkanes. In contrast, the other mid- and longer-chained homologues do not show statistical differences in average isotopic composition. With this in mind, we suggest that the algae and submerged/floating aquatic plants at AGS incorporated higher amounts of dissolved HCO3 as a source of carbon, resulting in heavier δ13C values in mid-chain n-alkanes40. Complementary proxies viz. n-alkane ratios (Figs. 3A,B, 6A–E) further suggest that AGS functioned like a seasonal-to-permanent freshwater-fed floodplain or river margin dominated by graminoids and C3-like macrophytes with sparse woody plants and limited C4 grasses. This is in accordance with the geological and sedimentological description that suggested a playa lake margin with small rivers with low-energy11,16.

Alkanoic acid δ13C values

The ubiquity of nC16:0 and nC18:0 makes their δ13C values useful to differentiate organic matter sources24. Individual δ13C16:0 and δ13C18:0 values range from − 26.2 to − 28.3‰ with a ~ 2‰ offset that indicates respective organic matter sources had a dominantly C3 photosynthetic pathway43 (Fig. 5A). Further, individual δ13C16:0 and δ13C18:0 values show similar δ13C values as compared to mid-chain (nC23 and nC25) and longer-chain (nC27 and nC29) alkanes, suggesting both compound classes share similar organic matter sources. The crossplot of δ13C16:0 against the offset between δ13C16:0 and δ13C18:013C18:0–16:0) demonstrates additional differences in n-alkanoic acid inputs derived from C3 and C4 sources43,44,45 (Fig. 5B). Considered together, molecular isotopic values suggest that AGS was a microhabitat defined by a mixture of C3-graminoids with extensive aquatic plant inputs.

Figure 5
figure 5

Stable carbon isotope composition (δ13C values) of individual fatty acids in sediments excavated from at AGS. (A) δ13C16:0 and δ13C18:0 values are shown as medians with their median absolute deviation (± MAD) and ANOVA test distributions. Boxplots depict distributional differences between individual homologue δ13C# values. (B) Qualitative isotopic source allocation of dominant fatty acids extracted from sediments at AGS. Graphical framework modified from Evershed and colleagues43,44,45.

The Zinj Paleolandscape and hominin evolution

At least three hominin taxa—including Homo cf. ergaster, Paranthropus boisei and Homo habilis11,46,47—have been recovered from the Zinj Paleolandscape. Across this contiguous archaeological horizon, artifacts and fossil bones are embedded within a distinctive silty-clay layer covered by airfall Tuff IC11, which suggests that the remains were captured in situ under volcanic ash fallout. Rapid burial fostered the exceptional preservation of fine-sediment features (e.g., root ichnofossils)16, macrofossils and biomarkers across its surface11,16. Sedimentological features at AGS further reveal that this site was situated at littoral–supralittoral interface, where alluvial fans and floodwater river runoff interposed the mudflat littoral zone16. Altogether, such multidisciplinary proxies reveal that Olduvai, and the Zinj Paleolandscape especially, presented hominins with a variegated landscape of heterogeneous resource distributions, and thus impacted hominin diets and behaviour.

Diet is considered to serve as a major selective force amid hominin encephalization48, and the intake of ‘essential’ lipids (e.g., polyunsaturated fatty acids), which are uniquely prevalent in wetland flora49,50, is critical to cerebral development in modern infant humans51. Aquatic macrophytes proliferate in wetlands today in East Africa19,52 and likely provided hominins with high-quality provision viz. rootstocks and leaves all year long53,54. Contemporary pan-African macrophytes rarely use dedicated C4 photosynthesis; but, these (semi)aquatic plants can incorporate bicarbonate when in alkaline waters and, in doing so, create C4-like δ13C isotopic signature40. Mid-chain n-alkanes from AGS reveal 13C-enriched biomass (Fig. 4), and that their source vegetation (i.e., macrophytes) can account for high δ13C signatures in hominin diets, as reflected through bioapatite isotopes and dentition analyses55,56,57,58.

Our molecular and isotope data (Figs. 3A, Fig. 6A,C) suggest there was a intermittently-waterlogged floodplain environment at AGS, which is consistent with earlier mineralogical descriptions at the vicinal DS site (Fig. 1C)59. We suggest there was a notably perennial large stream or river near AGS that flowed from south-to-north16 into nearby paleolake Olduvai, and brought with it the allochthonous plant lipid from nearby grasslands and forest patches13,15. Given overall low relief in the immediate area around AGS, which likely produced lower-energy paludal flow, entrainment of allochthonous materials most likely peaked through seasonal flooding pulses60. In any case, associated freshwater fluvial input must have attracted both hominins and large carnivores alike to AGS.

Figure 6
figure 6

Key proxies measured for sediments excavated from at AGS. (A) API: alcohol preservation index uses only n-hexacosanol and n-nonacosane. Higher values indicate more hypoxic conditions27,28. (B) C33/C31: ratio of nC33 to nC31. Higher values indicate more grasses22,23. (C) Palg: ratio of algal lipids (nC17 + nC19) relative to algal and terrestrial plant lipids (nC17 + nC19 + nC29 + nC31). Higher values indicate more algal input20. (D) ACL = average chain length of individual n-alkane abundances20. (E) CPI = [∑odd(C21–33) + ∑odd(C23–35)]/(2∑even C22–34): carbon preference index, which is indicative of the abundance of odd over even carbon chain lengths. In general, lower CPIs indicate microbial inputs or maturation of the sample20. (F) TARFA: terrigenous to aquatic n-alkanoic acids ratio reflecting the importance of terrigenous as compared to aquatic sources (C24 + C26 + C28)/(C14 + C16 + C18). Higher values indicate more terrestrial input35. (G,H) Plant-lipid δ13C values for n-alkane C25 and C31. Higher values indicate more C4 plant dominated environment40.

Biomarkers at AGS build upon earlier reconstructions at Olduvai6,17,22 and the Zinj Paleolandscape15 that imply plants and freshwater distribution exerted direct influence on hominin behaviour. However, in contrast to earlier reconstructions among penecontemporaneous sites at Olduvai Gorge, our data at AGS indicates hominins took strategic advantage of low- or unvegetated locations in addition to dense woodland thickets, low-visibility papyrus stands, and tall grassland13,61. AGS itself likely harboured occasional large woody plants such as Hyphaene palms13, but the abundance of this vegetation would have been nominal62.

The occurrence of discrete plants on otherwise unvegetated fluviolacustrine surfaces might be one explanation for differing paleoecologic reconstructions with biomarkers, which integrate immediate and upstream organic matter inputs, as compared to, e.g., phytoliths, which capture only productive in situ vegetation and do not transport downstream63. Regardless, vicinal (over)bank deposits and levee ridges would be dominated by generally groundcover vegetation29 such as macrophytes, pteridophytes (e.g., ferns) and low woody plants, meaning that hominins at AGS would have an unencumbered view of the surrounding landscape64, including precious refuge about 400 m away at FLK Zinj itself13,15,16 (Fig. 1C). Biomarkers across the Zinj Paleolandscape15 and from the AGS site show distributions of plants that suggests critical resources had a direct implication on hominin behaviour at Olduvai Gorge.

The AGS archaeological site contains one of the highest densities of faunal remains on the Zinj Paleolandscape after DS, which to date is the biggest window into an Early Pleistocene anthropogenic site65. This suggests that the area at AGS must have been occupied for repeated instances of large carcass consumption65. To boot, AGS was dominated by (semi)aquatic plants, minimal trees or shrubs, although in all likelihood hominins were occupying the site especially for its vicinity to flowing water. In contrast, FLK NN (500 m west from AGS) contained limited faunal remains and lithics within an environment that featured floating and submerged aquatic plants15 located nearby freshwater carbonates (tufa8). If AGS was not a terrestrial plant-dominated habitat, because of its barren vegetation, and hominin and carnivore visibility were similar, as in open grasslands, this posits the question of how hominins efficiently avoided carnivore hazards for the prolonged occupation(s) inferred from the intensity of ungulate carcass butchery documented at the site (Fig. 7). This is mostly notable, especially given the paucity of taphonomic evidence signalling carnivore modification of carcass remains. The evidence is suggestive of hominins having carved a competitive niche against other predators by efficiently fending off their hazard.

Figure 7
figure 7

Graphical three-dimensional geomorphological reconstruction of the syndepositional Zinj level 22A horizon at AGS between two lava tongues and Uji River. AGS was located near a river and the main vegetation inputs were from emerged macrophytes, floating macrophytes, freshwater algal and phytoplankton. This figure was made using Adobe Creative Suite 6 for Windows https://www.adobe.com.

By comparing our results at AGS to previously published data about biomarker distributions amid the Zinj Paleolandscape15, we suggest that AGS functioned as a seasonally waterlogged, low-vegetation environment characterised by dense accumulations of butchery-process debris within a wider mosaic environment that harboured both open5,15 and dense, closed ecotones, such as at DS [57]. FLK Zinj, DS and PTK are the other three anthropogenic sites occupying the same thin clay stratum as AGS on the Zinj Paleolandscape [63], [107]. These three sites were created in a wooded to forested alluvial environment [57], [108]. The close spatial association between stone tools and fossil bones indicates a functional relationship resulting from butchery. This is further supported by the abundant cut-marked and percussed bones retrieved in the archaeofaunal assemblage, which is currently under analysis. Given that in the other anthropogenic sites, with areas sampled similar to the size of the area sampled at AGS, the paleobotanical signal is of closed vegetation, we assume that the area sampled at AGS is equally representative of the main vegetational characteristics of the setting. In this case, the signal retrieved, in contrast with the other anthropogenic middle Bed I sites is of a fairly open environment. The butchery patterns documented in those sites are identical to those observed at AGS (work in progress), with a similar number of animals and taxa represented and a similar single-round cluster site structure. This latter feature is clearly showing a carcass butchery and consumption pattern and a distinctive use of the space that contains crucial socio-reproductive information [109]. To conclude, we suggest the spatial landscape ecology patterns defined both by macro- and molecular fossils reveal hominin engagement in social transport of large resources, such as bringing animal carcasses and freshwater-sourced food to AGS from the surrounding grasslands and lakeside environments.

Conclusions

Our multi-proxy geochemical interpretations of the new site called AGS at Olduvai Gorge ca. 1.84 Ma reveal that it was a sparsely vegetated, high-visibility paludal location on a riverbank within a wider mosaic environment defined by the Zinj Paleolandscape. Standing plant biomass at AGS was dominated by aquatic vegetation viz. macrophytes and C4 graminoids, consistent with its riparian and lake margin setting. Comparison with literature data for coeval localities at Olduvai Gorge suggest that this ancient landscape was rich in ecotones with abrupt transitions between disparate vegetation communities, as is often observed today in East African wetlands. Given the markedly patchy paleoenvironment that defined the vicinal Zinj Paleolandscape and the unique (sub)seasonal floodplain at AGS, we conclude early hominins at Olduvai Gorge selected locations for cooperative resource processing—such as animal butchery—as related to water resources rather than refuge (i.e., closed thickets). This conclusion diversifies the environments in which vertically discrete anthropogenic sites occur and furthermore insinuates that hominins felt equally at ease in such environments. Considered together, new and old data at Olduvai reveal that hominins had reached an adaptive carnivore status by 1.84 Ma that enabled them to cope with terrestrial predation risks and fend off other carnivore competitors.

Materials and methods

Sampling

Samples were collected from sediment 0–2 cm below Tuff IC that is isochronous with Zinj level 22A, in a silty-clay layer where bones and lithic tools occurred in situ (Fig. 1C). Representative sediment samples (~ 50 g; n = 24) from individual 1 m2 gridding quadrats (Fig. 1D) were collected between fossil remains and stone tools with a clean aluminium spoon.

Biomarker extraction and isolation

Sediments were freeze-dried and powdered with a clean agate mortar and pestle. Lipids were extracted from sediments via an accelerated solvent extractor (Dionex ASE 350 system) with dichloromethane (DCM) and methanol (MeOH) (9:1 vol/vol) in 3 cycles at 100 °C (10.3 MPa) with static time of 5 min. Resultant total lipid extracts (TLE) were dried beneath a gentle stream of nitrogen, and then derivatized through acid methanolysis (0.5 M HCl in MeOH diluted with ultrapure water) before subsequent liquid–liquid isolation into hexane:DCM (4:1 vol/vol)17. Derivatized TLEs were concentrated and chromatographically partitioned into three fractions using deactivated silica gel (2% H20 by weight) by elution with hexane (F1), hexane:DCM (1:1 [F2]) and DCM:MeOH (4:1 [F3]). Polar (F3) fractions were silylated using N,O-bis(trimethylsilyl) trifluoroacetamide (BSTFA) for detection as trimethylsilyl derivatives.

Molecular analysis

Lipid biomarkers were characterized by gas chromatography-mass spectrometry (GC–MS; Thermo Scientific TRACE 1310 [GC] with coupled ISQ LT [MS]) by splitless injection of 1 μL aliquots of individual lipid fractions onto a 60-m VF1 fused-silica column (0.25 mm × 0.25 μm). The GC oven was programmed to: 60 °C injection and hold for 2 min, ramp at 10 °C min to 150 °C, ramp at 4 °C min to 300 °C followed by isothermal hold of 20 min. The transfer line and source were set at 320 °C and 270 °C, respectively. Procedural blanks were run to monitor contamination and background interferences. Compound identifications were made via comparison with authentic standards in conjunction with the NIST20 electron ionization spectral library.

Isotopic characterization

Target biomarkers were analysed for their isotopic signatures by gas chromatography combustion isotope-ratio monitoring mass spectrometry (GC-C-irMS) using a TRACE 1310 interfaced to a GC Isolink II connected to a Conflo IV and Delta V Plus. The GC oven was programmed to: 60 °C injection and hold for 2 min, ramp at 4 °C min to 320 °C followed by isothermal hold of 10 min. An aliquot of 1 μL was injected in splitless mode onto a 30-m DB5ms column (0.25 mm × 0.25 μm) before combustion over copper, nickel, and platinum wire with oxygen and helium at 1000 °C. Isotopic values were normalized and corrected using a mixture of n-alkanes (nC16 to nC30) of known isotopic composition (Mixture B4 [Schimmelmann Standards]) or a mixture of fatty acid methyl esters (FAMEs [C14:0, C16:0, C18:0, C20:0]) of known composition (Mixture F8-3 [Schimmelmann Standards]). Standard deviation of the calibration standards is 0.2‰ (n-alkanes, n = 1152), to 0.3‰ (FAMEs, n = 288). Isotopic corrections for carbon added through esterification (0.5 M HCl in methanol) were made via δ13C for esterified benzene-1,2-dicarboxylic acid (phthalic acid [Schimmelmann Standards]) that then was used to correct for isotopic mass-balance of derivative carbon.