www.nature.com/scientificreports OPEN Environmental factors controlling the distributions of Botryococcus braunii (A, B and L) biomarkers in a Received: 10 January 2018 subtropical freshwater wetland Accepted: 17 May 2018 Published: xx xx xxxx 1,2 3 2,4 Ding He , Bernd R. T. Simoneit & Rudolf Jaffé Here we report the molecular biomarker co-occurrence of three different races of Botryococcus braunii (B. braunii) in the freshwater wetland ecosystem of the Florida Everglades, USA. Thespecific biomarkers include C –C botryococcenes for race B, C –C n-alkadienes and n-alkatrienes for race A, and 32 34 27 32 lycopadiene for race L. The n-alkadienes and n-alkatrienes were present up to 3.1 and 69.5 µg/g dry weight (dw), while lycopadiene was detected in lower amounts up to 3.0 and 1.5 µg/g dw in periphyton and floc samples, respectively. Nutrient concentrations (P and N) did not significantly correlate with the abundances of these compounds. In contrast, n-alkadienes and n-alkatrienes were present in wider diversity and higher abundance in the floc from slough (deeper water and longer hydroperiod) than ridge (shallower water and shorter hydroperiod) locations. n-Alkadienes, n-alkatrienes, and lycopadiene, showed lower δ C values from −40.0 to −35.5‰, suggesting that the source organisms B. braunii at least partially utilize recycled CO ( C depleted) produced from OM respiration rather than atmospheric CO ( C enriched) as the major carbon sources. e g Th reen alga B. braunii is widely distributed in aquatic ecosystems, especially lakes and ponds . The Botryococci are known to contain high amounts of a remarkably diverse range of unusual hydrocarbons, such as botryo- coccenes, n-alkadienes and n-alkatrienes, C monoaromatic compounds including lycopadienes and related 2–5 oxygenated compounds that provide source diagnostic information . While the C –C n-alkadienes and 23 33 5–7 n-alkatrienes, and squalenes (less specific) were reported as indicators of race A of B. braunii , botryococcene (C –C ) related lipids and methylated squalenes (C –C ) were believed to be specific biomarkers biosynthe- 30 37 31 34 2,4,5 8–10 sized by race B of B. braunii . In contrast, race L contains isoprenoid structures related to lycopadiene . These biomarker compounds, especially the saturated forms of botryococcenes and lycopadieneswell preserved in sed- 5,9 iments and rocks, were thus used as biomarkers for paleoreconstructions . th e Flo Th rida Everglades is the largest, subtropical freshwater wetland in the United States. Since the early 20 century it has been drained significantly because of structural modifications for flood control, urban and agri- cultural development, which severely reduced its size, and over 5,000 km (50%) of the original landscape has been converted to agricultural and urban use during the last half century. Drainage of the wetlands resulted in shifts in the composition and distribution of vegetation cover, changes of the water quality and hydroperiod . Currently, the vegetation shifts along the Everglades landscape from sloughs (deeper water, longer hydroperiod) with emergent and submerged plants, to ridges (shallow water, shorter hydroperiod) with Cladium sp. dominated communities, and scattered tree islands dispersed throughout this landscape . Within this diverse distribution of plant species, periphyton mats, composed of abundant calcareous mixtures of diatoms, cyanobacteria and green 13,14 algae, are distributed widely throughout this ecosystem . In the Everglades, periphyton occurs primarily as benthic or floating mats instead of free floating phytoplankton. Thus, the suspended particulate organic matter is Institute of Environment & Biogeochemistry (eBig), School of Earth Science, Zhejiang University, Hangzhou, 310027, China. Marine Science Program and Southeast Environmental Research Center, Florida International University, Miami, FL, 33199, USA. Department of Chemistry, College of Science, Oregon State University, Corvallis, OR, 97331, USA. Department of Chemistry & Biochemistry, Florida International University, 3000 NE 151st St., North Miami, FL, 33181, USA. Correspondence and requests for materials should be addressed to D.H. (email: email@example.com) ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 1 www.nature.com/scientificreports/ Figure 1. Map of the study area and sampling locations across the Florida Everglades wetland ecosystem. Sampling sites are marked with black dots. The map figure was generated by using software Google Earth (open- access version: 184.108.40.2067) (data was available from Data SIO, NOAA, U.S. NAVY, NGA, GEBCO, Image@2017 TerraMetrics) and then drae ft d by using software CorelDRAW (Graphics Suite × 6, source ID: 017002) (http:// www.coreldraw.com/en/product/graphic-design-software). The sampling sites were located by using Global Positioning System (GPS). Surface Surface Floating Benthic Epiphytic Sampling Hydroperiod water TN water TP Periphyton Periphyton Periphyton a 2 c 2 c 2 c locations (day) (µM) (µM) (%/m ) (%/m ) (%/m ) b b WCA3 354 119.3 0.45 N.A. N.A. N.A. c c SRS1 357 73.00 0.35 34.4 19.7 57.5 c c SRS2 327 69.50 0.28 31.2 7.0 33.6 c c SRS3 296 60.70 0.37 9.0 4.2 26.5 c c TSPh2 223 34.78 0.20 3.6 44.6 42.2 c c TSPh3 N.A. 52.04 0.17 7.6 56.4 56.5 c c TSPh4 N.A. 27.48 0.20 N.A. N.A. N.A. Table 1. Environmental data among different sites in this study. Note: Data obtained from Saunders et al., b c 2015. Data from South Florida Water Management District. Data from FCE-LTER http://fcelter.fiu.edu/data. N.A. = not available. mostly found as flocculent material (floc), which consists of a non-consolidated layer of microorganisms, organic (detritus and disaggregated periphyton remains) and inorganic particles . Although B. braunii is distributed widely in aquatic ecosystems, especially in tropical oligotrophic freshwater to brackish lakes , the microfossils of Botryococcus have only been reported in soil cores of tree islands in the Everglades . A series of botryococcenes with carbon numbers from C to C were also detected in periphyton, 32 34 floc, surface and deeper soils across the Everglades wetlands , suggesting the existence of race B of B. braunii. Although individual races of B. braunii are widely distributed, reports of the co-existence of the different chemical races are rare. To our best knowledge, there is only one prior report of the co-existence of three races in a fresh- water crater lake . Here, we report the molecular characterization of various tracers of three races of B. braunii including botryococcenes, long chain n-alkadienes, n-alkatrienes, and lycopadiene in environmental samples of the Everglades ecosystem, examine their stable carbon isotopes, and discuss possible controlling factors including nutrients and hydroperiod on their distribution and abundances. Experimental Methods Sampling locations. e Th sampling sites for this study feature a gradient of nutrient and hydroperiod in the Everglades (Fig. 1; Table 1; http://fcelter.fiu.edu/data) . Briefly, Water Conservation Area 3 (WCA3) is located ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 2 www.nature.com/scientificreports/ Kovats Periphyton Floc retention Compounds indexes WCA3 (n = 4) SRS1 SRS2 SRS3 TSPh2 TSPh3 TSPh4 WCA3 (n = 86) SRS2 (n = 6) TSPh2 (n = 6) C 2630 — — — — — — — 347 (275) — 45 (52) 27:3 C 2643 — — — — — — — 103 (97) — — 27:2 C 2727 — — — — — — — 658 (493) — — 28:3 C 2744 — — — — — — — 168 (107) — — 28:2 C 2826 7981 (2457) — — — — — — 9838 (2587) 918 (573) — 29:3 C 2843 1957 (974) — 2887 169 129 694 — 1267 (871) 519 (369) 247 (189) 29:2 C 2923, 2927 — — — — — 361 — 4560 (3517) 1562 (975) 537 (371) 30:3 C 2941, 2965 — 1676 768 15 82 — 753 1505 (719) 584 (347) 129 (91) 30:2 C 3022 — — — — — — — 1377 (439) 1198 (813) 307 (254) 31:3 C 3040 4521 (721) 201 343 — — 1312 66 3434 (1027) — — 31:2 C 3070, 3110 — 129 — — — — — 2430 (1316) — — 32:2 Lycopadiene — 1121 (894) 44 1845 168 974 2970 513 — 91 (78) 69 (51) Table 2. Average concentrations of n-alkadienes, n-alkatrienes and lycopadiene detected in typical periphyton and floc across the Everglades freshwater wetlands (ng/g dw). Compounds listed according to sequential retention time. Note: all numbers are normalized by ng/g dw (sample); “−” = not determined. See Fig. 1 for locations and abbreviations of sample names; all retention indeces are calculated based on Rtx-1 column from Restek, USA. to the north of Everglades National Park (ENP),and has the longest hydroperiod and highest nutrient (P and N) levels among all freshwater sites. Sites SRS1 to SRS3 are located in the Shark River Slough within ENP, character- ized by intermediate hydroperiod and nutrient levels. Sites TSPh2–4 are located in the Taylor Slough within ENP, with lower hydroperiod and nutrient levels (Table 1). All these sites (SRS1–3 and TSPh2–4) are characterized by diverse aquatic vegetation and microbial communities . Sample collection and preparation. Periphyton and floc (regardless of ridge and slough environments) were collected from various locations across the Florida Everglades (Table 2). Additional floc samples were sam- pled from both ridge and slough environments, and during die ff rent times of the year from 2012 to 2014 within WCA3. Both submerged and floating periphyton were placed into Ziploc bags. Floc, surface soils were sampled 20,21 following the procedures as described previously . Both leaves and roots (when applicable) of the dominant plants such as Nymphaeaceae, Utricularia sp., Chara sp., Cladium sp., Eleocharis sp., Typha domingensis P., and Typha latifolia L. were randomly sampled from different locations within ENP and WCA3 . All samples were kept cool on ice during transport to the laboratory. The samples were transferred into pre-combusted glass jars and stored at −20 °C until further analysis. All samples were processed and analyzed as described previously . Briey fl , they were freeze-dried at −50 °C, then shredded and sieved through a 32 mesh (500 µ m) sieve to remove coarse material. Samples (1–3 g dry weight) were subjected to ultrasonic extraction three times (0.5 h each) with dichloromethane (DCM) (Optima, Fisher, USA) as solvent. Total extracts were concentrated and then fractionated by adsorption chromatography over silica gel. The aliphatic fraction and aromatic hydrocarbon fraction were eluted sequentially using n-hexane and hexane: toluene (3:1, v:v), respectively. Ziploc bags used for sampling were washed with n-hexane and the extracts were employed as control blanks and randomly analyzed to exclude external contamination. Bulk parameter analysis. Total nitrogen (TN) was measured by the high-temperature dry combustion method using a Carlo-Erba NA-1500 CNS Analyzer. Total P was analyzed with a Technicon Auto Analyzer II System (Pulse Instruments Ltd.), according to the standard method for orthophosphate P (EPA method 365.1). Bulk δ C values were also determined for floc samples using standard elemental analyzer isotope ratio mass spec- trometer (EA-IRMS) procedures , and reported with respect to the Vienna PeeDee Belemnite (VPDB) standard for carbon. Precision of the δ C measurements was ±0.10‰. Gas chromatography-mass spectrometry (GC-MS). GC-MS analyses were performed on a Hewlett-Packard 6890 GC fitted with a Rtx-1 capillary column (30 m, 0.25 mm ID, Restek, USA) interfaced to a HP 5973 MSD. Compounds were quantified by squalane as the internal standard, assuming a similar response factor. Kovats retention indexes (RI) were calculated following the formula: RI = 100 × (R −R )/(R − x n n+1 R ) + 100n, where x denotes the compound of interest, R denotes the GC retention time, and n and n + 1 denote the carbon number for the nearest n-alkane and (n + 1)-alkane eluting before and after x, respectively on the GC. e Th identification of individual compounds was based on the comparison with published mass spectra and interpretation of the mass spectra . Gas chromatography-isotope ratio mass spectrometry (GC-IRMS). The δ C values of individ- ual n-alkadienes, n-alkatrienes and lycopadiene were measured using a GC-IRMS system, which consists of a HP 6890 GC equipped with a Rtx-1 fused silica capillary column (30 m, 0.25 mm ID), a combustion inter- face (Finnigan GC combustion IV), and a Finnigan MAT delta Plus mass spectrometer . Between every three ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 3 www.nature.com/scientificreports/ Figure 2. GC-MS data for a typical periphyton (a) and floc (b) sample from SRS2, a typical periphyton (c) and floc (d) sample from TS2, and typical floc samples from WCA3a (e) and WCA3b (f) (aliphatic fraction, partial TIC trace). The n-alkadi(tri)enes, botryococcenes, lycopadiene and n-alkanes are indicated by blue circles, red diamonds, gray triangles and black dots, respectively. samples, three standard mixes containing squalane and C n-alkane (different concentrations as 30 ng/µ L, 100 ng/ µL and 500 ng/µL, with known δ C values for each compound) were analyzed to check instrument performance and also for correction purposes. A known amount of squalane was used as an internal standard. The δ C values are given in the per mil (‰) notation relative to the Vienna PeeDee Belemnite (VPDB) standard. The reproduci- bility of the GC-IRMS system was <0.5‰ for both standards and repeat analyses of selected samples (n = 3). Due to the co-elution of a few n-alkadiene or n-alkatriene isomers, and the relative lower concentration for some spe- cific non-dominant isomers, only compounds present in sufficient quantities (intensity above 1000 mVs) could 13 13 be accurately determined for reliable δ C values. Average values were reported if more than one δ C value was measured for isomers with the same carbon atom numbers. Data analysis. Environmental data across multiple locations was obtained from the Florida Coastal Everglades Long Term Ecological Research database (FCE-LTER; http://fcelter.fiu.edu/) and used for compar - ison with the abundance of the biomarker compounds (botryococcenes, n-alkadienes, n-alkatrienes, and lyco- padiene). Statistical analyses were performed using SPSS version 13.0 for Windows. Outliers were tested using the two-sided Grubbs test (P < 0.05). Significant correlations (P < 0.05) between floc physicochemical parame- ters and the biomarker compounds were determined using Pearson correlation. Significant differences between means of different groups of data were compared using the unpaired t-test (two-tailed, unequal variance). Results Identification of n-alkadienes, n-alkatrienes and lycopadiene. GC-MS analysis of the n-hexane eluted fraction from various periphyton and floc sample extracts showed the presence of n -alkadienes, n-alka- trienes and one lycopadiene (Fig. 2; Table 2). A total of 11 C to C n-alkadiene and n-alkatriene isomers eluting 27 32 between the C to C n-alkanes were tentatively identified and their Kovats indexes are also given (Figs 2a–f; 26 32 3a–k; Table 2). These compounds all exhibit a terminal double bond and one or two mid-chain unsaturations with both Z and E stereochemistry . The mid-chain double bond positions could be further identified based on dime- thyl disulfide adducts experiments , but this is not pursed in this present study. Generally, no carbon number predominance was found for these n-alkadienes and n-alkatrienes. Similar no odd or even carbon chain predomi- nance was observed in C –C mono-, di- and (to a lesser extent) tri-unsaturated n-alkenes reported in lacustrine 37 43 sediments . Lycopa-14,18-diene was identified based on its retention time and mass spectrum match with that in ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 4 www.nature.com/scientificreports/ Figure 3. Examples of mass spectra of typical n-alkadienes, n-alkatrienes and lycopadiene identified in this study. Compounds given according to sequential retention time. All identifications are tentative. 1,9 the literature (Fig. 3) . Another lycopadiene isomer with lower abundance was also identified (Fig. 3). A series of botryococcenes with 32 to 35 carbon atoms are detected in most periphyton and floc samples and elute between C to C n-alkanes, in agreement with a previous report (Fig. 2) . 26 29 Spatial distribution of n-alkadienes, n-alkatrienes and lycopadiene. A higher molecular diversity of n-alkadienes and n-alkatrienes was detected in floc compared to periphyton (Table 2). Specifically, only C and C n-alkadienes, and C n-alkatriene were found in periphyton samples, while C –C n-alkatrienes were 31 30 27 31 present in floc samples. Lycopadiene occurred in most of the periphyton samples, but rarely in floc samples. Floc samples (n = 86) from both ridge and slough locales within the WCA3 area and floc samples (n = 12) from SRS2 and TSPh2 were analyzed. The N and P (nitrogen and phosphorus) concentration of these floc samples were 9.7– 46.2 mg/g dw and 73–884 µ g/g dw, respectively. The total concentration of n -alkadienes and n-alkatrienes of these floc samples ranged from 135 to 6953 ng/g dw. Surprisingly, the abundance of the C n-alkatriene could be up to 2 times above that of the C n-alkane in the same sample (Fig. 2), which is in contrast with previous reports that n-alkadienes and n-alkatrienes usually show much lower abundances than the odd numbered n-alkane homo- logues . No significant correlations were observed (P > 0.05) between nutrient concentrations and the concentra- tions of each compound group or the total concentrations in floc (Fig. 4). In addition, no significant correlations were observed between surface water nitrogen and phosphorus concentrations, and abundances of n-alkadienes and n-alkatrienes among different locations across the freshwater wetland. Floc samples from ridge (n = 19) and slough (n = 12) environments (within 5 m distance) were analyzed from multiple years (2012 to 2014) within the WCA3 area. The concentrations of n -alkadienes and n-alkatrienes in the slough floc samples ranged from 2.0 to 69.5 µg/g dw (average as 13.9 µg/g dw). In contrast, the concentrations of n-alkadienes and n-alkatrienes in the ridge floc samples ranged from 0 to 6.6 µ g/g dw (average as 1.6 µ g/g dw; Fig. 4). The concentrations of n -alkadienes and n-alkatrienes were significantly higher in the slough than the ridge o fl c (unpaired student t-test, two tailed, P < 0.01). In addition, 8 transects were analyzed from slough to the ridge environments (n = 32) and obvious concentration decrease trends were observed (Fig. 4). Compound specific carbon isotopes of n-alkadienes, n-alkatrienes and lycopadiene. Compound specific stable carbon isotope analysis was performed on the dominant n-alkadienes, n-alkatrienes and lycopadi- ene. Due to incomplete GC resolution of some n-alkadiene or n-alkatriene isomers with the same carbon number, the δ C values are reported as averages for those compounds (mixtures of Z and E isomers). Significantly lower ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 5 www.nature.com/scientificreports/ Figure 4. Multiple possible controlling factors for the distribution of n-alkadienes and n-alkatrienes in floc samples. (a) n-alkadi(tri)ene concentration data vs. Total N concentrations; (b) n-alkadi(tri)ene concentration data vs. Total P concentrations; (c) average concentrations of n-alkadi(tri)enes across ridge to slough transects for location A within area WCA3; (d) average concentrations of n-alkadi(tri)enes across ridge to slough transects for location B within area WCA3. Note: the average concentrations of n-alkadi(tri)enes for Fig. 4c,d were based on four sampling events during Oct. 2012, Jan. 2013, Oct. 2013, and Jan. 2014, respectively. WCA3 SRS2 SRS2 WCA3 WCA3 WCA3 WCA3 floc floc 1 Periphyton Periphyton floc 2 floc 3 floc 4 a a a a Compounds (‰) (‰) (‰) (‰) (‰) (‰) (‰) C — — — −36.8 — — — 27:3 C — — — — — — — 27:2 C — — — −39.0 — −35.5 — 28:3 C — — — — — — — 28:2 C −36.8 — −37.6 −37.9 −38.0 −36.9 −37.5 29:3 C −38.3 −37.6 — −38.0 −36.7 −35.6 — 29:2 C — — — −37.5 −37.9 — — 30:3 C — −37.0 — −37.1 −40.0 — — 30:2 C — — — −37.0 −39.9 — — 31:2 C −37.4 — — −36.9 −38.2 — — 32:2 Lycopadiene −36.1 — −35.5 — — — −35.7 Table 3. Compound specific carbon isotope compositions of selected n-alkadienes, n-alkatrienes and lycopadiene in typical periphyton and floc samples. Note: denotes slough floc. “−” = not determined. δ C values were observed for the n-alkadienes, n-alkatrienes and lycopadiene (Table 2) than those of n-alkanes (−32.7 ± 1.8‰) and bulk samples (−30.7 ± 1.4‰). No significant differences in the averaged δ C values were observed between n-alkadienes and n-alkatrienes, whereas the averaged δ C values of the n-alkadienes and n-alkatrienes were lower than those of lycopadiene (Table 3). Discussion Co-occurrence of B. braunii (A, B, L) indicated by n-alkadienes, n-alkatrienes, and lycopadiene in the Everglades. Lycopadiene has been reported as a specific biomarker for race L of B. braunii , while botryococcenes have been suggested to derive from race B of B. braunii in the Everglades . n-Alkadienes and n-alkatrienes were not detected in floc and surface soil at the mangrove-dominated estuarine locations , nor 22,28 in the leaves or roots of dominant plant species across the Everglades ecosystem . n-Alkadienes and n-alka- trienes have been reported in insect wax lipids, but they usually cover higher carbon chain lengths up to C . ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 6 www.nature.com/scientificreports/ Odd numbered carbon (poly) unsaturated n-alkenes in the range C –C have been characterized in the chloro- 23 31 30 31 32 phyte Chlorella emersonii , the diatom Rhizosolenia setigera , and two marine eustigmatophytes . C , C and 29 31 C alkenes with one to four double bonds are also produced by some haptophytes, such as Emiliania huxleyi, 33–36 Isochrysis galbana, Gephyrocapsa oceanica and Chrysotila lamellosa . However, the n-alkadienes and n-alka- trienes detected in this study are all from only the freshwater wetland locations, and thus should not be derived from haptophytes. No significant correlations (concentration based) were observed between n -alkadienes, n-alk- atrienes, and the C HBI (highly branched isoprenoid) across the whole sample set (n = 98, P > 0.05), exclud- 20,37 ing cyanobacteria as the major source of n-alkadienes, n-alkatrienes detected . Therefore, we suggest that the n-alkadienes and n-alkatrienes detected in this study likely derive from the A race of B. braunii . Combining the botryococcenes and lycopadiene produced by the B and L races of B. braunii, the co-occurrence of three races (A, B and L) of B. braunii seems possible. No significant correlations exist among the abundances of biomarkers of different races of B. braunii , which could be caused by: (1) variations in the populations of each race of B. braunii across our study area, (2) differ - ences in the hydrocarbon concentration in each race, and (3) different physiological states for each race . Similar results have also been observed in another study . Mixtures of cis n-alkadiene and triene(s) or cis/trans dienes (without triene) covering the carbon chain range from C to C have been characterized in the A race of B. 25 31 3,6,7,38,39 braunii . Cis-dienes have been suggested to be produced via an elongation-decarboxylation mechanism 40 5 with oleic acid as the direct precursor . The L race of B. braunii can produce lycopadiene . Recently, the micro- fossils of B. braunii have been observed in soil cores of tree islands, and floc at WCA3 area in the Everglades , providing evidence for the existence of B. braunii in this ecosystem. Unfortunately, no specific race of B. braunii was described in previous studies. Lower δ C values were obtained for n-alkadienes, n-alkatrienes, and lycopadiene, which are similar to those observed previously for botryococenes , suggesting that these compounds are likely produced by B. braunii utilizing at least partially recycled ( C depleted) CO from organic matter degradation as their carbon sources 13 21 13 rather than atmospheric ( C enriched) CO . Similar lower δ C values have also been observed for C HBIs (for 2 20 cyanobacteria) in the freshwater Everglades periphyton and floc. Although the δ C values of the n-alkadienes and n-alkatrienes, to our best knowledge, have not yet been reported, the δ C values for the biomarkers of B. braunii 41 13 are diverse . The δ C values of botryococcenes (or botryococcanes) and lycopadiene-derived compounds are 9,18,41,42 43 reported from −37.4‰ to −10.6‰ and −29.0‰ to −21.0‰, respectively . Even though, Boreham et al. stated that the large range of δ C values may not be fully expressed due to differences of internal diffusion rates 13 43 of CO , this wide range of δ C values is at present not clear . Environmental controls of B. braunii biomarkers and their implications in the Everglades. Although B. braunii is known to be sensitive to environmental changes , and botryococcenes have been sug- gested to be applied as a proxy for eutrophication, the lack of correlations between nutrients and n-alkadienes and n-alkatrienes suggest that they seem not to be indicators for eutrophic conditions in this freshwater wetland. Actually, Botryococcus was also not suggested to directly reflect nutrient status of waters in the Everglades . In contrast to nutrients, hydroperiod seems to be one of the controlling factors for the distribution of n-alkadienes and n-alkatrienes. Significant higher abundances of n -alkadienes and n-alkatrienes were observed in the ridge than slough floc, which could be explained by the following reasons: (1) the A race of B. braunii has the ability to float due to its high lipid concentrations , which leads to its enrichment in the slough environ- ment ; and (2) more diagenetic degradation of n-alkadienes and n-alkatrienes occurs in the ridge environment due to stronger oxidation. In this study, n-alkadienes and n-alkatrienes were only observed in the floc at locations SRS2 and WCA3, in agreement with higher concentrations of botryococcenes reported at these two sites . This could be mainly attributed to longer hydroperiod (WCA3 and SRS2), and lower water flow velocities (WCA3), resulting in reduced floc transport (Table 1). The longer hydroperiod could induce sub-oxic or anoxic conditions in the o fl c layer, and thus decrease carbon mineralization rates. However, other factors may also contribute to the concentration difference among different sites, such as the composition of periphyton and these require further investigations (Table 1) . n-Alkadienes and n-alkatrienes were only detected in WCA3 slough soils/sediments (Fig. 3), but not in all SRS and TSPh sites, which could likely be due to: (1) a more complex microbial composition in periphyton 13,14 and floc compared to soils , (2) limited incorporation of periphyton and floc into soils, or (3) early diage- netic reworking or microbial degradation of these compounds by heterotrophs such as bacteria and fungi . Several sulfur-containing compounds and two thiophenes both with 20 carbon atoms (3-methyl-2-(3′,7′,11′- trimethyldodecyl)thiophene and 3-(4′,8′,12′-trimethyltridecyl)thiophene were detected in most of the floc sam- ples (data not shown), suggesting anoxic or sub-oxic conditions. If early diagenetic reduction of the unsatu- rations is one of the factors accounting for the absence of n-alkadienes and n-alkatrienes in all deeper soils/ sediments, part of the C –C n-alkanes detected in sediments of the Florida wetland could also be derived from 27 33 the n-alkadienes and n-alkatirenes . However, further investigation is needed. Lycopadiene was not detected in surface and deeper soils, likely due to: (1) a much lower amount of lycopadiene produced, or (2) diagenetic transformation of lycopadiene into higher molecular weight compounds . However, lycopadiene was reported 1 47 in a few studies including freshwater lake sediments from the Holocene and an oil shale from the Pliocene . In addition, a monoaromatic lycopane derivative was reported from the Messel oil shale , and kerogen fractions of 48 9 samples from oil shale layer 4 in the Eocene Huadian Formation, NE China . Adam et al. proposed that this compound could be a specific biomarker for race L of B. braunii in sediments deposited under freshwater and/or 9 1 brackish conditions . Though analyzing a Holocene freshwater lake sediment core, Zhang et al . suggested that n-alkadienes, botryococcenes and lycopadienes can survive in oxic sediments for several decades, and the down core variation in these lipids likely reflects changes in environmental conditions either favoring the bloom or near-extinction of B. braunii . However, this present study shows that botryococcenes were widely detected, and ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 7 www.nature.com/scientificreports/ n-alkadienes and n-alkatrienes were rarely present, while lycopadiene was not detected in the surface and deeper soils of this subtropical freshwater wetland. This possibly suggests either their general rapid diagenetic reworking, or more likely to a recent increasing contribution of Botryococcus-derived organic matter input in the Everglades. Further studies are needed to address the other factors controlling the distribution of these biomarkers in order to better use them as indicators of the B. braunii community structure in the Everglades. Conclusions A series of long chain n-alkadienes and n-alkatrienes, botryococcenes and a lycopadiene were detected in peri- phyton and floc across the freshwater wetlands of the Florida Everglades, USA, suggesting the co-existence of all three races of the green alga B. braunii (A, B and L). Similar low δ C values were observed for n-alkadienes and n-alkatrienes, lycopadiene and botryococcenes, suggesting that the source organisms (B. braunii) at least partially utilize recycled CO produced from respired organic matter rather than atmospheric CO as the carbon sources. 2 2 The concentrations and molecular distributions of these compounds were shown to decrease from floc to peri- phyton. n-Alkadienes, n-alkatrienes and lycopadiene were not found in soils, suggesting a recent contribution of these compounds likely due to the blooming of B. braunii. 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D.H. acknowledge support through National Science Foundation of China (41773098) and the “100 talent” start-up fund from the Zhejiang University (188020*194231701/008 and 188020-193810201/102 to D. He). This is contribution number 867 from the Southeast Environmental Research Center in the Institute of Water & Environment at Florida International University and contribution number 1 from eBig of the Zhejiang University. Author Contributions D. He and R. Jaé desig ff ned this study and performed the experiments. D. He performed most of the laboratory work and wrote the initial draft of the manuscript. Both B.R.T. Simoneit and R. Jaé co ff ntributed to streamlining of the manuscript and contributed to data interpretation. All authors worked on the manuscript revisions. Additional Information Competing Interests: The authors declare no competing interests. Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Cre- ative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not per- mitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. © The Author(s) 2018 ScIEntIfIc REpO R TS | (2018) 8:8626 | DOI:10.1038/s41598-018-26900-9 9
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