Available online at www.sciencedirect.com Geochimica et Cosmochimica Acta 117 (2013) 161–179 www.elsevier.com/locate/gca Leaf wax n-alkane distributions in and across modern plants: Implications for paleoecology and chemotaxonomy Rosemary T. Bush a,⇑, Francesca A. McInerney a,b a Department of Earth and Planetary Sciences, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208-3130, USA Sprigg Geobiology Centre, Environment Institute and School of Earth and Environmental Sciences, University of Adelaide, Mawson Laboratories, Adelaide, South Australia 5005, Australia b Received 20 June 2012; accepted in revised form 18 April 2013; available online 29 April 2013 Abstract Long chain (C21 to C37) n-alkanes are among the most long-lived and widely utilized terrestrial plant biomarkers. Dozens of studies have examined the range and variation of n-alkane chain-length abundances in modern plants from around the world, and n-alkane distributions have been used for a variety of purposes in paleoclimatology and paleoecology as well as chemotaxonomy. However, most of the paleoecological applications of n-alkane distributions have been based on a narrow set of modern data that cannot address intra- and inter-plant variability. Here, we present the results of a study using trees from near Chicago, IL, USA, as well as a meta-analysis of published data on modern plant n-alkane distributions. First, we test the conformity of n-alkane distributions in mature leaves across the canopy of 38 individual plants from 24 species as well as across a single growing season and find no significant differences for either canopy position or time of leaf collection. Second, we compile 2093 observations from 86 sources, including the new data here, to examine the generalities of n-alkane parameters such as carbon preference index (CPI), average chain length (ACL), and chain-length ratios for different plant groups. We show that angiosperms generally produce more n-alkanes than do gymnosperms, supporting previous observations, and furthermore that CPI values show such variation in modern plants that it is prudent to discard the use of CPI as a quantitative indicator of n-alkane degradation in sediments. We also test the hypotheses that certain n-alkane chain lengths predominate in and therefore can be representative of particular plant groups, namely, C23 and C25 in Sphagnum mosses, C27 and C29 in woody plants, and C31 in graminoids (grasses). We find that chain-length distributions are highly variable within plant groups, such that chemotaxonomic distinctions between grasses and woody plants are difficult to make based on n-alkane abundances. In contrast, Sphagnum mosses are marked by their predominance of C23 and C25, chain lengths which are largely absent in terrestrial vascular plants. The results here support the use of C23 as a robust proxy for Sphagnum mosses in paleoecological studies, but not the use of C27, C29, and C31 to separate graminoids and woody plants from one another, as both groups produce highly variable but significant amounts of all three chain lengths. In Africa, C33 and C35 chain lengths appear to distinguish graminoids from some woody plants, but this may be a reflection of the differences in rainforest and savanna environments. Indeed, variation in the abundances of long n-alkane chain lengths may be responding in part to local environmental conditions, and this calls for a more directed examination of the effects of temperature and aridity on plant n-alkane distributions in natural environments. Ó 2013 Elsevier Ltd. All rights reserved. 1. INTRODUCTION ⇑ Corresponding author. Tel.: +1 832 588 7290; fax: +1 847 491 8060. E-mail address: rbush@earth.northwestern.edu (R.T. Bush). 0016-7037/$ - see front matter Ó 2013 Elsevier Ltd. All rights reserved. http://dx.doi.org/10.1016/j.gca.2013.04.016 Long chain normal alkanes (n-alkanes), C21–C37, are synthesized as part of the epicuticular leaf wax of terrestrial plants and are among the most recognizable and widely used plant biomarkers, with a history of research stretching 162 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 back almost a century (Chibnall et al., 1934). Plants typically produce a range of n-alkanes, commonly with a strong odd-over-even predominance and one or two dominant chain lengths (Eglinton and Hamilton, 1963, 1967). Because they are straight-chain hydrocarbons lacking functional groups, n-alkanes are especially stable and long-lived molecules that can survive in the fossil record for tens of millions of years (Eglinton and Logan, 1991; Peters et al., 2005). nAlkanes occur in both modern and fossil leaves (e.g. Huang et al., 1995; Otto et al., 2005); in soils, paleosols, and fluvial sediments (e.g. Quenea et al., 2004; Smith et al., 2007); and in both lacustrine and marine sediments (Schefuß et al., 2003; Sachse et al., 2004; Handley et al., 2008). The stable isotopic compositions (d13C and dD) of n-alkanes and their applications in paleoecology and paleoclimatology have been studied extensively (see Castañeda and Schouten (2011) and Sachse et al. (2012) for review). Long chain n-alkanes have great potential to inform us on past terrestrial ecosystems and environments, but their interpretation as paleo-proxies requires a strong understanding of variations in n-alkane production both within and between modern plants. n-Alkanes contribute to the hydrophobic properties of leaf wax and serve as part of the plant’s first barrier from the external environment, protecting the leaf from water loss via evaporation (Post-Beittenmiller, 1996; Jetter et al., 2006). Early studies suggest that leaf wax n-alkanes accumulate rapidly during leaf maturation in spring and early summer, and that hydrocarbon amounts remain relatively constant through the remainder of the growing season (Eglinton and Hamilton, 1967; Avato et al., 1984; Gülz and Müller, 1992; Tipple et al., 2013), although this may not necessarily mean that n-alkane proportions are maintained (Stránský et al., 1967). Sachse et al. (2010) and Tipple et al. (2013) demonstrate that isotopic values of leaf wax n-alkanes reflect the isotopic values of leaf water at the time of leaf formation, but other studies found that the isotopic composition of leaf wax n-alkanes changes through the growing season (Lockheart et al., 1997; Chikaraishi et al., 2004; Sachse et al., 2009), suggesting that turnover of surface leaf wax may depend on plant type or environmental conditions (e.g. wind). The rate of wax turnover and variations in hydrocarbon production across species due to environmental pressures, e.g. temperature, aridity, or ablation by wind, are relatively unknown (Jetter et al., 2006). Furthermore, within an individual tree, leaf physiology can vary from sun-exposed to shaded canopy positions, and spatial variation in overall n-alkane production across the canopy has been observed for some tree species (Dyson and Herbin, 1968; Lockheart et al., 1997). Similarly, variation in n-alkane distribution across a tree’s canopy or across a growing season could undermine the power of comparisons between modern leaves, typically collected during the height of the growing season, and sedimentary n-alkane profiles derived from leaves that were likely, although not necessarily, naturally abscised. Most leaves in the fossil record and the leaves which would have contributed n-alkanes to the sedimentary record likely grew on the part of the canopy with the greatest amount of light exposure (Greenwood, 1991), but shaded leaves also would have contributed to fossilized soil and sedimentary organic matter. Understanding intra-plant variability in n-alkane production is critical to applying n-alkanes to paleoecological interpretations, as it is often difficult to assess the canopy position and age of leaves that have contributed to sedimentary n-alkane records. A great deal of research has been devoted to identifying, quantifying, and interpreting naturally occurring leaf wax n-alkanes in modern plants, often with the goal of using them as taxon-specific chemical fingerprints. Chemotaxonomic studies often use one or a few plants from a single location to represent a species (e.g. Maffei et al., 2004); however, n-alkane distributions can vary within a species across its range (Dodd and Afzal-Rafii, 2000; Dodd and Poveda, 2003). Geochemical studies of sedimentary longchain n-alkanes have focused on the application of ratios of particular chain lengths in an effort to reconstruct past ecosystems. The ratio of longer chain lengths (e.g. C29 or C31) to C17 has been used as a proxy for relative inputs of terrestrial plants versus aquatic algae and phytoplankton in lake sediments (Cranwell et al., 1987; Meyers and Ishiwatari, 1993). n-Alkanes with more intermediate chain lengths—C23, and to a lesser extent C25—have been utilized to model Sphagnum peat moss (Nott et al., 2000; Pancost et al., 2002) and aquatic plants (Ficken et al., 2000; Mügler et al., 2008). Longer chain lengths have also been used as identifiers for different vascular plant groups. For example, in studies of lake sediments it has been postulated that C31 represents input from grasses while C27 and C29 represent input from trees and shrubs (Meyers and Ishiwatari, 1993; Meyers, 2003). This reasoning has been used to interpret ratios constructed from these n-alkanes in lake cores and loess sequences as changes in ecosystem structure over time corresponding with climate or land use change (Brincat et al., 2000; Schwark et al., 2002; Hanisch et al., 2003; Zhang et al., 2006). These n-alkane ratios often can be correlated with other evidence of plant community change, such as pollen records, and are compelling in such context. However, the supposition that single n-alkanes represent such large plant groups as grasses and woody plants is based on relatively sparse original data (Wakeham, 1976; Cranwell, 1984; Kawamura and Ishiwatari, 1984; Cranwell et al., 1987), and although widely cited, Cranwell (1973) does not present any data on the distribution of n-alkanes in grasses in contrast to trees. In addition to ratios of individual n-alkane abundances, several other methods for characterizing a given n-alkane distribution have been developed. The two most common are average chain length (ACL) and carbon preference index (CPI). ACL is the weighted average of the various carbon chain lengths, usually defined as ACL ¼ RðCn nÞ=RðCn Þ; where Cn is the concentration of each n-alkane with n carbon atoms. Carbon preference index measures the relative abundance of odd over even carbon chain lengths, where CPI ¼ ½Rodd ðC21–33 Þ þ Rodd ðC23–35 Þ=ð2Reven C22–34 Þ; and captures the degree to which odd carbon number n-alkanes dominate over even carbon numbers R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 (see Marzi et al., 1993). CPI values greater than 1 mean a predominance of odd over even chain lengths. In sediments, CPI > 1 is used to indicate a terrestrial plant source and thermal immaturity of the source rock (Bray and Evans, 1961; Eglinton and Hamilton, 1967). Other numerical parameters have also been used to describe and distinguish n-alkane distributions, including the location-specific matrix model developed by Jansen and coworkers (Jansen et al., 2006, 2010). The robust application of n-alkane distributions as paleoecological biomarkers requires the systematic survey of variation among different modern plants (Diefendorf et al., 2011). With the wealth of studies now published, a more comprehensive analysis of n-alkanes in modern plants is now possible and can inform their use as paleoecological indicators. Therefore, this study uses a combination of new data on n-alkane distributions from plants growing at the Chicago Botanic Garden and the Lincoln Conservatory (Chicago, IL, USA) as well as a survey of the published n-alkane literature (totaling 2093 n-alkane measurements from 86 sources) to examine the following sets of questions: (1) Do n-alkane distributions vary within a plant with canopy position or leaf age? To test this, leaves were simultaneously collected from sun-exposed and shaded portions of a tree canopy during the summer and autumn across 38 individual plants: 22 different outdoor angiosperm and gymnosperm tree species and two ferns from the Chicago Botanic Garden. (2) How do n-alkane chain-length distributions vary among plant types? How does the absolute abundance of n-alkanes differ between angiosperms and gymnosperms? Compiled literature data on n-alkane distributions and abundances from locations on every continent except Antarctica, as well as new measurements from the Chicago Botanic Garden and Lincoln Conservatory, are analyzed to address these questions. (3) Can the abundance of different chain lengths be used to reconstruct plant types? How well do C23 and C25, C27 and C29, and C31 actually distinguish Sphagnum mosses, woody plants, and grasses, respectively? These questions were similarly addressed using the compilation of new and published data. The purpose of this work is to address questions concerning the use of n-alkane chain lengths as a proxy for plant types, and the answers to these questions are fundamental to paleoecological interpretations of sedimentary n-alkane distributions. 2. METHODS 2.1. Sample species and collection Leaf samples were collected from the grounds and tropical greenhouse of the Chicago Botanic Garden (CBG) in Glencoe, IL, and from the tropical greenhouse at the Lincoln Conservatory (LC), in Lincoln Park, Chicago (Table 1). Chicago Botanic Garden and Lincoln Park greenhouses had 163 Table 1 Species collected for this study from the Lincoln Conservatory (LC), Chicago, IL and from the Chicago Botanic Garden (CBG), Glencoe, IL. Species marked in bold were collected from greenhouse plants; all other plants were grown outdoors. Species Family Location Pteridophytes Cyathea cooperi Matteuccia pensylvanica Osmunda regalis Cyatheaceae Polypodiaceae Osmundaceae CBG CBG CBG Gymnosperms Cycas circinalis Ginkgo biloba Larix decidua Metasequoia glyptostroboides Picea abies Pinus sylvestris Taxodium distichum Taxus cuspidata Thuja occidentalis Cycadaceae Ginkgoaceae Pinaceae Cupressaceae Pinaceae Pinaceae Cupressaceae Taxaceae Cupressaceae CBG CBG CBG CBG CBG CBG CBG CBG CBG Angiosperms Alnus glutinosa Annona muricata Artocarpus altilis Asimina triloba Carpinus caroliniana Celtis occidentalis Fagus sylvatica Gleditsia triacanthos Koelreuteria paniculata Lindera benzoin Platanus orientalis Populus deltoides Pterocarya stenoptera Rhus typhina Salix alba Tamarindus indica Tilia cordata Washingtonia robusta Betulaceae Annonaceae Moraceae Annonaceae Betulaceae Ulmaceae Fagaceae Fabaceae Sapindaceae Lauraceae Platanaceae Salicaceae Juglandaceae Anacardiaceae Salicaceae Fabaceae Tiliaceae Arecaceae CBG LC LC CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG CBG similar climates, with windows open to the outside for air circulation and daytime temperatures 27–32 °C in summer. One to several leaves (depending on leaf size) were collected from at least one individual per species, and five individuals each for the species Alnus glutinosa, Gleditsia triacanthos, Pinus sylvestris, and Taxodium distichum. To ensure equal and full light exposure, only isolated trees that stood free from surrounding trees were selected when possible. ‘Sun’ leaves were gathered from the outer edge of the canopy, on the southern side of each plant, and typically at the maximum extent of the pole pruners (3 m height). ‘Shade’ leaves were taken from the bottom, northern side, and as near to the trunk as possible. Leaf samples were collected in both the summer (July 2007) and fall (October– November 2007). Fall samples were collected as close to the time of abscission from the tree as possible, although for a subset of species, multiple leaf samples were collected—either at two different dates in the fall or of two or more colors of foliage representing differing levels of leaf decay on the tree (green, yellow, or brown). Shade leaves were not collected for all outdoor species in fall because with 164 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 attenuating canopy cover, shadiness of samples could not be verified. Each leaf sample was stored in a paper bag and allowed to dry completely before further preparation. 2.2. n-Alkane identification and quantification Leaves from coniferous species were separated and stored in clean glass jars by age cohort. Evergreen and deciduous leaves of the same age were compared to one another, to avoid effects of age variability (Brooks et al., 1997). Dried leaves were homogenized by grinding in liquid N2 with mortar and pestle. Lipids were extracted from 0.2– 0.4 g of leaf sample in 20–30 ml dichloromethane:methanol (9:1 v/v) using a Microwave Accelerated Extraction System (MarsX) with a ramp to 100 °C over 5 min, a hold time at 100 °C for 15 min, and cooling time of 30 min. Total lipid extracts were concentrated under a stream of dry N2. Non-polar lipids, including n-alkanes, were separated from the polar lipids via short column silica gel chromatography (Eglinton and Hamilton, 1967), using 1 g of activated silica gel in a Pasteur pipette plugged with glass wool and 4 mL hexanes. Once isolated, non-polar lipids were again concentrated by evaporation with dry N2 and analyzed by gas chromatography/mass spectrometery (GC–MS) (Medeiros and Simoneit, 2007). Samples were passed through the gas chromatograph (Thermo Scientific Trace GC Ultra, with 15 m, 0.25 mm ID Thermo TR-5ms SQC column) for separation and then to a quadrapole mass spectrometer for identification (Thermo Scientific DSQII). Samples were simultaneously injected into a separate column (with the same specifications) in the same instrument and analyzed by a flame ionization detector (FID) for assessment of relative abundance. The GC oven temperature method is as follows: initial temperature at 100 °C, hold for 2 min, then ramp at 11 °C/min to 320 °C, and hold at 320 °C for 5 min. All samples were compared to a standard homologous series of n-alkanes from C21 to C40, inclusive (Fluka, Sigma–Aldrich). 2.3. Literature analysis Data for comparisons of n-alkane distributions among plant groups were collected from the published literature, which reported either tables or graphs of n-alkane amounts—either relative (% of total) or absolute (mass unit) amounts, both for odd and even chain lengths or solely odd chain lengths. Publications reporting only derived parameters such as n-alkane ratios, ACL, or CPI, without reporting chain-length abundances or amounts, were not included in the analysis. The total number of observations compiled was 2093. A supplementary spreadsheet is provided with all literature data and their source references as well as all new data from the Chicago Botanic Garden and Lincoln Conservatory. The spreadsheet includes only the chain lengths that were reported in the source publications, with unreported chain lengths left blank; in order to assimilate diverse data, subsequent analyses assume that unreported chain lengths reflect an absence of that chain length (i.e. calculations assume 0% C35 where the source reported abundances for C27–C33 only), although this may not be true in all cases. (Note that data from outdoor plants at the Chicago Botanic Garden included in the literature compilation are for summer, sun leaf samples only.) All statistical analyses were performed with Stata IC 11.1. 3. RESULTS 3.1. Average chain length Using both the new data from the Chicago Botanic Garden and Lincoln Conservatory as well as the collected literature data, average chain length was calculated twice: first using odd chain lengths only (ACLodd, n = 1964), and then again using both odd and even chain lengths (ACLall, n = 1736). The two calculated ACL values were then regressed across all data and found to be strongly and significantly correlated (linear regression, r2 = 0.937, p < 0.00005, Fig. A-1). In a Student’s t-test, the two groups are significantly different (p < 0.00005), but the difference is small (0.166). And when the cycad family Zamiaceae (Osborne et al., 1989, 1993) is excluded, the correlation becomes slightly stronger (linear regression, n = 1654, r2 = 0.939, p < 0.00005) and the difference between the means smaller (0.159). Because 15 among 86 of the literature sources published distribution values for odd chain lengths only, ACLodd was used in all subsequent analyses and is referred to only as ACL in subsequent text. 3.2. n-Alkane distributions within trees There was no significant difference in ACL values between sun and shade leaves of outdoor plants from the Chicago Botanic Garden, controlling for collection date, in either angiosperms or gymnosperms in a paired Student’s t-test (two-tailed, p = 0.2836). In linear regression analysis, sun and shade ACL values were strongly correlated in both angiosperms (r2 = 0.914, p < 0.00005) and gymnosperms (both evergreen and deciduous, r2 = 0.742, p < 0.00005, Fig. 1A). For one species of gymnosperm, T. distichum, sun leaves had higher ACL values than shade leaves, but with a sample size of only 3, the results were not statistically significant; other deciduous gymnosperms do not show the same pattern as T. distichum. Similarly, there was no significant difference in ACL values between summer and fall leaves, controlling for canopy position, in both angiosperms and gymnosperms in paired Student’s t-test (twotailed, p = 0.6923). Summer and fall ACL values were strongly correlated in linear regression in angiosperms (r2 = 0.976, p < 0.00005) and gymnosperms (r2 = 0.817, p < 0.00005, Fig. 1B). In Thuja occidentalis, even as sun leaves go from green to yellow to brown in the fall, shortly preceding abscission, ACL values remained constant (ACL = 34.53, 34.54, and 34.42 for green, yellow, and brown leaf samples, respectively). 3.3. n-Alkanes across plant functional types Plants were assigned categories based on phylogenetic domain and growth habit: mosses, ferns, woody gymnosperms R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 165 Fig. 1. (A) Average chain length (ACL) of sun leaves versus shade leaves collected on the same day within the canopy of angiosperm trees (blue diamonds) and gymnosperm trees (filled red circles are evergreen, open circles deciduous). (B) ACL of summer leaves versus fall leaves collected at the same tree canopy location, as well as summer and fall ACL values for two outdoor ferns (green crosses). Dashed lines represent 1:1 lines. All data from the Chicago Botanic Garden. (For interpretation of the references to color in this figure legend, the reader is referred to the web version of this article.) (conifers, cycads, and ginkgo), woody angiosperms, forbs (herbaceous, non-woody dicots), graminoids (grasses, sedges, and rushes), aquatic plants, and succulents. Fig. 2 shows the distributions of ACL, CPI, and selected n-alkane ratios across these groups. (Note that Fig. 2D–H report moss values for Sphagnum only, excluding other moss species, as discussed below.) Fig. 3 shows ACL distributions for woody angiosperms and gymnosperms from temperate latitudes (40°–60°) separated into evergreen and deciduous taxa. The evergreen/deciduous comparison is limited to temperate latitudes where leaf deciduousness can be defined based on whether leaves over-winter on the plant or are dropped in autumn, as deciduousness in this region is largely based on temperature and light-based winter seasonality. For tropical and sub-tropical plants, assessing a binary deciduous/evergreen trait is more difficult because deciduousness can be driven by other factors (e.g. drought) and leaf life span exhibits more of a continuum. Temperate gymnosperms show a similar distribution of ACL values for deciduous and evergreen taxa, despite the difference in sample size between the two groups (Fig. 3A). By contrast, in temperate woody angiosperms, evergreen species have higher ACL values on average than do deciduous species, although both groups cover a similar range of ACL values (Fig. 3B). However, almost all of the evergreen angiosperm species (97 of 101) were drawn from a single plant family, Ericaceae, and thus this group may suffer from sampling bias. Overall, the distribution of ACL values is similar across all groups (Fig. 2A), except mosses, which have lower values. It should be noted that the relatively low ACL values in mosses are found predominantly in Sphagnum species, and not other moss genera (Nichols et al., 2006). The group with the smallest range of values, aquatic plants, is also the group with the smallest number of data; all other groups demonstrate a large range of ACL values. Similarly to ACL, there is a large range of CPI values across plant groups (Fig. 2B). Of 1722 total observations, the highest CPI value is 99 (woody angiosperms, Velloziaceae), while the lowest CPI value is 0.039 (graminoid, Poaceae). 96.0% of all CPI values are greater than or equal to 1; 81.2% greater than or equal to 2; and 60.7% greater than or equal to 5. Median CPI for all observations is 7.06; mean CPI is 10.69. Lastly, the large number of outlier CPI values for some plant groups demonstrates the large range in CPI values and the asymmetrical group skew towards relatively lower values for all groups and across plant families. Dominance, or the relative percent abundance of the most dominant n-alkane in each distribution, also has a large range, from 100% (woody gymnosperms, woody angiosperms, succulents, multiple families) to 15.7% (succulents, Cactaceae) at the lowest (Fig. 2C). Measurements of absolute n-alkane amounts are recorded in the literature less frequently than relative amounts. Most sources report measurements as lg n-alkanes/g dry leaf material. A few sources report mg n-alkanes/g wax, but this is more difficult to measure and less meaningful for applications where comparisons between n-alkane amounts and biomass production are important. Angiosperms have on average 506 lg n-alkanes/g dry leaf (n = 282, std. dev. = 497). In contrast, gymnosperms have an average of 46 lg n-alkanes/g dry leaf material (n = 120, std. dev. = 335, Fig. 4); excluding one outlier (Podocarpus latifolius) with reported 3607 lg n-alkanes/g dry leaf (Ficken et al., 2000), the average for gymnosperms drops to 16 lg nalkanes/g dry leaf (n = 119, std. dev. = 69). n-Alkane quantities for only three Sphagnum moss species, reported as lg n-alkanes/g dry plant material, were included in this study (Pancost et al., 2002), and their values (72, 182, and 192) are more similar to the range of angiosperm values than to 166 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 Fig. 2. Box plots divided by plant type for (A) average chain length (ACL), (B) carbon preference index (CPI), (C) relative percentage of the most dominant chain length of each n-alkane distribution (Dominance), (D) C31/(C29 + C31), (E) C31/(C27 + C31), (F) C23/(C23 + C29), (G) C33/(C29 + C33), (H) C35/(C29 + C35). (A–C) Show results for all moss data; (D–H) Report data for Sphagnum mosses only. Sample size of each type in parentheses. Each box represents range of middle 50% of group values, where center line is group mean. Whiskers are outside 25% each, and points are outliers. R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 Fig. 3. Box plots of average chain length (ACL) for temperate (40°–60° latitude) woody plants: (A) Temperate deciduous and evergreen woody gymnosperms, (B) Temperate deciduous and evergreen woody angiosperms. Note that 97 of 101 evergreen woody angiosperms are from the Ericaceae family. Sample size of each group in parentheses. gymnosperms. Fig. 4 also demonstrates that gymnosperms have a significantly lower average CPI value than angiosperms: 5.20 (n = 296, std. dev. = 6.33) and 11.76 (n = 1380, std. dev. = 12.25), respectively (Student’s t-test, p < 0.00005). 3.4. n-Alkane chain lengths and ratios as plant proxies In addition to plotting ratios by plant group (Fig. 2D– H), two other approaches were employed to examine the applicability of previously posited generalities that C31 predominates in grasses and C27 and C29 predominate in woody plants, i.e. trees and shrubs (Meyers and Ishiwatari, 1993; Meyers, 2003), and similarly that C23 and C25 predominate in Sphagnum mosses (Corrigan et al., 1973; Nott 167 et al., 2000). Comparisons were made first between woody plants and graminoids (a group which includes grasses as well as grass-like sedges and rushes: Poaceae, Cyperaceae, and Juncaceae families, respectively) and then secondly between woody plants and Sphagnum mosses. The interpretation of n-alkane chain-length ratios in terms of plant community rests on a foundational assumption of equivalent n-alkane production by different plant groups. Within the angiosperms, using observations with published n-alkane masses, we found that woody angiosperms (n = 85) and graminoids (n = 138) produce statistically equivalent amounts of n-alkanes in their leaf tissues (Student’s twotailed t-test p = 0.0141; Fig. A-2). n-Alkane production appears to be much higher in angiosperms than gymnosperms (Fig. 4), and thus we included only woody angiosperms in the comparisons, but results for conifers (woody gymnosperms) were similar. First, we plotted groups on ternary diagrams, using either C27, C29, and C31 or C23, C27, and C29 as vertices (Fig. 5). Second, we performed discriminant analyses for each set of plant groups, using the percentage of two or more chain lengths as the determinant variables (Tables 2 and 3, A-1). Average group chain-length profiles are also presented (Fig. 6). 3.4.1. Woody plants and graminoids: C27, C29, and C31 In order to approximate a geographically realistic assessment of plant groups, the data were divided into broad geographic distributions. One such geographic division includes all temperate zone plants, 40–60° latitude, from both hemispheres. Because of the large number of measurements made on temperate species in the Ericaceae (n = 128, of 188 temperate woody angiosperms), largely due to the work of Salasoo (1981, 1983, 1987a, 1987b, 1987c), this family was separated from all other woody angiosperms. Fig. 5A shows the ternary diagram of C27, C29, and C31 abundances for temperate woody angiosperms, excluding Ericaceae, alongside C3 and C4 graminoids and the high degree of overlap between all three groups. Sub-Saharan Africa has the most n-alkane measurements of all tropical and sub-tropical areas, and so Fig. 4. Log–log plot of CPI values by n-alkane amounts for both angiosperms (filled diamonds, n = 196) and gymnosperms (open diamonds, n = 109). 168 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 Fig. 5. Ternary diagrams of n-alkane chain-length abundances by plant group. All temperate woody angiosperms exclude the family Ericaceae, except in 5G, where they are plotted separately. (A) Temperate woody angiosperms and C3 and C4 graminoids by C27, C29, and C31. (B) African woody angiosperms and C4 graminoids by C27, C29, and C31. (C) Temperate woody angiosperms and C3 and C4 graminoids by C27, C29, and C33. (D) African woody angiosperms and C4 graminoids by C27, C29, and C33. (E) Temperate woody angiosperms and C3 and C4 graminoids by C27, C29, and C35. (F) African woody angiosperms and C4 graminoids by C27, C29, and C35. (G) Temperate woody angiosperms, Ericaceae, and Sphagnum by C23, C27, and C29 n-alkanes. R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 169 Table 2 Results of discriminant analyses for graminoids and woody angiosperms using C29 and C31. True plants are actual group assignments, while determined (Det.) plants are statistically assigned. The integer indicates the number of observations for each category, and the number in parentheses indicates the percentage for each category from the row total. The percentage in parentheses for the grand total indicates the percentage of correctly assigned plants for both groups. Det. Graminoids (A) All plants, classified True Graminoids True Woody Ang. Total Total 298 591 889 (58%) (B) Temperate plants (40°–60° latitude) True Graminoids 93 (51%) True Woody Ang. 100 (53%) Total 193 (52%) 91 (49%) 88 (47%) 179 (48%) 184 188 372 (49%) (C) Sub-Saharan African True Graminoids True Woody Ang. Total 4 (6%) 54 (62%) 58 (38%) 64 87 151 (75%) plants 60 (94%) 33 (38%) 93 (62%) the same comparisons between plant groups were also made using African data only (Fig. 5B). Fig. 5C–F show additional ternary diagrams constructed for the same temperate and African plant groups using chain lengths C27, C29, and C33 as well as C27, C29, and C35. These plots (Fig. 5C–F) show less overlap between woody angiosperms and graminoids than the C31-based plots (Fig. 5A and B) based mostly on the absence of the longer C33 and C35 chain lengths in many woody angiosperms. Nonetheless, there is still a wide distribution of woody angiosperm values. To test the predictive power of the C29 and C31 chain lengths among plant groups, discriminant analyses were performed (Table 2). Relative abundances of chain lengths C29 and C31 were used as discriminant variables to classify plants as woody angiosperms and graminoids (both C3 and C4). To do this, plants were treated as unknowns and statistically assigned to either woody angiosperms or to graminoids based on the proximity of their abundances of C29 and C31 to the group means. Table 2A shows the results of this analysis for all plants regardless of geographic locaTable 3 Results of discriminant analyses for Sphagnum mosses and temperate woody angiosperms. True plants are actual group assignments, while determined (Det.) plants are statistically assigned. The integer indicates the number of observations for each category, and the number in parentheses indicates the percentage for each category from the row total. The percentage in parentheses for the grand total indicates the percentage of correctly assigned plants for both groups. All plants, classified using C23 and C29 as discriminants Det. Sphagnum Det. Woody Ang. Total True Sphagnum 39 (83%) True Woody Ang. 6 (3%) Total 45 (19%) Det. Woody Ang. using C29 and C31 as discriminants 200 (67%) 98 (33%) 273 (46%) 318 (54%) 473 (53%) 416 (47%) 8 (17%) 182 (97%) 190 (81%) 47 188 235 (94%) tion: out of 298 total “true” graminoids, 200 (67%) were correctly determined to be graminoids while 98 (33%) were statistically assigned to “woody angiosperms.” Similarly, of 591 total woody angiosperms, 318 (54%) were correctly identified and 273 (46%) were incorrectly identified as “graminoids” by the discriminant analysis. The same analysis was done for temperate plants from 40° to 60° latitude (Table 2B) and also for plants from sub-Saharan Africa (Table 2C). The discriminant chain lengths are capable of determining sub-Saharan African graminoids with 94% accuracy but also incorrectly identify 38% of woody angiosperms as “graminoids”. In the real world, the true identities are not known, and therefore the success of the approach must be measured by the proportion of both groups that are correctly identified. Thus, when both woody angiosperm and graminoid groups are considered together, the discriminant analyses are never better than 75% accurate for any of the geographic areas. The amount of variability in chain-length abundances is always higher for woody angiosperms than for graminoids (Fig. 2C), and therefore the discriminant analysis is less accurate for woody angiosperms in every case (Table 2). Discriminant analyses utilizing C27 fared no better than those using C29 and C31 alone with the total correct assignments ranging from 53% (temperate) to 76% (sub-Saharan Africa) (Table A-1). Fig. 6A shows the average profiles for temperate woody angiosperms (with Ericaceae excluded) as well as temperate C3 and C4 graminoids, and Fig. 6B shows the average profiles for African woody angiosperms and C4 graminoids. C31/(C29 + C31) and C31/(C27 + C31) ratio values for all plants, temperate plants, and plants from Africa as well as North America are provided in Tables A-2 and A-3. To explore whether the apparent separation between African woody angiosperms and African C4 graminoids 170 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 Fig. 6. Average n-alkane distributions. (A) Temperate woody angiosperms (Ericaceae excluded), temperate C3 graminoids, and temperate C4 graminoids. (B) African woody angiosperms and C4 graminoids. (C) Temperate Sphagnum mosses, woody angiosperms (Ericaceae excluded), and Ericaceae species. Numbers in parentheses are sample sizes. Error bars are ±1 standard deviation. (Figs. 5B, D, F and 6) was related to growing environment in Africa, woody angiosperms published in Vogts et al. (2009) were separated into either rainforest or savanna biomes (following the categories listed by the authors) and plotted on ternary diagrams alongside savanna forbs and C4 graminoids from eastern or southern Africa (Fig. A-3). Fig. A-3A shows that for C31, there is still a large amount of overlap among all groups, including both rainforest and savanna plants, but for chain lengths C33 and C35 (Fig. A-3B and C, respectively) rainforest woody angiosperms as a group have lower amounts of these longer chain lengths than any of the savanna plants. Discriminant analysis was also performed for the rainforest versus savanna woody angiosperms only, using C29 and C31. The analysis correctly identified 22 of 24 rainforest woody plants and 37 of 45 savanna woody plants, for a total accuracy of 86% (Table A-4). Including C33 and C35 in the discriminant analysis also produced 86% total accuracy. R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 3.4.2. Sphagnum mosses and woody plants: C23, C27, and C29 Fig. 2F demonstrates the differentiation between Sphagnum and other plant groups based on a C23/(C23 + C29) ratio. The ternary diagram in Fig. 5G also visually demonstrates the ability of C23, C27, and C29 chain-length abundances to separate Sphagnum mosses from woody angiosperms. Because the Ericaceae plant family is an important component of the bog wetland ecosystems where Sphagnum species predominate, we have plotted woody angiosperms as two groups, one excluding Ericaceae, similar to the comparison with graminoids, and the other the Ericaceae family itself (Fig. 5G). The two groups of woody angiosperms overlap one another, and the Sphagnum mosses are distinguished from woody angiosperms almost entirely by their high proportion of C23. Table 3 shows the results of a discriminant analysis using relative abundances of C23 and C29 to differentiate temperate woody angiosperms from Sphagnum. Because Ericaceae and other woody angiosperms were so similar in their distributions of C23, C27, and C29, the two groups were not separated from one another in the discriminant analysis. Results of discriminant analyses using all three chain-length abundances (C23, C27, and C29) and of only C23 and C27 are not shown because they are exactly the same as for C23 and C29. The chain lengths can be used to separate the two plant groups from one another with overall 94% accuracy (Table 3). n-Alkane ratios were also calculated for woody plants and Sphagnum mosses, with C23 and C25 used to represent Sphagnum and C27 and C29 to represent woody plants. Ratios using C23 (Table A-4) provided a better proxy for separating mosses from woody plants than did ratios using C25 (Tables A-5 and A-6). Sphagnum mosses had C23/(C23 + C27) and C23/(C23 + C29) ratios of 0.773 and 0.728, respectively, while those for woody angiosperms were 0.089 and 0.071. Data for Sphagnum came only from temperate regions and so were compared only with temperate woody plants. Fig. 6C shows the average profiles for Sphagnum mosses, woody angiosperms excluding Ericaceae, and Ericaceae. 4. DISCUSSION 4.1. n-Alkane distributions within trees n-Alkane distributions for temperate trees from the Chicago Botanic Garden do not appear to significantly vary with either canopy position or with sampling date, for both angiosperms and gymnosperms (Fig. 1). The stability of n-alkane distributions over a growing season shown here is in apparent contrast to the findings of other researchers, who describe changes in n-alkane amounts as leaves mature across a growing season (Piasentier et al., 2000). However, Piasentier et al. (2000) show that the greatest changes in relative n-alkane amounts occur during the growth and expansion of the young leaf, and they note that the n-alkane patterns of the mature and senescing leaves (which correspond to the leaves sampled in this study) remain markedly similar, in agreement with the findings presented here. Similarly, although Sachse et al. (2009) report variability in leaf n-alkane amounts across multiple dates in a single growing season, suggesting ablation and turnover of surface waxes, 171 the relative chain-length proportions remain fairly steady, and Tipple et al. (2013) show that both ACL and isotopic values reflect the time of leaf formation and remain steady through the rest of the growing season. Sampling of immature leaves may also explain the variation observed by Stránský et al. (1967). Lastly, Avato et al. (1984) also found that once leaves mature, n-alkane quantities remain relatively constant. The results presented here suggest that for fully developed leaves, there is no significant difference in relative n-alkane distributions either around a tree or within a growing season. It should be noted that Maffei et al. (1993) found that n-alkanes in the evergreen Rosmarinus officinalis correlated with temperature when sampled across summer and winter, suggesting that for evergreen leaves nalkane composition shifts to longer chain lengths in response to lower winter temperatures in overwintering leaves. However, for the outdoor trees measured in this study across a summer growing season, n-alkane distribution does not significantly change from at least the point of leaf maturation to leaf abscission in the autumn (Fig. 1B). Although these data come from a limited number of species from a non-natural (although outdoor) environment, the strong correlation between sun and shade as well as summer and fall n-alkane distributions supports comparisons of the distributions of modern plants with fossil n-alkanes of unknown canopy position and season of abscission, and in this sense makes them well suited for use as paleoecological proxies. 4.2. n-Alkane distributions across plant functional types Average chain length is a broad-brush parameter that does little to differentiate large-scale plant groups for any group except Sphagnum mosses (Fig. 2A). Some species exhibit a high degree of genetic control over their n-alkane distributions, such that different plants growing in different locations can have relatively similar patterns of n-alkane distribution, e.g. the almost exclusive production of C27 by Fagus sylvatica leaves (Gülz et al., 1989; Lockheart et al., 1997; Tu et al., 2007; Sachse et al., 2009; this study). However, other species have been shown to have variable nalkane distributions across different environments, limiting the usefulness of n-alkane profiles in chemotaxonomy (Dodd and Poveda, 2003; Vogts et al., 2009). Because the leaf wax is a plant’s first barrier to the external environment, it is reasonable to hypothesize that the composition of that wax, including the n-alkanes, would be controlled to some degree by environmental adaptation and therefore plastic in response to external conditions (Shepherd and Griffiths, 2006). This plasticity would contribute to the observed variation and lack of differentiation among plant groups. Regarding CPI, the vast majority (but not all) of measured modern plants have values greater than 1 (Fig. 2B), meaning that odd chain lengths are more abundant than even chain lengths. Perhaps not surprisingly, a reasonable cut-off for determining a relatively unmodified terrestrial plant source for sediment n-alkanes appears to be a CPI of 1 or greater (Douglas and Eglinton, 1966), and a more rigorous threshold might be 2 or greater, as the majority 172 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 of modern plants (81% of 1723 measurements) fall above 2. However, in light of the tremendous diversity of CPI values in modern plants, it seems prudent to use CPI as an indicator of terrestrial plant origin in a more binary (either the nalkanes are faithful to the original plant source or they are not) sense rather than interpreting along a spectrum of values. It seems especially difficult to apply sedimentary CPI values in any quantitative way towards determining the degree of n-alkane degradation as in Buggle et al. (2010) and Zech et al. (2013), although they may still qualitatively indicate thermal maturity in oils and petroleum source rocks (Bray and Evans, 1961). The use of CPI in combination with n-alkane ratios to estimate the n-alkane contributions of graminoids and trees (discussed in Section 4.3), e.g. following Zech et al. (2009), should be viewed with particular caution or even be disregarded due to the extreme variability and overlap in these parameters in modern plants (Fig. 2). Lastly, both deciduous and evergreen gymnosperms produce, on average, much smaller quantities of n-alkanes per unit leaf mass than do angiosperms. It was observed previously that in some individuals of the gymnosperms Pinaceae and Cupressaceae, n-alkanes constituted only 1% of leaf wax (Herbin and Robins, 1968; Chikaraishi et al., 2004), while leaf waxes of some angiosperm species were over 90% n-alkanes (Herbin and Robins, 1969; Dove, 1992). Diefendorf et al. (2011) also found in their measurements of leaf n-alkanes from Pennsylvania, Wyoming, and Panama that angiosperms consistently produced more n-alkanes than gymnosperms. Here we expand on these findings by demonstrating this difference across 274 species and a range of plant families and locations (from Africa, Europe, Australia, and South America) (Fig. 4). This finding in modern plants fits with the observation by Lockheart et al. (2000) and Otto et al. (2005) that gymnosperm fossils had smaller amounts of n-alkanes than did angiosperm fossils from the same localities. For paleoecological applications, this difference in n-alkane production means that even for an ecosystem with a minority of angiosperms and a majority of gymnosperms, angiosperms would likely be the dominant source of in situ sediment n-alkanes in the local soil organic matter. For example, if we consider an ecosystem that is 90% gymnosperm and only 10% angiosperm and we use the average amounts of n-alkanes reported for each group here (510 lg n-alkane/g dry leaf in angiosperms and 16 lg in gymnosperms, excluding the outlying Podocarpus measurement, Fig. 4), the mixed sedimentary n-alkanes would be roughly 22% gymnosperm and 78% angiosperm in origin. If we consider an ecosystem that is an even mix of angiosperms and gymnosperms, angiosperms would produce 97% of the total n-alkane signal. The difference in n-alkane production between angiosperms and gymnosperms observed here for total n-alkanes is of a similar magnitude to that reported by Diefendorf et al. (2011). Sphagnum mosses appear to produce n-alkanes in their tissues in greater quantities than most gymnosperms, but still less than those of angiosperm leaves (Pancost et al., 2002). Inferences of plant cover from distributions and stable isotope ratios of n-alkanes often implicitly assume that plants contribute n-alkanes in direct proportion to their biomass (e.g. Nichols et al., 2006; Smith et al., 2007; Diefendorf et al., 2010). However, the demonstrated difference in n-alkane production by angiosperms and gymnosperms requires careful interpretation of n-alkanes from sedimentary archives (Fig. 4; Diefendorf et al., 2011). Although n-alkane production in Sphagnum and angiosperms appears to be more similar, additional data on absolute amounts of n-alkane chain lengths in modern plants (lg n-alkane/g dry leaf) in woody, herbaceous, and Sphagnum-dominated ecosystems are needed. 4.3. n-Alkane chain lengths as grass and woody plant proxies The initial studies that are often cited in support of the C31/C29 grass/woody plant comparison make no mention of grasses separate from other terrestrial plants, but rather focus on terrestrial plants as a group in comparison with aquatic plants or peat (Cranwell, 1973, 1984; Cranwell et al., 1987). The compilation of published data and new analyses presented here demonstrate that both graminoids and woody angiosperms produce C29 and C31 in abundance relative to other n-alkane chain lengths (Fig. 6A), and the ratios of these two compounds are highly variable and overlapping between these groups (Fig. 2D). Therefore, C29 and C31 cannot serve as generalized proxies for separating grasses and woody plants. The ternary diagrams demonstrate visually the large amount of variation within the groups, especially in woody angiosperms, as well as the overlap of graminoids and woody angiosperms (Fig. 5A and B). Discriminant analyses using C29 and C31, with or without C27, are at worst little better than random guessing at correctly identifying graminoids and woody angiosperms by their chain-length abundances (49% for temperate plants, 58% correct globally) and are at best 75% accurate for tropical regions (Table 2), mostly because of the large amount of variation in woody angiosperm n-alkane abundances. A possible exception is the regional grouping of SubSaharan graminoids, which appear to be distinguishable based on C29 and C31 relative abundances (Table 2C, Fig. 5B). However, this apparent association between chain lengths and plant groups may instead reflect the influence of environment concealed by inadvertent sampling bias. Most of the sub-Saharan graminoids are C4 plants that are adapted to hot, dry environments (Rommerskirchen et al., 2006). By comparison, many of the woody angiosperm observations are drawn from a greater diversity of environments (hot and dry as well as cooler and wetter, e.g. Vogts et al., 2009). It seems plausible that the greater predominance of longer chain lengths (C31, C33, and C35) in graminoids than in woody angiosperms in Africa (Figs. 5B, D, F and 6) could be a more direct reflection of local climatic influences such as aridity than of the plant groups per se (Rommerskirchen et al., 2006). To evaluate this possibility, we examined the n-alkanes from woody angiosperms sampled from both African rainforest and savanna biomes in the study by Vogts et al. (2009). Savanna woody angiosperms have relative abundances of the longer chain lengths (C31, C33, and C35 relative to C29 and C27) similar to the C4 graminoids and forbs (Fig. A-3). In contrast, rainforest woody plants group separately from R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 the savanna woody angiosperms, graminoids, and forbs, suggesting that climate could be the controlling factor rather than woody versus herbaceous life habit (Fig. A-3). Furthermore, when considering only woody angiosperms (i.e. controlling for plant type), a discriminant analysis using C29 and C31 is able to correctly identify plants from the two separate biomes (rainforest and savanna) with 86% accuracy (Table A-4). Interestingly, C35 relative to C29 and C27 appears to largely separate graminoids and forbs from savanna woody angiosperms (Fig. A-3C), but further investigation is required to determine whether this pattern reflects plant type or differences in microclimates within the savanna (e.g. woody species sampled from riparian environments). African graminoids may occupy a more restricted range of chain-length distributions (Fig. 5), similar to savanna forbs and woody plants and in contrast to rainforest woody plants (Fig. A-3), because their environmental range is more restricted (i.e. to warmer, more arid environments) than woody plants, which can be found in some capacity in almost any environment. Other studies have also suggested correlations between n-alkane chain lengths and environment (Kawamura et al., 2003; Rommerskirchen et al., 2003; Sachse et al., 2006). For example, Castañeda et al. (2009) examined several molecular proxies from sediment cores in Lake Malawi and showed that n-alkane chain length was correlated with temperature reconstructions and did not correlate with reconstructions of grass and woody plant dominance based on lignin phenolic compounds. Vogts et al. (2012) found that ACL values from marine sediments off the coast of western Africa correlated with continental aridity and that ACL-based reconstructions of C4 plant abundances matched d13C-based reconstructions. Studies of n-alkane distributions in living plants (Dodd and Poveda, 2003; Sachse et al., 2006), as well as studies of aeolian dust and marine sediments from the Atlantic and Pacific (Rinna et al., 1999), have found correlations between n-alkane chain lengths and latitude or altitude, suggesting instead that there may be a relationship between longer chain lengths and warmer, drier, or possibly more irradiated environments. 4.4. n-Alkane chain lengths as a Sphagnum proxy In contrast to the comparison between graminoids and woody plants, ratios of the shorter C23 n-alkane to either C27 or C29 appear to readily distinguish modern Sphagnum mosses from woody angiosperms. Indeed, it seems reasonable to expand this conclusion to encompass all non-Sphagnum terrestrial plants, including grasses, forbs, and gymnosperms, because of the lack of distinction among all of the other plant groups from one another (Fig. 2F). Sphagnum and woody angiosperms are largely distinguished from one another by the relative abundance of C23 (Fig. 5G): Sphagnum samples in the ternary diagrams have abundances greater than 25% C23, compared to C27 and C29, while most woody angiosperms (including the Ericaceae) have less than 10% C23. The results of the discriminant analyses utilizing C23 and C29 as well as C23 and C27 both showed 94% overall accuracy in correctly assigning groups to either Sphagnum 173 or woody angiosperm. Most woody angiosperms also have more C29 than C27, which supports the use of comparisons between C23 and C29 as a proxy for inputs of Sphagnum moss and woody plants (Nichols et al., 2006). However, submerged and floating aquatic plants have also been demonstrated to contain a relative abundance of C23 and C25 (Ficken et al., 2000; Mügler et al., 2008), and therefore, as in any consideration of ecological proxy indicators, the environmental context—e.g. of a Sphagnum-dominated bog or a lacustrine system lacking in Sphagnum but with aquatic macrophytes present—is crucial. Nonetheless, the data presented here demonstrate that for bog ecosystems, this is a useful proxy for estimating the proportion of n-alkanes from Sphagnum mosses or from woody plants (Nott et al., 2000; Nichols et al., 2010). 4.5. Implications for paleoecology From a paleoecological perspective, the consistency of nalkane chain-length patterns within mature leaves over time and canopy position validates the comparison of n-alkanes from modern plants with sediment or fossil n-alkanes that derive from leaves of unknown provenance. However, the tremendous range of CPI values in living plants makes any application for sediment CPI values beyond a rough qualitative assessment of source fidelity particularly problematic. Genetic controls clearly exert some degree of influence over the production of different n-alkane chain lengths, as demonstrated by chemotaxonomic studies (Vioque et al., 1994; Maffei et al., 2004; Medina et al., 2006; Bingham et al., 2010) and biosynthetic studies (Jetter et al., 2006; Kunst et al., 2006). Similarly, the relative abundances of n-alkanes appear to be relatively tightly controlled within a single plant, across both canopy and growing season (Fig. 1). Beyond the individual plant, it remains unclear why one plant group per se (e.g. graminoids or woody plants growing in the same environment) would favor production of one chain length over another. The variation in chain-length abundances within most groups is large, even when accounting for factors such as region and photosynthetic pathway (Figs. 2 and 5). This makes it inadvisable to use n-alkane chain-length abundances as chemotaxonomic indicators for broad plant functional groups, with the exception of Sphagnum mosses from peat bog ecosystems. Based on the modern plant data, ratios of chain lengths C27 or longer, such as C31/(C29 + C31), do not appear to be a robust proxy for separating grasses from woody plants. By contrast, C23 appears to generate a generally reliable proxy for Sphagnum mosses when compared against C27 or C29 as indicators of input from other terrestrial plants, which is consistent with the findings of others (Pancost et al., 2002; Nichols et al., 2006, 2010). With further investigation into the absolute quantities of n-alkanes produced per plant biomass and cover, it appears that these n-alkane chain lengths could potentially be a semi-quantifiable proxy for plant group cover in Sphagnum wetlands (Nichols et al., 2010) or for Sphagnum-sourced organic matter in river and marine sediments (Vonk et al., 2008; Vonk and Gustafsson, 2009). Environmental factors may play a role in the plasticity of n-alkane distributions and explain some of the variation 174 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 in large-scale plant groups. It is possible that climate can independently drive both plant community composition and n-alkane chain-length distribution, and that the two phenomena could be correlated without a direct causal relationship. Most sedimentary n-alkane archive studies report concurrent shifts in local climate and plant communities, e.g. the large climate shifts associated with glacial/interglacial cycles (Brincat et al., 2000; Zhang et al., 2006; Zech et al., 2009) and with the Paleocene-Eocene Thermal Maximum (Smith et al., 2007). It is difficult to disentangle whether the observed changes in n-alkane distributions through time are due to the direct influence of climate, based on the plastic response of n-alkanes to temperature or aridity, or to its indirect influence via climate-driven shifts in the local plant community. However, given the range of variation within plant groups, another possibility remains that shifts in sediment n-alkane distributions may reflect species turnover in plant communities that is de-coupled both from plant types and from a direct climate driver (e.g. due to succession, competition, etc.) Considering the low amounts of n-alkanes synthesized in gymnosperm leaves, the gymnosperm contribution to sediment n-alkanes may only rarely be significant (e.g. where pollen or leaf fossil evidence indicates a preponderance of gymnosperms in the local plant community). Future research would benefit from a determination of the environmental controls on biosynthesis of n-alkanes and the extent to which climate plays a role in determining n-alkane chain lengths in modern plants and sediments. canopy and growing season, and these findings validate the comparison between modern plant n-alkanes and n-alkanes from fossil soils and sediments derived from leaves of unknown provenance. Furthermore, consistent with other recent findings (Diefendorf et al., 2011 and references therein), the evidence here shows that angiosperms produce orders of magnitude more n-alkanes in their leaves than do gymnosperms: typically 100s to 1000s of lg n-alkanes per g dry leaf matter compared to 10s or less, respectively. We also demonstrate that n-alkane chain lengths can serve as useful chemotaxonomic proxies for the identification of Sphagnum mosses from other plant groups, but are unable to distinguish graminoids from woody plants, and that modern plants exhibit a tremendous range of n-alkane ratio and CPI values. Previous studies have suggested that n-alkane chain-length distributions may be influenced by environment, possibly in addition to genetic controls. Thus, it is possible that coherent patterns of n-alkanes in sediment records are not artifactual but rather may directly result from climate forcings, meaning that there is present potential for n-alkane chain-length distributions to serve as a paleoclimate proxy. However, this possibility must first be directly tested in modern plants and sediments. Examination into the biosynthetic controls on n-alkane production and the manifestation of n-alkane response to climatic influences will further elucidate the ecological interpretations possible with these valuable plant biomarkers. 5. CONCLUSIONS We thank the research and horticultural staff and especially Nyree Zerega and Celeste VanderMey at the Chicago Botanic Garden for their facilitation in sample collection. We are grateful to Sarah Feakins for sharing data, and to Ellen Currano, Anna Henderson, Phil Meyers, Scott Wing, and three anonymous reviewers for comments. Funding was provided by EPA Science to Achieve Results (STAR) Graduate Fellowship (to R.T.B.), research grants from the Plant Biology and Conservation graduate program at Northwestern University and the Chicago Botanic Garden (to R.T.B.), the Initiative for Sustainability and Energy at Northwestern (ISEN) (to R.T.B. and F.A.M.) and the Australian Research Council FT110100793 (to F.A.M.). n-Alkanes have been acknowledged for decades as useful biomarkers for terrestrial plants, and dozens of studies have examined the distributions of n-alkane chain lengths across hundreds of different plant species. Until now, however, most of these studies have focused on single taxonomic groups or geographic areas, and broad paleoecological interpretations have been based on a relatively narrow and incomplete set of modern data. Here, we find that in temperate trees n-alkane distributions are consistent across ACKNOWLEDGMENTS Table A-1 Results of discriminant analyses for graminoids and woody angiosperms using C27, C29, and C31. True plants are actual group assignments, while determined (Det.) plants are statistically assigned. The integer indicates the number of observations for each category, and the number in parentheses indicates the percentage for each category from the row total. The percentage in parentheses for the grand total indicates the percentage of correctly assigned plants for both groups. Det. Woody Ang. Total (A) All plants, classified using C27, C29, and C31 as discriminants True Graminoids 196 (66%) True Woody Ang. 287 (49%) Total 483 (54%) Det. Graminoids 102 (34%) 304 (51%) 406 (46%) 298 591 889 (56%) (B) Temperate plants (40°-60° latitude) True Graminoids True Woody Ang. Total 115 (63%) 104 (55%) 219 (59%) 69 (38%) 84 (45%) 153 (41%) 184 188 372 (53%) (C) Sub-Saharan African plants True Graminoids True Woody Ang. Total 55 (86%) 27 (31%) 82 (54%) 9 (14%) 60 (69%) 69 (46%) 64 87 151 (76%) R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 Table A-2 Average C31/(C29 + C31) ratios for plant types, including sample size (n) and standard deviation (SD). C31/(C29 + C31) n Average SD All plants Conifers Woody Angiosperms Graminoids C3 Graminoids C4 Graminoids 219 585 298 150 144 0.642 0.479 0.610 0.559 0.660 0.303 0.289 0.194 0.206 0.167 Temperate (40–55° latitude) Conifers Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Graminoids C3 Graminoids C4 Graminoids 170 188 60 128 184 125 57 0.643 0.484 0.359 0.542 0.555 0.553 0.556 0.314 0.257 0.283 0.223 0.196 0.210 0.164 87 64 1 63 0.399 0.731 0.645 0.732 0.270 0.113 – 0.114 158 83 75 46 18 27 0.418 0.291 0.558 0.601 0.664 0.551 0.292 0.310 0.191 0.177 0.151 0.179 Africa Woody Angiosperms Graminoids C3 Graminoids C4 Graminoids North America Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Graminoids C3 Graminoids C4 Graminoids Table A-3 Average C31/(C27 + C31) ratios for plant types, including sample size (n) and standard deviation (SD). C31/(C27 + C31) n Average SD All plants Conifers Woody Angiosperms Graminoids C3 Graminoids C4 Graminoids 219 581 298 150 144 0.689 0.685 0.770 0.790 0.749 0.295 0.341 0.197 0.205 0.186 Temperate (40–55° latitude) Conifers Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Graminoids C3 Graminoids C4 Graminoids 171 188 60 128 184 125 57 Africa Woody Angiosperms Graminoids C3 Graminoids C4 Graminoids North America Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Graminoids C3 Graminoids C4 Graminoids 87 64 1 63 154 79 75 46 18 27 0.684 0.693 0.516 0.776 0.757 0.794 0.680 0.579 0.792 0.826 0.791 0.646 0.498 0.803 0.748 0.896 0.641 0.310 0.319 0.342 0.272 0.217 0.208 0.211 0.338 0.134 – 0.135 0.387 0.435 0.250 0.235 0.125 0.237 175 Table A-4 Results of discriminant analyses for African rainforest versus savanna woody angiosperms from Vogts et al. (2009). True plants are actual group assignments, while determined (Det.) plants are statistically assigned. The integer indicates the number of observations for each category, and the number in parentheses indicates the percentage for each category from the row total. The percentage in parentheses for the grand total indicates the percentage of correctly assigned plants for both groups. African woody angiosperms, classified using C29 and C31 as discriminants True Rainforest True Savanna Total Det. Rainforest Det. Savanna Total 22 (92%) 8 (18%) 30 (43%) 2 (8%) 37 (82%) 39 (57%) 24 45 69 (86%) Table A-5 Average C23/(C23 + C27), C23/(C23 + C29), and C23/(C23 + C31) ratios for woody angiosperms and Sphagnum mosses, including sample size (n) and standard deviation (SD). C23/(C23 + C27) Temperate (40–55° latitude) Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Sphagnum C23/(C23 + C29) Temperate (40–55° latitude) Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Sphagnum C23/(C23 + C31) Temperate (40–55° latitude) Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Sphagnum n Average SD 188 60 0.089 0.132 0.157 0.183 128 47 0.069 0.773 0.139 0.120 188 60 0.071 0.099 0.166 0.153 128 47 0.057 0.728 0.170 0.171 185 57 0.112 0.180 0.234 0.240 128 47 0.081 0.608 0.225 0.229 Table A-6 Average C25/(C25 + C27), C25/(C25 + C29), and C25/(C25 + C31) ratios for woody angiosperms and Sphagnum mosses, including sample size (n) and standard deviation (SD). C25/(C25 + C27) Temperate (40–55° latitude) Woody Angiosperms Woody Angiosperms (excl. Ericaceae) Ericaceae Sphagnum C25/(C25 + C29) Temperate (40–55° latitude) Woody Angiosperms n Average SD 188 60 0.210 0.248 0.173 0.199 128 47 0.193 0.747 0.158 0.089 188 0.139 0.203 (continued on next page) 176 R.T. Bush, F.A. McInerney / Geochimica et Cosmochimica Acta 117 (2013) 161–179 APPENDIX A. Table A-6 (continued) Woody Angiosperms (excl. Ericaceae) Ericaceae Sphagnum C25/(C25 + C31) Temperate (40–55° latitude) Woody Angiosperms Woody Angiosperms (excl. 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