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Comparisons of stable isotope (C, H, N) signatures for revealing organic matter sources and trophic relationships in headwater streams

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We compared the efficacy of stable carbon, hydrogen, and nitrogen isotope ratios in identifying the resources used by insect consumers in headwater streams of southern California. We also compared gut contents with consumer stable isotope ratios and mixing model estimates of resource contributions to predator diet. Stable hydrogen isotope ratios (as δ²H) of algivores were well separated from ratios for detritivores, whereas relationships between stable carbon (as δ¹³C) and nitrogen (as δ¹⁵N) ratios of consumers and their expected diets were weaker and more ambiguous. δ²H values of primary consumers more strongly reflected the proportions of their gut contents consisting of algae than δ¹³C values. Τhe proportions of algivorous prey in predator gut contents increased with mixing model estimates of algivore contributions to predator diet using δ²H but not δ¹³C values. Our findings support the use of hydrogen isotope ratios in food web studies of streams in southern California and their potential use in assessing the effects of anthropogenic and natural disturbance on basal resource contributions to food webs that might not otherwise be identified using carbon isotope ratios.
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ARTICLE
Comparisons of stable isotope (C, H, N) signatures for revealing
organic matter sources and trophic relationships in headwater
streams
Henry M. Page, Scott D. Cooper, Sheila W. Wiseman, Danuta Bennett, Kristie Klose, Steven Sadro,
Craig Nelson, and Thomas Even
Abstract: We compared the efficacy of stable carbon, hydrogen, and nitrogen isotope ratios in identifying the resources used by
insect consumers in headwater streams of southern California. We also compared gut contents with consumer stable isotope
ratios and mixing model estimates of resource contributions to predator diet. Stable hydrogen isotope ratios (as
2
H) of algivores
were well separated from ratios for detritivores, whereas relationships between stable carbon (as
13
C) and nitrogen (as
15
N)
ratios of consumers and their expected diets were weaker and more ambiguous.
2
H values of primary consumers more strongly
reflected the proportions of their gut contents consisting of algae than
13
C values. he proportions of algivorous prey in
predator gut contents increased with mixing model estimates of algivore contributions to predator diet using
2
H but not
13
C
values. Our findings support the use of hydrogen isotope ratios in food web studies of streams in southern California and their
potential use in assessing the effects of anthropogenic and natural disturbance on basal resource contributions to food webs that
might not otherwise be identified using carbon isotope ratios.
Résumé : Nous avons comparé l’efficacité des isotopes stables de carbone, d’hydrogène et d’azote pour cerner les ressources
utilisées par des consommateurs d’insectes dans des cours d’eau d’amont du sud de la Californie. Nous avons également comparé
les contenus stomacaux aux rapports d’isotopes stables de consommateurs et a
`des estimations obtenues de modèles de mélange
des contributions de ressources au régime alimentaire de prédateurs. Les rapports d’isotopes stables d’hydrogène (
2
H)
d’alguivores étaient bien distincts des rapports de détritivores, alors que les relations entre les rapports d’isotopes stables de
carbone (
13
C) et d’azote (
15
N) de consommateurs et leurs régimes alimentaires attendus étaient plus faibles et plus ambiguës.
Les valeurs de
2
H de consommateurs primaires reflétaient plus fortement les proportions d’algues de leurs contenus stomacaux
que les valeurs de
13
C. Les proportions de proies alguivores dans les contenus stomacaux de prédateurs augmentaient parallèle-
ment aux estimations des modèles de mélange de la contribution d’alguivores au régime alimentaire de prédateurs obtenues en
utilisant les valeurs de
2
H, mais non les valeurs de
13
C. Nos constatations appuient l’utilisation des rapports d’isotopes
d’hydrogène dans les études des réseaux trophiques dans des cours d’eau du sud de la Californie et leur utilité potentielle pour
évaluer les effets de perturbations humaines et naturelles sur les contributions de ressources de base aux réseaux trophiques que
les rapports d’isotopes de carbone pourraient ne pas faire ressortir. [Traduit par la Rédaction]
Introduction
Terrestrial organic matter and stream algae are recognized as
the two most important sources of primary production fueling
stream food webs (Cummins 1974;Finlay 2001;Doucett et al. 2007;
Caraco et al. 2010). Although the general importance of terrestrial
plant and stream algal production to stream communities is well
known, quantifying the relative contributions of these basal re-
sources to food webs is challenging (e.g., Cummins and Klug 1979;
France 1996;Doucett et al. 1996). Consumer nutrition inferred
from gut contents is invaluable in describing recent diets (Cross
et al. 2013;Rosi-Marshall et al. 2016); however, the digestibility and
assimilation of different foods may vary, and consumer diets can
change over time, even within the same taxon, making inferences
about consumer nutritional support from only gut content anal-
yses problematic (Chapman and Demory 1963;Moore 1977;Mihuc
and Minshall 1995;Lancaster et al. 2005;Jardine et al. 2014).
Stable isotope analysis can provide additional and complemen-
tary insights into the contributions of terrestrial plant and stream
algal production to stream food webs. Generally, isotope ratios of
carbon are used to identify organic carbon sources (Finlay 2001;
McNeely et al. 2007;Ishikawa et al. 2012), whereas isotope ratios
of nitrogen are used to assist in this evaluation and to identify
trophic levels or positions (Vander Zanden and Rasmussen 1999;
Post 2002;Anderson and Cabana 2007). Stable carbon isotope ra-
tios provide a time-integrated signature of dietary support pro-
vided by different carbon sources and possess an advantage over
nitrogen isotopes in that trophic discrimination, the enrichment
of the consumer relative to the resource in the heavy isotope (
13
C
Received 19 July 2016. Accepted 13 February 2017.
H.M. Page, S.W. Wiseman, D. Bennett, and K. Klose. Marine Science Institute, University of California, Santa Barbara, CA 93106-6150, USA.
S.D. Cooper. Marine Science Institute, University of California, Santa Barbara, CA 93106-6150, USA; Department of Ecology, Evolution, and Marine
Biology, University of California, Santa Barbara, CA 93106, USA.
S. Sadro. Department of Environmental Science and Policy, University of California, Davis, CA 95616, USA.
C. Nelson. Marine Science Institute, University of California, Santa Barbara, CA 93106-6150, USA; Department of Oceanography, University of Hawai‘i at
Maˉnoa, Honolulu, HI 96822, USA.
T. Even. Department of Ecology, Evolution, and Marine Biology, University of California, Santa Barbara, CA 93106, USA.
Corresponding author: Henry M. Page (email: page@lifesci.ucsb.edu).
Copyright remains with the author(s) or their institution(s). Permission for reuse (free in most cases) can be obtained from RightsLink.
2110
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or
15
N), is smaller for
13
C values and, therefore, a better direct
indicator linking prey and consumers across trophic levels
(Peterson and Fry 1987;Post 2002). Mixing models using isotope
data can quantify the relative contributions of different resources
to consumer nutrition (Parnell et al. 2010;Layman et al. 2012).
The use of carbon isotope ratios to identify basal resource con-
tributions to aquatic food webs may be limited in some cases by
insufficient separation in carbon isotope end-member values
(typically <1.0‰–2.0‰, Jardine et al. 2009;Skinner et al. 2016) for
terrestrial detritus and algal basal resources. Insufficient separation
in end-member values makes descriptions of food web structure
using isotope biplots or quantitative mixing models challenging
(France 1996;Doucett et al. 1996,2007;Finlay 2001;McNeely et al.
2006;Ishikawa et al. 2012). Although the carbon isotope ratios of
leaf detritus, the principal allochthonous basal resource in stream
food webs, vary over a relatively narrow range (Finlay 2001), the
carbon isotope ratios of autochthonous algal biomass can vary
greatly (reviewed in Ishikawa et al. 2012). Variation in the carbon
isotope ratios of algae has been related to variation in the avail-
ability and isotopic signatures of aqueous CO
2
and dissolved inor-
ganic carbon and to factors that affect the fractionation of carbon
isotopes (
13
C/
12
C) during algal uptake, including algal productivity
and water current velocity (Doucett et al. 1996;Finlay et al. 1999;
Finlay 2004;Ishikawa et al. 2012).
Stable isotope ratios of hydrogen (as
2
H) may provide a com-
plementary or alternative tracer for use in food web studies (Estep
and Dabrowski 1980;Macko et al. 1983). Recent investigations
have suggested that isotope ratios of hydrogen provide more con-
sistent and clear end-member separation of terrestrial and algal
basal resources than isotope ratios of carbon in stream, river, and
lake environments (Doucett et al. 2007;Finlay et al. 2010;Cole
et al. 2011;Karlsson et al. 2012). Distinct isotopic separation be-
tween terrestrial and algal sources is achieved largely because of
the fractionation of hydrogen isotopes during evapotranspiration
of water from the leaves of terrestrial plants, causing isotopic
enrichment of the remaining leaf water, which is assimilated into
plant biomass during photosynthesis (Smith and Epstein 1970).
Although the use of hydrogen isotope ratios to trace allochtho-
nous and autochthonous sources of production in aquatic food
webs appears promising (Cole et al. 2006,2011;Doucett et al. 2007;
Finlay et al. 2010;Wilkinson et al. 2013,2015;Vander Zanden et al.
2016), the effectiveness of these ratios as a tracer may vary with
study system. For example, Jardine et al. (2009) reported less over-
lap of basal resource end-member values with carbon than with
hydrogen isotope ratios in streams in eastern Canada. In addition,
there are concerns about the effects of dietary water, as well as
trophic and tissue discrimination, on the hydrogen isotope values
of consumers (Macko et al. 1983;Solomon et al. 2009;Peters et al.
2012;Soto et al. 2013;Wilkinson et al. 2015;Vander Zanden et al.
2016). Relatively few studies have compared the use of stable carbon
and hydrogen isotope ratios as tracers in streams or, importantly,
examined the assumption that hydrogen isotope signatures reflect
consumer diets.
Preliminary data suggested that carbon isotope ratios could not
resolve sources of terrestrial versus aquatic production support-
ing food webs in the small headwater streams of southern Cali-
fornia (subwatershed areas <13 km
2
), necessitating the evaluation
of an alternative tracer for use in these systems. The streams of
southern California are located in a semiarid Mediterranean cli-
mate and are subject to natural (e.g., floods, drought) and anthro-
pogenic (e.g., fire, contaminants, exotic species, dams, diversions)
disturbances that affect the structure of stream communities and
food webs (Cooper et al. 2013,2015;Verkaik et al. 2013).
In this study, we provide new information on the stable carbon,
hydrogen, and nitrogen isotope ratios of primary and secondary
insect consumers in the streams of semiarid southern California.
We explore the hypothesis that stable isotope ratios of hydrogen
provide more distinct separation in isotopic end-member values
between terrestrial detritus and stream algae-based resources
than carbon or nitrogen isotope ratios, and thus are more useful
in identifying the relative contributions of these resources to the
food webs of southern California streams. Because of potential
overlap in the carbon isotope signatures of terrestrial detritus and
stream algae, we also hypothesized that hydrogen isotope ratios
would provide better agreement with recent diets, as determined
from gut content analyses, than carbon isotope ratios for both
primary consumers and predators. Because the isotope ratios of
consumer tissues are assumed to reflect those of their diets inte-
grated over time, tissue values may not necessarily reflect the
isotopic signatures of recently consumed food items. Neverthe-
less, a concordance between isotope ratios and diets assessed by
gut content analysis can provide ancillary support that isotope
ratios reflect dietary sources (Peterson 1999). Although gut con-
tent data have been compared with data on stable isotope ratios of
carbon and nitrogen (e.g., Mihuc and Toetz 1994;Lancaster et al.
2005;McNeely et al. 2007), no studies, to our knowledge, have
explored these relationships for hydrogen isotope ratios.
Materials and methods
Study streams
We measured the stable carbon, nitrogen, and hydrogen iso-
tope ratios of basal resources and a diverse array of invertebrate
consumers in nine streams. The study streams drain independent
subwatersheds, ranging in area from 3to13km
2
, on the south
side of the Santa Ynez Mountains (Santa Barbara County, Califor-
nia, USA), a steep, coastal mountain chain separated from the
Pacific Ocean by a narrow coastal plain. The Santa Ynez Moun-
tains have a Mediterranean climate, with mean annual rainfall
ranging from 45 cm·year
−1
at sea level to 100 cm·year
−1
in the
mountains, with nearly all rain falling between November and
March. The drainage basins for our sites largely occurred above
developed areas (<4% urban and <6% agricultural). Wetted chan-
nel width at base flow averaged 2to5minourstudy streams
and early summer water velocity ranged from 0.02 to 0.10 m·s
−1
in
pools and from 0.06 to 0.36 m·s
−1
in riffles. NO
3
-N concentrations
at the time that samples were collected for isotope analysis
ranged from 5 to 184 mol·L
−1
across streams, with the highest
value from Mission Creek.
Riparian canopy cover at our study sites ranged from 27% to
98%. Riparian vegetation was dominated by white alder (Alnus
rhombifolia), California laurel (Umbellularia californica), coast live
oak (Quercus agrifolia), willow (Salix spp.), and California sycamore
(Platanus racemosa). The riparian vegetation bordering two of our
study streams in larger (10 km
2
) subwatersheds (Mission and San
Antonio creeks) had burned approximately 1 year prior to our
sampling, whereas upland, but not riparian vegetation, burned in
the catchment of another study site (Rattlesnake Creek). Our
stream sites represented a subset of sites sampled in a larger study
that explored the effects of wildfire on stream community struc-
ture and food webs (see Cooper et al. 2015 for a more detailed
description).
Sampling design: basal resources and consumers
We collected samples of basal resources (conditioned leaves,
algae, fine particulate organic matter) and invertebrates from the
major functional feeding groups for stable carbon, nitrogen, and
hydrogen isotope analysis, as well as invertebrates for gut content
analyses, from pool and riffle habitats separately in nine streams
in June 2010, approximately 2 months after the last rains of the
wet season.
Conditioned leaves of A. rhombifolia,U. californica,Q. agrifolia,
Salix spp., and (or) P. racemosa were collected from stream bottoms
with Surber samplers at each site, and a subset was subjected to
stable isotope analysis. Macroalgae (primarily Cladophora spp.)
were collected by hand from hard substrata (cobbles, boulders,
Page et al. 2111
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bedrock). Benthic microalgae, although sampled, were not used
in our analysis because samples contained substantial amounts
of detritus based on microscopic examination. Previous studies
showed that microalgae were more enriched in deuterium (
2
H)
than Cladophora spp. (Finlay et al. 2010) and “filamentous algae”
(Doucett et al. 2007), but all algae were well separated isotopically
from stream leaf litter. Fine particulate organic matter (FPOM)
was sampled by coring soft substrata (silt, sand, gravel, pebbles) to
a depth of 0.8 cm with the barrel of a syringe sampler (Davies and
Gee 1993). After agitation, elutriation, and mixing, suspended
FPOM in subsamples was filtered through GF/C glass microfiber
filters. Because FPOM samples from riffles did not contain suffi-
cient quantities of organic matter for hydrogen isotope analysis,
we used FPOM isotope values from pools to represent FPOM values
for both pool and riffle habitats. Macroinvertebrates for isotope
analysis were collected at each stream site using Surber samplers
(250 m mesh) and aquatic D-nets (1 mm mesh). For all basal
resources and invertebrates, samples were taken from five pools
and five riffles at each site, samples were combined by habitat
(pools versus riffles) and thoroughly mixed, and representative
subsamples were taken from these amalgamated samples.
All samples taken for stable isotope and gut content analyses
were stored frozen at −20 °C. The guts of individuals of common
primary and secondary consumer taxa, with the exception of chi-
ronomids, were removed and preserved in vials containing either
formalin (primary consumers) or ethanol (predators). Invertebrate
specimens without guts or entire chironomids were used for sta-
ble isotope analysis. Specimens of each taxon were not always
represented in samples from each stream.
Sample preparation and isotope analysis
In the laboratory, subsamples of leaves and macroalgae were
thawed and rinsed in deionized water to remove adhering mate-
rial. FPOM was removed wet from GF/C filters. Samples of leaves,
macroalgae, FPOM, and insects were dried in new glass scintilla-
tion vials without caps at 60 °C and ground (or gently crushed for
some small insect specimens) to a fine powder using a mortar and
pestle. The ground material was divided in half, and one portion
was analyzed for hydrogen isotopes while the other half was an-
alyzed for carbon and nitrogen isotopes. The number of insect
specimens processed varied by taxon depending on availability
and individual size; 10 to 100 individuals of each taxon from pools
versus riffles at each site were combined to obtain sufficient ma-
terial for analysis. Lipids were not removed from samples prior to
analysis, similar to earlier studies (Doucett et al. 2007;Finlay et al.
2010;Cole et al. 2011). The wide separation in hydrogen isotope
ratios between detritivores and detritus, on the one hand, and
algae and algivores, on the other hand, suggested that variation in
lipid content would not be an important driver of hydrogen iso-
tope patterns in our study (see also Wilkinson et al. 2015). This
assumption was further supported by the congruence between
gut contents and isotope mixing model estimates of resource con-
tributions to predator diets (see Results). However, because of
smaller differences in carbon isotope ratios between resources
and predators, we applied the correction for lipids recommended
by Skinner et al. (2016) based on C:N ratios (generally 4.0–4.5) to
data used in mixing model analyses (see below).
Isotopic analysis of ground samples or subsamples (typically
0.5 mg for hydrogen, 1 mg for carbon and nitrogen) was con-
ducted by the Facility for Isotope Ratio Mass Spectrometry (http://
ccb.ucr.edu/firms.html) at the University of California, Riverside,
using a thermochemical elemental analyzer interfaced to a Thermo-
Finnigan Delta V Advantage isotope ratio mass spectrometer (Thermo
Fisher Scientific Corp., Bremen, Germany). Hydrogen isotope ra-
tios are expressed as
2
H. The
2
H of non-exchangeable hydrogen
in all samples was measured using the comparative equilibration
method (Wassenaar and Hobson 2003;Kelly et al. 2009) with the
isotopic values normalized to the Vienna Standard Mean Ocean
Water – Standard Light Antarctic Precipitation scale. The follow-
ing standards were equilibrated with the samples and included in
each analytical run: Caribou Hoof Standard (
2
H = −197‰), Kudu
Horn Standard (
2
H = −54‰), and Spectrum Chemical keratin
(
2
H = −121‰) (Flockhart et al. 2013). The natural abundances of
carbon and nitrogen isotopes are expressed relative to the Pee Dee
Belemnite standard for carbon and atmospheric N
2
for nitrogen.
Variation in isotope values between replicate portions of the same
ground sample averaged 3.4‰, 0.1‰, and 0.2‰ for
2
H(n= 10),
13
C(n= 15), and
15
N(n= 15), respectively. Dividing these preci-
sion estimates by the differences in mean stable isotope ratios
between algivores and detritivores in Table 1 produces values of
3.5%, 3.0%, and 8.7% for hydrogen, carbon, and nitrogen signa-
tures in pools and 4.0%, 2.9%, and 7.7% for hydrogen, carbon, and
nitrogen signatures in riffles. Thus, although the absolute preci-
sion value was highest for hydrogen isotope ratios, relative preci-
sion for hydrogen isotopes was comparable to or better than the
Table 1. Mean (±1 SE)
13
C,
15
N, and
2
H values of basal resources, algivores, and detritivores in
Fig. 1 computed across study streams.
Habitat Category Taxon
13
C (‰)
15
N (‰)
2
H (‰)
Pool Algivores Baetis −31.8±1.0 (9) 2.3±0.9 (9) −209±8 (9)
Callibaetis −32.6±1.2 (4) 3.7±2.5 (4) −228±10 (4)
Eubrianax −30.9±1.3 (5) 1.9±1.7 (5) −192±7 (5)
Centroptilum −30.8±1.2 (5) 3.2±1.8 (5) −216±11 (7)
Mean −31.5 2.8 −211
Detritivores Paraleptophlebia −29.1±0.7 (7) 0.9±0.2 (7) −122±10 (7)
Lepidostoma −27.9±0.3 (8) −0.4±0.6 (8) −105±5 (8)
Mean −28.5 0.5 −114
Macroalgae Cladophora −34.3±2.3 (6) 1.2±1.8 (6) −217±9 (6)
Conditioned leaves Various −29.0±0.3 (9) −2.1±0.4 (9) −110±4 (9)
FPOM −26.4±0.7 (9) 1.3±0.5 (9) −95±4 (5)
Riffle Algivores Baetis −31.7±1.2 (7) 3.2±1.3 (7) −190±9 (8)
Eubrianax −32.8±2.5 (3) 2.5±3.1 (3) −187±2 (3)
Mean −32.3 2.9 −189
Detritivores Paraleptophlebia −29.4±1.2 (4) 1.0±0.6 (4) −115±6 (5)
Lepidostoma −27.7±0.3 (3) −0.4±0.3 (3) −92±1 (3)
Mean −28.6 0.3 −104
Macroalgae Cladophora −34.6±1.4 (6) 0.3±1.1 (6) −219±8 (6)
Note: FPOM, fine particulate organic matter. Sample size (number of streams for each isotope value) is shown in
parentheses.
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relative precision estimates for carbon and nitrogen isotope ratios
given the measured differences in mean stable isotope ratios be-
tween algivores and detritivores in Table 1.
Gut content analyses
We examined the gut contents of primary consumers and preda-
tors from our study sites to explore relationships between consumer
isotope values and recently consumed food items. Gut contents of
selected primary consumer taxa (Lepidostoma,Paraleptophlebia,
Baetis,Callibaetis,Centroptilum,Diphetor,Leucrocuta,Eubrianax,Simulium)
processed for isotope analysis (see above) were homogenized and
a subsample was removed to a microscope slide for the identifi-
cation, measurement, and enumeration of food items under a
compound microscope at 400× magnification. Counts were con-
verted to biovolumes using known geometric formulae for algal
taxa and fungi (Hillebrand et al. 1999). In addition, the slide area
occupied by leaf fragments or amorphous detritus was measured
and this was converted to a biovolume by multiplying the area by
the measured mean thickness (18.8 m) of detrital particles.
We also examined the gut contents of predatory invertebrate
taxa from pools and riffles. The gut contents of individuals of
predatory taxa were placed in a small dish and examined under a
dissecting microscope. Any prey body parts (mandibles, claws,
tarsi, labra, heads) were removed and placed in a drop of 100%
glycerol on a microscope slide. Body parts were identified to the
lowest practical taxonomic level (usually genus) under a com-
pound microscope by comparing them with photographs and il-
lustrations of body parts taken from known taxa. The number of
each taxon per gut sample was calculated as the rounded-up inte-
ger of the number of claws/6, tarsi/6, mandibles/2, heads, oper-
cula, or labra (whichever was greatest). Because left and right
mayfly mandibles were distinguishable, the number of mayfly
nymphs per gut was determined by the number of left mandibles,
right mandibles, or other body parts (as calculated above), which-
ever was greatest.
Statistical analysis
We used general linear models to test for significant separation
in stable isotope ratios (expressed as
2
H,
13
C, or
15
N) among
categories of resources and primary consumers (conditioned leaves,
FPOM, Cladophora, detritivores, algivores). The detritivore cate-
gory included two common taxa presumed to rely primarily on
terrestrial detritus and for which gut content data were available,
Lepidostoma (shredder caddisflies) and Paraleptophlebia (collector
mayflies). Many taxa in the subfamilies Orthocladiinae and Chi-
ronominae (family Chironomidae) are also considered detritivo-
rous (Armitage et al. 1997), but the enriched nitrogen isotope
ratios of chironomids collected in one creek (Mission) with ele-
vated nitrate levels (see Results) suggested that this group could
be using appreciable amounts of algae at some times or places. As
a consequence, the isotope results for the Orthocladiinae and
Chironominae are presented in Fig. 1, but these chironomids were
not considered resource specialists on leaves or algae and were
not included in the specialist primary consumer and predator
mixing model analyses (see below). The algivore category in-
cluded common taxa for which gut content data were available, i.e.,
mayflies of the Baetidae (Baetis,Callibaetis,Centroptilum) and larvae
of the beetle genus Eubrianax. Streams were treated as replicates
in analyses, with pools and riffles analyzed separately because
differences in current velocity and other factors between these
habitats could influence stable isotope ratios (Finlay et al. 1999,
2010).
Preliminary review of the isotope data suggested that values
varied with the subwatershed area of each stream site, similar to
Finlay et al.’s (2010) results. Therefore, we included subwatershed
area as a covariate in the analysis. When the linear model showed
no significant interaction effects of resource or consumer cate-
gory with subwatershed area, we used the Šidák test to identify
significant differences in isotope values between categories (e.g.,
leaves versus algae, detritivores versus algivores) for both pools
and riffles at a mean subwatershed area of 8km
2
. The Šidák test
adjusts pvalues in multiple pairwise comparisons to reduce type I
error (Day and Quinn 1989). If the interaction between category
and subwatershed was significant, we evaluated differences be-
tween resource and primary consumer categories at two covariate
values (5 and 10 km
2
basin areas, representing “small” and “large”
subwatersheds, respectively).
We tested for an effect of habitat (pool versus riffle) on the isotope
ratios of algivores (Baetis,Eubrianax) and detritivores (Lepidostoma,
Paraleptophlebia) that were collected in both habitats using a
paired ttest (pairing habitats for each taxon by stream). We used
regression analyses to explore relationships between stable iso-
tope ratios and gut contents. Proportion data were arcsine square-
root transformed prior to analysis, producing results similar to
those obtained with logit transformations. Statistical analyses
were performed using SigmaPlot 13 and SPSS 22.
Comparison of predator stable isotope ratios with predator
gut contents
To estimate the proportional contribution of algivorous prey to
predator diets using stable hydrogen and carbon isotope ratios,
we used the Stable Isotope Analysis in R (SIAR), a commonly ap-
plied statistical package that computes dietary contributions of
resources to a consumer using a Bayesian framework (Parnell
et al. 2010). The SIAR model includes variability in source, con-
sumer, and trophic enrichment in iterative model fittings to gen-
erate probability estimates of source proportions in consumer
diets. We used the “siarsolo” routine in SIAR because we did not
have within-stream estimates of variation in isotope ratio or di-
etary composition values for predators (one value per prey taxon
or group per stream).
For the algivore end-member in the SIAR model, we used mean
2
Hor
13
C values (and standard deviation) for individual algivo-
rous taxa (Baetis,Callibaetis,Centroptilum,Eubrianax) as replicates
from each stream. Based on the high proportion of algae in the gut
contents of these taxa (see Results), the isotope values of these
taxa also served as proxies for the isotope values of microalgae (as
in Vander Zanden and Rasmussen 2001;Finlay 2001,2004;Post
2002), which could not be determined directly because periphy-
ton samples contained considerable amounts of terrestrial detri-
tus that could not be removed by silicon centrifugation or other
methods prior to isotope analysis. For the detritivore end-
member, we used mean
2
H and
13
C values of Lepidostoma and
Paraleptophlebia, which had isotope values similar to those of con-
ditioned leaves and gut contents consisting almost entirely of
detrital particles (see Table 1;Fig. 1).
For carbon isotopes, we used a trophic enrichment factor (TEF)
of 0.4‰ ± 1.3‰ from prey to predator (Post 2002), whereas the lack
of consensus regarding trophic enrichment for hydrogen isotopes
(Vander Zanden et al. 2016) precluded the inclusion of a TEF for
hydrogen isotopes. Proportional algivore contributions to preda-
tor diets were modeled separately for hydrogen and carbon iso-
tope ratios and compared with proportions of algivore prey in
predator gut contents. For
2
H, solutions of the SIAR model for
algivore contributions to predator diet were highly correlated
with the solutions of a single-isotope two-source mixing model
(Fry 2006)(R
2
= 0.95, p< 0.001, SIAR algivore proportion = 0.75 ×
(two-source algivore proportion) + 0.12), but the outputs of SIAR
and single-isotope mixing models were not related when
13
C
values were used, because of greater overlap in prey end-member
values for
13
C than for
2
H (discussed below).
We also explored how incorporating environmental water into
the SIAR model affected our conclusions by varying the stable
hydrogen isotope ratios of stream water (
2
H
H2O
) and the propor-
tion of consumer tissue consisting of stream water hydrogen (
)
(Solomon et al. 2009;Wilkinson et al. 2015).
2
H
H2O
values for our
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study streams were not available. Given the proximity and similar
elevations of our study streams (Klose et al. 2015), we expected
that
2
H
H20
values would be similar among streams, as supported
by estimates of precipitation
2
H
H2O
based on the georeferenced
locations of study sites and the online tool Waterisotopes.org
(Bowen and Revenaugh 2003;Bowen et al. 2005). Estimated an-
nual precipitation
2
H
H20
values were similar across our study
area (−53‰ to −48‰, xˉ = −49‰) and comparable to
2
H
H20
values
reported for dry season flows measured in eight streams with
undeveloped watersheds in the Santa Monica Mountains, ap-
proximately 100 km south (Hibbs et al. 2012).
Some information is available on possible
values for shred-
ders (Lepidostoma) (0.12) and scrapers (0.06) from Finlay et al. (2010)
in Wilkinson et al. (2015). Modifying the method of Wilkinson
et al. (2015), we adjusted the detritivore and algivore
2
H end-
member values for each stream prior to mixing model calcula-
tions by adjusting for the contribution of environmental water
(
1
) as follows:
2
H
adjusted end-member
=[
2
H
end-member
−(
1
×
Fig. 1.
2
H,
13
C, and
15
N values of basal resources and specialist algivore and detritivore taxa from pool (left) and riffle (right) habitats of the study
streams. Streams are arranged, left to right, from smallest to largest subwatershed area (in parentheses, km
2
). Mean values for detritivores and
algivores from pools and riffles computed across streams are shown as dashed lines (from Table 1). Leaf and fine particulate organic matter (FPOM)
values are from pools only.
2114 Can. J. Fish. Aquat. Sci. Vol. 74, 2017
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2
H
H2O
)]/(1 −
1
). Because environmental water contributions
change with trophic level, we also adjusted
2
H values for each
predator (
2
H
predator
) as follows (modified from Wilkinson et al.
2015):
2
H
adjusted predator
=[
2
H
predator
−(
2
×
2
H
H2O
)]/(1 −
2
),
where
2
=1−(1−
1
)
2
. We compared unadjusted mixing model
results with results adjusted for three values of environmental
water
2
H (−45‰, −50‰, −55‰) reported by Hibbs et al. (2012) for
dry season flows and suggested from precipitation values at Wateri-
sotopes.
org, and for two levels of
1
, i.e., 0.1, representative of shredders
and scrapers, and 0.2, suggested as a default value when
is
unknown (Wilkinson et al. 2015). Proportional contributions of
algae-based resources to predator diet were then calculated using
the SIAR mixing model with algivore and detritivore end-member
and predator hydrogen and carbon stable isotope ratios.
Results
Isotope values of basal resources and specialist primary
consumers
Across all streams,
2
H values of conditioned leaves, FPOM, and
detritivores were enriched, on average, by 100‰ in pools and
80‰ in riffles compared with values for Cladophora and algivores
(Table 1;Figs. 1a,1b).
2
H values of algivores, but not of Cladophora
(p> 0.8), declined significantly with subwatershed area in pools
and riffles (pools: p< 0.002, R
2
= 0.76; riffles: p= 0.015, R
2
= 0.60,
n= 9).
2
H values of detritivores were not correlated with sub-
watershed area (p> 0.5).
In both pools and riffles,
2
H values of detritivores were signifi-
cantly enriched relative to values for algivores in accordance with
differences in the
2
H values of their expected food sources (pools:
resource-consumer category, p< 0.001, F
[4,28]
= 16.3, category ×
subwatershed area, p= 0.001, F
[4,28]
= 5.9; Fig. 1a; riffles: category,
p< 0.001, F
[4,26]
= 10.4, category × subwatershed area, p= 0.13,
F
[4,26]
= 2.0; Šidák post hoc test results in Table 2;Fig. 1b).
2
H
values of detritivores were not significantly different from those
for conditioned leaves and FPOM (Table 2).
2
H values of algivores
were not significantly different from values for Cladophora in
pools, but they were enriched relative to values for these algae in
riffles (Table 2).
In both pools and riffles,
13
C values also differed among basal
resources, detritivores, and algivores (pools: resource-consumer
category, p= 0.001, F
[4,32]
= 6.6, category × subwatershed area,
p= 0.06, F
[4,32]
= 2.5; Table 2;Fig. 1c; riffles: category, p= 0.05,
F
[4,28]
= 2.7, category × subwatershed area, p= 0.65, F
[4,28]
= 0.6;
Table 2;Fig. 1d). In contrast with the results for
2
H, there was no
significant difference in
13
C values between algivores and detri-
tivores or leaves in pools or riffles (Table 2;Fig. 1c). In both pools
and riffles, there were no significant differences in
15
N values
among resource-consumer categories, and there were no cate-
gory × subwatershed area interaction effects (pools: category,
p= 0.36, F
[4,31]
= 1.1, category × subwatershed, p= 0.51, F
[4,31]
= 0.8;
Table 2;Fig. 1e; riffles: category, p= 0.70, F
[4,27]
= 0.5, category ×
subwatershed, p= 0.51, F
[4,27]
= 0.8; Table 2;Fig. 1f). Algivores,
Orthocladiinae, and Chironominae in both pools and riffles were
enriched in
15
N in Mission Creek relative to other creeks, which
was associated with the appreciable
15
N enrichment of algae at
this site (Figs. 1e,1f).
There was no difference between pool and riffle habitats in the
isotope values (
2
H,
13
C, or
15
N) of detritivores (Lepidostoma,
Paraleptophlebia) or algivores (Baetis,Eubrianax)(pvalues > 0.1, n=9,
paired ttests).
Relationship between isotope ratios and gut contents of
primary consumers
2
H values of primary consumers from both pools and riffles
were negatively correlated with the proportions of gut contents
consisting of algae (Figs. 2a,2b). As expected, the gut contents of
Lepidostoma (shredders) and Paraleptophlebia (collectors) consisted
almost entirely of detrital particles (pools: 99.9% ± 0.1%, n=9;
riffles: 95.5% ± 2.5%, n=4,xˉ ± 1 SE), consistent with their enriched
2
H values (Figs. 2a,2b). Algae constituted a much higher propor-
tion of the gut contents (pools: 70% ± 3%, n= 11; riffles: 40% ± 3%,
n= 10) of algivores (Baetis,Callibaetis,Centroptilum,Eubrianax), con-
sistent with their more depleted
2
H values.
13
C values of pri-
mary consumers from pools also were negatively correlated with
Table 2. Significance (pvalue) of Šidák multiple pairwise tests comparing the stable isotope signatures (
2
H,
13
C,
15
N) of
basal resources and specialist primary consumers from pool and riffle habitats.
Pools Riffles
Cladophora Algivores Detritivores FPOM Cladophora Algivores Detritivores FPOM
2
H*
2
H
Cladophora Cladophora
Algivores 0.1, 1 Algivores 0.006
Detritivores 0.001 0.001 Detritivores 0.001 0.001
FPOM 0.001 0.001 1, 0.2 FPOM 0.001 0.001 0.5
Leaves 0.001 0.001 0.5, 0.8 0.6, 0.9 Leaves 0.001 0.001 1 0.5
13
C*
13
C
Cladophora Cladophora
Algivores 0.1 Algivores 0.7
Detritivores 0.001 0.1
Detritivores 0.02 0.4
FPOM 0.001 0.001 0.3 FPOM 0.001 0.001 0.2
Leaves 0.001 0.2
1 0.3 Leaves 0.001 0.06
1 0.3
15
N
15
N
Cladophora Cladophora
Algivores 0.9 Algivores 0.6
Detritivores 1
1
Detritivores 0.4
1
FPOM 1
0.8
1 FPOM 1
1
0.8
Leaves 0.6
1
0.6 0.8 Leaves 0.5
0.005 0.005
0.05
Note: FPOM, fine particulate organic matter.
*Category × subwatershed interaction effect significant (p< 0.05) in general linear model resulting in Šidák tests evaluated at subwatershed
areas of 5 and 10 km
2
, with pvalues provided for both subwatershed areas only if different. Significant differences (p< 0.05) identified in
pairwise tests are in boldface.
Result from pairwise test not consistent with known trophic relationships.
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the proportions of their gut contents consisting of algae, but the
relationship was weaker than that for
2
H(Fig. 2c) and not signif-
icant for consumers from riffles (Fig. 2d).
Trophic support of predators: comparison of isotope ratios
2
H values of common predator taxa declined with subwater-
shed area (pools: p< 0.001, R
2
= 0.80; riffles: p= 0.04, R
2
= 0.62, n=9;
Figs. 3a,3b). This analysis excluded the beetle Stictotarsus sp.,
which appeared to be a specialist predator on algivores based on
consistently depleted
2
H values. In the smallest streams,
2
H
values of predators in pools were generally similar to values for
detritivores and well separated from algivore values, suggesting
primary use of detritivorous prey in these streams (Fig. 3a). How-
ever, the dramatically lower values of damselflies of the genus
Archilestes in two larger streams with elevated nitrate concentra-
tions, and where the riparian vegetation had burned in a wildfire
(Mission and San Antonio creeks), suggested greater use of algivo-
rous prey at those sites (Fig. 3a; see also Cooper et al. 2015). These
patterns were less evident for predators sampled from riffles. No-
tably, stoneflies of the genera Isoperla and Calineura tended to have
depleted
2
H values in the four smaller streams where they oc-
curred, suggesting a greater use of algivorous prey by these stone-
fly predators than by other predators at those sites (Fig. 3b).
There were no relationships between
13
Cor
15
N values of
predator taxa from pools or riffles and subwatershed area
(pvalues > 0.1; Figs. 3c–3f). There was inconsistent separation
among streams between detritivores and algivores in
13
C (range
of separation, +0.5‰ to −7.7‰) and
15
N (+0.1‰ to +7.2‰) values,
although most predator
13
C values were similar to detritivore
values in the three smallest streams (Figs. 3c–3f). Predators were
more enriched in
15
N than detritivores (Figs. 3e,3fversus 1e,1f),
even in small streams, reflecting the trophic enrichment from
prey to predator expected with N isotopes (Vander Zanden and
Rasmussen 2001;Post 2002). However,
15
N values of predators in
Mission and San Antonio creeks also were enriched relative to
those in other streams (Figs. 3e,3f), suggesting the consumption of
algivores feeding on microalgae enriched in
15
N at these sites.
Trophic support of predators: mixing model estimates
versus gut contents
There was no difference between pools and riffles in the relation-
ship between either
2
Hor
13
C values of predators and the propor-
tions of algivorous prey in their guts (all habitat and habitat ×
proportion of gut contents consisting of algivores effects were not
significant, p> 0.2), so data from pools and riffles were analyzed
and presented together (Figs. 4a,4c).
2
H values of predators were
negatively correlated with the proportions of algivorous prey in
their guts (p< 0.001; Fig. 4a) and there was a positive correlation
between the percent algae-based contributions to predator diet,
as estimated using the SIAR model, and the proportions of
predator gut contents consisting of algivorous prey (p< 0.001;
Fig. 4b).
Including the possible effects of environmental water on prey
end-member and predator
2
H values prior to mixing model cal-
culations increased estimates of algae-based prey resource use
relative to uncorrected values by 6% to 16%, depending on the
and
2
H
H2O
values used (Table 3). Increasing environmental water
content (
) from 0.1 to 0.2 had a greater effect on mixing model
Fig. 2. Relationships between (ab)
2
H and (cd)
13
C tissue values and the proportion of algae in guts (algal biovolumes/algal + detrital biovolumes,
arcsine square-root transformed) for known detritivores (triangles: Lepidostoma,Paraleptophlebia), algivores (circles: Baetis,Callibaetis,Eubrianax,
Centroptilum), and other primary consumer taxa with variable diets (squares: Leucrocuta,Diphetor,Simulium) from pool (left) and riffle (right) habitats.
Linear regression equations (for significant relationships), coefficients of determination (R
2
), associated pvalues, and sample sizes are also shown.
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estimates than decreasing
2
H
H2O
values from –45‰ to –55‰
(Table 3). Despite the possible effects of environmental water on
mixing model results, the positive relationship between model
estimates of algae-based contributions to predator tissue sup-
port and the proportions of algivores in gut contents remained
highly significant across all combinations of
and
2
H
H2O
val-
ues (pvalues < 0.001, shown only for
=0.2,
2
H
H2O
= −55‰ in
Fig. 4b).
Fig. 3.
2
H,
13
C, and
15
N values of predator taxa from pool (left) and riffle (right) habitats of the study streams. Streams are arranged as in
Fig. 1. Values for detritivores (open bars) and algivores (solid bars) are shown for each stream where data were available.
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There was a weak relationship between predator
13
C values
and the proportions of their gut contents composed of algivorous
prey (p= 0.001, R
2
= 0.19; Fig. 4c). However, there was no relation-
ship between SIAR model estimates of algivore-based carbon con-
tributions to predator diets and the proportions of algivorous
prey in predator guts (p= 0.5; Fig. 4d).
Discussion
Stable hydrogen isotope ratios (
2
H) more consistently and
clearly distinguished algae and algivores from conditioned terres-
trial leaves, FPOM, and detritivores in our headwater streams than
did carbon isotope ratios (
13
C), with a mean
2
H separation
of >80‰ between algal and detrital resources and consumers
across habitats and streams. The correspondence between the
2
H
values of specialist primary consumers and their expected diets in
our small streams is congruent with comparisons of
2
H values
between consumers and their assumed food sources in streams in
northern California (Finlay et al. 2010). In that study, mean differ-
ences in
2
H values between algivorous invertebrates and algae,
and between detritivorous invertebrates and terrestrial detritus,
were much smaller (<5‰) than the differences between these two
feeding groups and food sources (>60‰).
There also was remarkably good agreement between our results
and those of Finlay et al. (2010) for the mean
2
H values of condi-
tioned leaves (−110‰ for our data versus −109‰ for Finlay et al.
2010), detritivores (pools, −108‰ versus −105‰), Cladophora (rif-
fles, −219‰ versus −225‰), and algivores (riffles, −189‰ versus
Table 3. Percentage difference in algae-
based contributions to predator diet
among Stable Isotope Analysis in R mixing
model estimates using measured algivore,
detritivore, and predator end-member
values compared with values adjusted for
environmental water using the different
and
2
H
H2O
values listed below (xˉ ± 1 SE,
n= 47 predator values).
2
H
H2O
(‰) 0.10 0.20
−45 7.3±0.8 16.1±1.6
−50 6.8±0.8 15.2±1.6
−55 6.3±0.8 9.2±1.4
Note:
, proportion of consumer tissue
consisting of stream water hydrogen.
Fig. 4. Relationships between the proportions of predator gut contents composed of algivorous prey (algivorous prey/algivorous + other prey,
arcsine square-root transformed) and (a)
2
H values of predator taxa; (b) SIAR mixing model estimates (±1 SD) of algivore contributions to
predator nutrition based on
2
H values of predator, algivore, and detritivore tissues for each stream (Figs. 1,3) (open points and solid line
represent unadjusted values; solid points and dashed line represent an example with values adjusted for environmental water (Table 3),
setting
1
= 0.2,
2
H
H20
= −55‰); (c)
13
C values of predator taxa; and (d) SIAR mixing model estimates of algivore contributions to predator
nutrition based on
13
C values of predator, algivore, and detritivore tissues for each stream. Regression lines were fit to data from pools and
riffles combined. Regression equations, coefficients of determination, associated pvalues, and sample sizes are also shown for significant
relationships.
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−175‰), despite differences in the riparian vegetation, consumer
taxa, and hydrological and other conditions between our study
sites. The close correspondence and wide separation in
2
H values
between specialist consumers and their food resources in our
study and that of Finlay et al. (2010) suggest that the effects of
trophic and tissue fractionation, and
2
H values of environmental
water, on body tissue
2
H values (Solomon et al. 2009;Wilkinson
et al. 2015) were similar between our sites and those of Finlay et al.
(2010).
In contrast, Jardine et al. (2009), working in streams in New
Brunswick, Canada, reported a smaller overall mean difference
and more variation in the separation of
2
H values in stream
“biofilm” versus leaves (alder) (mean difference±1SDof39.2‰ ±
31.2‰, all 31 sites, from Table 1, range from +15.9‰ to −109‰)
than found in our study and that of Finlay et al. (2010). Further-
more, the
2
H values for leaves and biofilm overlapped at more
sites than did
13
C values, precluding the application of mixing
models using
2
H data because of insufficient
2
H end-member
separation (as based on criteria of nonoverlapping standard devi-
ations around mean values). They suggested that local factors,
such as the chemistry and
2
H values of the water body, and
perhaps consumer lipid content, affected the relative effective-
ness of carbon and hydrogen isotope ratios in tracing food web
pathways at their sites.
Although the separation in
2
H values between algivore and
detritivore taxa was distinct in our study streams,
2
H values of
algivores declined with increasing subwatershed area and with
the loss of canopy cover owing to wildfire in two of the larger
subwatersheds (Mission, San Antonio, Cooper et al. 2015). Finlay
et al. (2010) also reported decreasing
2
H values with increasing
catchment area for filamentous green algae, diatoms, and herbiv-
orous caddisflies in northern California streams. One possible ex-
planation for this pattern is that the microalgae consumed by
algivores were more enriched in
2
H in the smaller than larger
streams. Finlay et al. (2010) proposed that such enrichment could
arise through greater fractionation of hydrogen isotopes during
photosynthesis or higher algal lipid concentrations, which are
depleted in deuterium (
2
H), in large than in small streams.
However, in our study,
2
H values of the filamentous macroal-
gae Cladophora did not decrease with subwatershed area, which
is inconsistent with this explanation.
Another possibility is that algivores consumed more detritus in
small than in large streams, congruent with McNeely et al.’s (2006)
results showing increasing algal biomass, and increasing propor-
tions of algae in the guts of some taxa, with increases in watershed
area. This possibility is also supported by studies showing flexibil-
ity in primary consumer diets, even within functional groups,
including scrapers or grazers, generally considered to be largely
algivorous, along stream or river continua (Rosi-Marshall et al.
2016;Collins et al. 2016). Until more information is available, re-
searchers using algivore
2
H values as proxies for the microalgal
end-member in mixing models need to consider that the
2
H val-
ues of microalgae may vary among streams and that algivores may
derive increased nutritional support from terrestrial detritus (ver-
sus algae) in small streams. Although some shredder or collector
taxa have been reported to consume large amounts of algae in
other systems (Rosi-Marshall et al. 2016), the detritivore taxa rep-
resenting the terrestrial end-member in our study were distinctly
detritivorous across streams, as evidenced by enriched
2
H values
that were widely separated from algivore values and by gut con-
tents consisting almost entirely of detrital particles.
In contrast with
2
H,
13
C values of basal resources, algivores,
and detritivores were not consistently well separated in all
streams. A lack of consistent separation in
13
C values among
basal resources (algae, coarse or fine particulate organic matter)
has limited the utility of carbon isotopes in tracing the sources
and fates of organic matter in freshwater ecosystems and has been
attributed to variation in the
13
C values of algae rather than
terrestrial detritus (France 1996;Doucett et al. 1996,2007;Finlay
2001;McNeely et al. 2006;Ishikawa et al. 2012).
13
C values of
terrestrial detritus vary over a relatively narrow range (e.g., con-
ditioned leaves: −29.0‰ ± 0.3‰, our study, Table 1; −28.2‰ ± 0.2‰
(±1 SE) in Finlay 2001), whereas
13
C values of algae and algivores
can vary widely with factors that affect the fractionation of carbon
isotopes during the uptake of CO
2
and dissolved inorganic carbon
by algae, such as algal productivity and aqueous CO
2
availability
(Finlay 2001).
Using nitrogen isotopes to trace trophic pathways also requires
sufficient and reliable separation in resource end-member values.
Nitrogen isotope ratios can be highly variable in time and space
owing to variation in the isotopic signature and availability of
dissolved inorganic N (DIN) assimilated by producers, changes in
the
15
N values of detritus during decomposition by microbes, and
variation in producer
15
N values resulting from anthropogenic
DIN inputs (Peterson 1999;Post 2002;Moore et al. 2014). In this
study, stable nitrogen isotope values were not consistently or
clearly different between different resource and primary con-
sumer categories. As a consequence,
15
N values were not useful
in identifying basal resource contributions to consumers in our
study streams.
Predators in Mission and San Antonio creeks, however, were
enriched in
15
N relative to predators in other streams, suggesting
the consumption of algivores feeding on microalgae with en-
riched
15
N values, engendered by increased light and nutrient
levels following a wildfire the year before (Cooper et al. 2015).
Interestingly, there also was some
15
N enrichment of the detriti-
vores, Lepidostoma and Paraleptophlebia (+2‰), in these two
streams.
15
N values of conditioned leaves were not enriched,
suggesting that these detritivores were deriving some nutri-
tional support from microbial cells that had incorporated DIN
(Hamilton et al. 2004). Variation in the
15
N values of predators
across streams emphasizes the importance of calculating incre-
ments in
15
N values from prey to predators for each stream
independently to assess the trophic level of individual taxa
(Vander Zanden and Rasmussen 1999;Post 2002) and also illus-
trates the potential use of
15
N to trace nutrient enrichment
effects through the food web (McClelland et al. 1997;Moore
et al. 2014).
There was better agreement (higher R
2
values) of
2
H than
13
C
values with recent consumer diets. One likely explanation for this
finding is the more consistent and greater separation of
2
H than
13
C values between algal and terrestrial basal resources across
streams. The better congruence of
2
H than
13
C signatures with
recent diets also could occur because of differences in isotope
turnover times, such as hydrogen isotopes turning over more
rapidly than carbon isotopes, as has been found for some verte-
brate tissues (Wolf et al. 2012), thus better reflecting recently con-
sumed food items. The concordance between consumer
2
H
values and gut contents supports conclusions regarding the rela-
tive contributions of algae and terrestrial detritus to primary con-
sumer diets and nutrition, but the time frame over which
2
H
values integrate past consumption is unknown (e.g., Jardine et al.
2005;McNeely et al. 2007;Li and Dudgeon 2008).
The efficacy of hydrogen isotope ratios in delineating food webs
in our streams was further supported by the significant correla-
tion between algivore contributions to predator nutrition, esti-
mated using a commonly applied Bayesian mixing model, and the
proportions of algivorous prey in predator gut contents, a rela-
tionship that was unaffected by adjusting measured resource and
predator
2
H values for the possible effects of environmental wa-
ter. The variable and smaller separation of carbon isotope ratios
between algivores and detritivores resulted in a lack of agreement
between estimates of algivore contributions to predator diet us-
ing the mixing model and predator gut contents, and there was no
pattern of carbon isotope ratios with subwatershed area to indi-
cate better separation of end-members in larger catchments
Page et al. 2119
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For personal use only.
(Finlay et al. 2010). As a consequence, carbon isotope signatures
were not a consistent indicator of resource use by consumers in
our streams and were not reliable as a complementary tracer. Our
results indicate that individual streams need to be evaluated a
priori to determine whether sufficient separation exists in re-
source end-member values before specific stable isotopes are used
to delineate food web structure.
In conclusion, although the importance of allochthonous ter-
restrial organic matter subsidies and autochthonous algal produc-
tion to the food webs of streams is widely recognized, the ability
of stable carbon isotope ratios to quantify the relative contribu-
tions of these resources to higher trophic levels has been limited
in many cases. Our findings support the use of hydrogen isotope
ratios to trace the sources and fates of organic matter in the food
webs of small headwater streams of southern California, and
probably other streams in arid and semiarid climates and (or)
during drought (Doucett et al. 2007). Our results also support the
use of hydrogen isotope ratios in delineating food web structure
along longitudinal river continua (Finlay et al. 2010;Collins et al.
2016) and in evaluating food web responses to human activities
and natural disturbances that alter riparian shading, riparian in-
puts, and algal production, such as land use changes (logging,
livestock grazing, agricultural and urban development), wildfires,
and floods (Kiffney 2008;Wootton 2012;Cooper et al. 2013,2015),
producing more consistent and clearer results than those based
on carbon isotope ratios.
Acknowledgements
We thank Kristen Mollura for assistance in the laboratory and
Kyle Emery for discussion and comments on the manuscript. We
also thank Robert Sherwood of the Santa Barbara Botanic Garden,
Ralph Philbrick of the San Jose Trout Club, Terri Bowman of El
Capitan Canyon, the Land Trust for Santa Barbara County, and Jeff
Brinkman for assistance with obtaining access to study sites. This
research was supported by funding from the US National Science
Foundation (awards OCE-0620276, OCE-1232779, and DEB-0952599)
and the University of California Santa Barbara Academic Senate.
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... Because trout have strong impacts on predatory invertebrates in this system (Cooper, 1988;Wiseman et al., 1993), we expected a four-level trophic cascade where trout reduced invertebrate predators resulting in increased algivorous invertebrate density and decreased algal biomass, overriding the three-level trophic cascade leading from trout to algivorous tadpoles to algae (Power, 1990;Power et al., 2008;Figure 1a). In addition and as a refinement, we expected that taxa that were less vulnerable to trout predation and preferred trout habitat F I G U R E 1 Conceptual diagram showing hypothesised relationships among components of the (a) autochthonous and (b) allochthonous food webs in study streams based on gut and stable isotope analyses and previous experimental studies and surveys (Cooper, 1984a(Cooper, , 1988Cooper et al., 2015;Klose et al., 2015;Page et al., 2017). Arrows point from driver to response variables and double-headed arrows represent associations between variables. ...
... We used a similar procedure to determine associations between trout presence (vs. absence) and aggregate stream community met- Based on previous studies in our streams Page et al., 2017), we delineated two basic food webs commonly found in most stream ecosystems: an algal-based food web fuelled by in-stream algal production and a detritus-based food web supported by allochthonous leaf litter inputs (Figure 1a,b). In this system, grazers and collector-gatherers feed primarily on algae and are eaten, in turn, by invertebrate predators (primarily OCH taxa), with trout consuming both algivores and invertebrate predators. ...
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... Our understanding of the roles of allochthonous vs autochthonous organic matter (OM) to stream food webs and the roles that watershed land use, hydrology, and temporal variability play in the relative importance of these OM types has advanced significantly over the past few decades. Accurate assessment of nutritional resource use by stream macroinvertebrates is challenging because of heterogeneity in physical characteristics of streams, materials they transport (Muehlbauer et al. 2014), and land use and other anthropogenic activities (Lambert et al. 2017, Page et al. 2017. Habitat heterogeneity can influence the amount of autochthonous and allochthonous OM available to aquatic consumers, as can consumer functional feeding group (FFG) characteristics based on behavioral and morphological adaptations associated with mechanisms of acquiring nutrition (Cummins andKlug 1979, Cummins 2016). ...
... Most of the scrapers, filtering collectors, and collector-gatherers we included in our study were collected from riffles or runs, whereas many chironomids, shredders, and predators were collected from areas with slower-moving or pooled water. Macroinvertebrates collected from areas with increased water flow may have had access to more autochthonous OM such as periphyton and diatoms, whereas detrital-based resources may have been more accessible to macroinvertebrates inhabiting slow-moving or standing water (Sullivan 2013, Page et al. 2017. It may also be easier for scrapers, filtering collectors, and collector-gatherers to forage on and assimilate algae because these groups can be more selective about algal consumption given their feeding mechanisms (Rasmussen 2010). ...
... Headwaters are often shaded by riparian vegetation and have limited watersheds, which restrict dissolved nutrients (i.e., the river continuum concept, RCC; Vannote et al. 1980). Presumably, ammocoetes are more dependent on allochthonous (organic matter from terrestrial sources; Page et al. 2017) sources in headwaters but increase their reliance on autochthonous (algal sources) sources downstream. ...
... Even with lipid extraction and after accounting for source water (as was done here), ammocoete ␦ 2 H does not appear to reflect measured food sources, as it was substantially different (overall ammocoete mean ␦ 2 H cor = -169‰) than anticipated (ϳ-120‰) if the animal was a detritivore (as all other isotopes suggested) and fractionation negligible (Vander Zanden et al. 2016). Ammocoete values may be the result of ␦ 2 H fractionation specific to feeding on SOM (most studies to date have examined animals feeding on more labile sources, but see Page et al. 2017) or that their ␦ 2 H is partially dependent on another source with a highly depleted ␦ 2 H value. Ammocoetes are supported at various times of the year entirely, or almost entirely, by internal lipid stores (O'Boyle and Beamish 1977), and the ␦ 2 H values of the body may be this additional source, as lipids are highly ␦ 2 Hdepleted compared with muscle (Wilkinson et al. 2015). Studies that rear ammocoetes in a laboratory setting will help establish how ␦ 2 H is developed in ammocoetes. ...
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Multiple stable isotope ratios (δ²H, δ¹³C, δ¹⁵N, and δ³⁴S) of American brook lamprey (Lethenteron appendix) ammocoetes and their potential sources were measured along a stream gradient. Isotopic ratios were successful at differentiating three potential sources: terrestrial organic matter (TOM; upland plants), sediment organic matter (SOM; benthic organic material), and algae. Bayesian mixing models (MixSIAR) utilizing δ¹³C, δ¹⁵N, and δ³⁴S estimated ammocoetes were highly reliant on SOM at all sites (>95%), but inclusion of δ²H increased the importance of both algae and model uncertainty. Ammocoete δ²H was more depleted than anticipated even after lipid extraction and after accounting for trophic water contributions, suggesting δ²H in consumer tissues (especially for long-lived animals) is still incompletely understood. Model sensitivity testing with trophic fractionation values did not substantially change the results. Regardless of the mixing model investigated, none indicated more algae in ammocoete diets in downstream rather than upstream sites, in contrast with expectations about river productivity. Stable isotopes suggest SOM, and not algae, is nutritionally most important to ammocoetes, even in downstream reaches of rivers.
... Stable isotope values are conveyed in δ notation (units ‰), where δ 2 H or δ 15 N = [(R sample / R standard ) − 1] × 1000, where R is the ratio of 2 H/ 1 H or 15 N/ 14 N. Precision was assessed by the standard deviation of various internal lab standard materials. To correct for the contribution of environmental water to the δ 2 H values of aquatic organisms, we accounted for the water δ 2 H content of creek chub by adjusting the raw creek chub δ 2 H values using the following equations (Page et al. 2017): where w 1 (assumed to be 0.17; Solomon et al. 2009) and w 2 are the proportion of environmental water in aquatic primary producers and secondary consumers, respectively. Since we did not collect water samples at each site, an average δ 2 H water value (− 62.7‰) from two streams within our study region was used (Gibson et al. 2020). ...
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Brain form (i.e., brain size and morphology) has been linked to variation in foraging behaviour among species of fishes in lakes and oceans, such as larger brains associated with fish foraging higher in the food chain. However, much less is known about these relationships across habitats, or in stream fishes. Therefore, we explore relationships between foraging behaviour and brain form in the omnivorous creek chub (Semotilus atromaculatus) across different streams of Southwest Ontario, Canada. We assessed foraging behaviour variables (i.e., trophic position, proportion of terrestrial energy in diet and foraging flexibility on aquatic and terrestrial resources) against brain form (i.e., relative brain size and the proportional size of the cerebellum, hypothalamus, olfactory bulbs, optic tectum, and telencephalon). Principal component analysis was used to extract covariation patterns among the size of brain regions. We found that creek chub brain size is positively associated with trophic position and proportion of terrestrial energy in diet, but not foraging flexibility. The first principal component, explaining 91% of size covariation among brain regions, was also positively associated with trophic position but not with proportion of terrestrial energy in diet suggesting that brain regions outside of those measured contribute to the association between brain size and proportion of terrestrial energy in diet. Our results suggest that a relationship between brain size and trophic position may be common among fishes, and that foraging on resources from the terrestrial energetic pathway in streams may present a novel, yet to be characterized cognitive challenge for fish.
... The contribution of anthropogenic and natural resources can directly connect with food webs. In addition, substantial and systematic differences in hydrogen isotope discrimination among non-macrophyte aquatic and terrestrial primary producers in freshwater and marine ecosystems can help discriminate between sources of organic matter and identify nutrient supplements [44]. Vander Zanden et al. [14] also showed that understanding controls on the isotopic composition of water in vivo (within consumers) is critical to accurately predict diet-tissue hydrogen and oxygen isotope offsets. ...
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The increasing global consumption of seafood has led to increased trade among nations, accompanied by mislabeling and fraudulent practices that have rendered authentication crucial. The multi-isotope ratio analysis is considered as applicable tool for evaluating geographical authentications but requires information and experience to select target elements such as isotopes, through a distinction method based on differences in habitat and physiology due to origin. The present study examined recombination conditions of multi-elements that facilitated geographically distinct classifications of the clams to sort out appropriate elements. Briefly, linear discriminant analysis (LDA) analysis was performed according to several combinations of five stable isotopes (carbon (δ13C), nitrogen (δ15N), oxygen (δ18O), hydrogen (δD), and sulfur (δ34S)) and two radiogenic elements (strontium (87Sr/86Sr) and neodymium (143Nd/144Nd)), and the geographical classification results of the Manila clam Ruditapes philippinarum from Democratic People’s Republic of Korea (DPR Korea), Korea and China were compared. In conclusion, linear discriminant analysis (LDA) with at least four elements (C, N, O, and S) including S revealed a remarkable cluster distribution of the clams. These findings expanded the application of systematic multi-elements analyses, including stable and radiogenic isotopes, to trace the origins of R. philippinarum collected from the Korea, China, and DPR Korea.
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The measurement of stable carbon (δ¹³C) and nitrogen (δ¹⁵N) isotopes in tissues of organisms has formed the foundation of isotopic food web reconstructions, as these values directly reflect assimilated diet. In contrast, stable hydrogen (δ²H) and oxygen (δ¹⁸O) isotope measurements have typically been reserved for studies of migratory origin and paleoclimate reconstruction based on systematic relationships between organismal tissue and local environmental water. Recently, innovative applications using δ²H and, to a lesser extent, δ¹⁸O values have demonstrated potential for these elements to provide novel insights in modern food web studies. We explore the advantages and challenges associated with three applications of δ²H and δ¹⁸O values in food web studies. First, large δ²H differences between aquatic and terrestrial ecosystem end members can permit the quantification of energy inputs and nutrient fluxes between these two sources, with potential applications for determining allochthonous vs. autochthonous nutrient sources in freshwater systems and relative aquatic habitat utilization by terrestrial organisms. Next, some studies have identified a relationship between δ²H values and trophic position, which suggests that this marker may serve as a trophic indicator, in addition to the more commonly used δ¹⁵N values. Finally, coupled measurements of δ²H and δ¹⁸O values are increasing as a result of reduced analytical challenges to measure both simultaneously and may provide additional ecological information over single element measurements. In some organisms, the isotopic ratios of these two elements are tightly coupled, whereas the isotopic disequilibrium in other organisms may offer insight into the diet and physiology of individuals. Although a coherent framework for interpreting δ²H and δ¹⁸O data in the context of food web studies is emerging, many fundamental uncertainties remain. We highlight directions for targeted research that will increase our understanding of how these markers move through food webs and reflect ecological processes.
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We studied the effects of wildfires in southern California on stream algal communities and their responses to nutrient enrichment. The intensity of scouring floods, concentrations of nutrients during ensuing rains (4-13× increases depending on nutrient), and postflood sediment deposition were greater at sites in burned than in unburned basins (UN sites). Postfire storms reduced algal biomass >10× more at sites in burned than in unburned basins. After the fire and subsequent floods, algal biomass, particularly of Cladophora, was up to 5 (chlorophyll a) to 20 (macroalgal mass) times higher at sites in burned basins with burned riparian vegetation (BRB sites) than at sites in unburned basins (UN sites), but algal abundance at sites in burned basins with intact riparian vegetation (BRI sites) was as low as 10 to 30% of that recorded at UN sites. Two to 3 mo after the wet season, nutrient and algal levels were similar among sites in UN, BRI, and BRB basins. We used summer nutrient diffusing substrata (NDS) experiments where N, P, N+P, or neither were added and found that algal density, chl a, and chl a/algal unit increased by ∼1.5 to 4.5× with N additions at sites in BRB and UN basins but did not change at sites in BRI basins. In contrast, algal biovolume increased 2 to 9× with N additions at all sites and with P addition at sites in BRI basins. General depressions in chl a by 40 to 50% with P addition were related to decreased chl a/algal unit. Diatoms increased with N and N+P additions at sites in UN and BRI basins and with P addition at sites in BRI basins but declined with P or N+P additions at sites in BRB basins, with cyanobacteria and green algae generally showing the opposite pattern. Algal responses to nutrient augmentation across sites were related to fire effects on riparian canopy cover, temperature, and ambient nutrient concentrations. Fire effects on algal communities and nutrient limitation appeared to be mediated through fire effects on flood disturbance and light regimes.
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Stable isotope enrichment experiments offer a potentially powerful way to examine the base of aquatic food webs, but interpretation of the data from these experiments may be confounded by problems such as selective ingestion/assimilation of bulk food sources by consumers, variable tracer enrichment over time, and the failure of consumers to approach isotopic equilibrium with the tracer in their diets over the course of the experiment. Our study examined data from a stable isotope addition experiment in which 15N-labeled NH4+ was added to a midwestern US stream. A compartment model was used to provide insights into the kinetics of 15N uptake and release from algae, heterotrophic microbes colonizing detritus, and invertebrate consumers. The model accounted for temporal variation in the degree of isotopic enrichment and did not require the assumption of isotopic equilibrium between consumers and their diets. The importance of instream production (i.e., growth of algae and microbes within the study reach during the experiment) relative to allochthonous and upstream inputs was ∼38 to 50% for heptageniids and Psephenus, 10 to 20% for Orconectes propinquus, Gammarus, hydropsychids, and larval Stenelmis, and <10% for the filter-feeding Similium and the unionid mussel Pleurobema sintoxia. The alternative choices of algae or heterotrophic microbes as the basis of consumer diets made little difference in these estimates, even though the microbes became more 15N-enriched than the algae because microbes had higher turnover rates. These results were subject to a number of caveats, and guidelines for experimental design are suggested for future studies to help address some of these problems.
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The dipteran family Chironomidae is the most widely distributed and frequently the most abundant group of insects in freshwater, with rep­ resentatives in both terrestrial and marine environments. A very wide range of gradients of temperature, pH, oxygen concentration, salinity, current velocity, depth, productivity, altitude and latitude have been exploited, by at least some chironomid species, and in grossly polluted environments chironomids may be the only insects present. The ability to exist in such a wide range of conditions has been achieved largely by behavioural and physiological adaptations with relatively slight morphological changes. It has been estimated that the number of species world-wide may be as high as 15000. This high species diversity has been attributed to the antiquity of the family, relatively low vagility leading to isolation, and evolutionary plasticity. In many aquatic ecosystems the number of chironomid species present may account for at least 50% of the total macroinvertebrate species recorded. This species richness, wide distribution and tolerance to adverse conditions has meant that the group is frequently recorded in ecological studies but taxonomic difficulties have in the past prevented non-specialist identification beyond family or subfamily level. Recent works, including genetic studies, have meant that the family is receiving much more attention globally.
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The River Continuum Concept (RCC) predicts that food webs (and, in particular, invertebrates) of rivers in temperate, forested drainages should exhibit a longitudinal gradient from reliance on terrestrially derived organic matter (e.g., seasonally shed leaves) in the headwaters to autochthonous sources (e.g., algae) in the mid-orders, to suspended material in larger rivers. This prediction has been evaluated by longitudinal comparisons of macroinvertebrate communities in terms of functional feeding groups (FFGs), but such an approach yields only indirect evidence regarding actual food use. To retest this prediction, we investigated invertebrate diets from the Salmon River, Idaho, by examining the gut contents of archived specimens from the longitudinal set of sites sampled in the original 1976 RCC study and by collecting invertebrates from these same sites in 2009. We detected no apparent shifts in diets over the similar to 30-y time span. The importance of allochthonous materials in invertebrate diets differed significantly among sites along the longitudinal gradient. As predicted, it was greatest at the 2nd-order headwater site (30-42% of gut contents, on average) and decreased longitudinally to 10 to 20% at the most downstream site. However, invertebrates at the 2nd-order site also consumed large percentages of autochthonous materials (35-45%), and diets contained from 35 to 75% autochthonous resources across all sites. The shredder (Yoraperla) with the highest density at the most upstream 2nd-order site had gut contents composed of 52 to 81% diatoms depending on season, illustrating the importance of autochthonous resources in the headwaters. Our findings show that measuring shifts in FFG alone without examining actual food resources present in macroinvertebrate diets may lead to erroneous inferences regarding patterns of resource use by macro invertebrates in food webs.
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Rationale: Stable isotope analysis (SIA) is a powerful tool for examining diet and food-web dynamics. SIA assumes "you are what you eat" relative to carbon (C) and nitrogen (N). However, fractionation of carbon during lipid synthesis violates this assumption; high-lipid tissues do not reflect δ(13) C values of diet and therefore have the potential to skew mixing model results and diet interpretations, making corrections necessary. Methods: Brook Trout (Salvelinus fontinalis) white muscle and liver samples from several fish species representing the temperate North American cold- and warm-water fish community were corrected for lipids via chemical lipid extraction and mathematical lipid normalization. To assess the accuracy of model-predicted lipid-free δ(13) C values calculated from four normalization models, we compared model-predicted values with those measured after lipid extraction. Results: We found that chemical lipid extraction is unnecessary for Brook Trout white muscle tissue with low initial lipid content. However, in tissues with C:N ratios greater than 3.5, lipid extraction increased δ(13) C values in fish liver by more than 1.0 ‰, indicating that liver lipid content is sufficient to bias δ(13) C values. We also found that lipids were accurately accounted for with mathematical normalization and recommend that tissues with C:N ratios greater than 3.5 be corrected mathematically. Conclusions: Our findings indicate that mathematical normalization is sufficient to account for bias in δ(13) C values associated with lipid content in fish tissues when C:N ratios are above 3.5. C:N ratios below 3.5 indicate that tissues have insufficient levels of lipid to bias the δ(13) C values. Generally, these findings support the use of more timely and cost-effective processing and analysis methods in future aquatic food-web studies utilizing SIA. Copyright © 2016 John Wiley & Sons, Ltd.
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Cross system subsidies of energy and materials can be a substantial fraction of food web fluxes in ecosystems, especially when autochthonous production is strongly limited by light or nutrients. We explored whether assimilation of terrestrial energy varied in specific consumer taxa collected from streams of different sizes and resource availabilities. Since headwater streams are often unproductive, we expected that inputs from surrounding terrestrial systems (i.e. leaf litter, terrestrial invertebrates) would be a more important food source for consumers than in mid-size rivers that have more open canopies and higher amounts of primary production available for consumers. We collected basal resources, invertebrates, and fish along a gradient in stream size in the Adirondack Mountains (NY, USA) and in Trinidad and Tobago and analyzed all samples for hydrogen isotopes as a means of differentiating biomass derived from allochthonous versus autochthonous sources. We found significant differences in allochthonous energy use within individual consumer taxa, showing that some taxa range from being entirely allochthonous to entirely autochthonous depending on where they were collected on the stream size gradient (grazers and collector–gatherer functional feeding groups), while other taxa are relatively fixed in the source of energy they assimilate (shredder and predator functional feeding groups). Consistent with expectations, allochthonous energy use was positively correlated with canopy cover in both regions for most feeding groups, with individuals from small, shaded streams having a more pronounced allochthonous signal than individuals collected from larger streams with less canopy cover. However, consumers in the shredder/detritivore feeding group did not vary among sites in their allochthonous energy use, and had a mostly allochthonous signal regardless of canopy cover and algal biomass. Our results demonstrate that the importance of energy from terrestrial subsidies can vary markedly but are similar in both temperate and tropical streams, suggesting a widely consistent pattern.This article is protected by copyright. All rights reserved.
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Hydrogen stable isotopes (δ2H) are used for quantifying resources supporting food webs. However, application of δ2H in mixing models requires; (1) correction for environmental water (ω) in consumer tissues, (2) consideration of differential fractionation among biochemical constituents, and (3) consideration of differential H-exchange among samples and standards. We present data and sensitivity analyses addressing each of these issues and provide recommendations for future isotope food web studies. First, we determined from field data that maximum ω for aquatic consumers averaged 0.23 ± 0.03, similar to the median ω from a survey of published values (0.22 ± 0.02). Resource use estimates based solely on δ2H data were sensitive to the selected ω value. Second, to quantify the potential bias in bulk tissue analysis from differential tissue fractionation, we calculated the change in whole organism δ2H before and after lipid extraction for 61 aquatic samples. The average change in consumers' δ2H after lipid extraction was a positive shift of 11.8‰ relative to the pre-extraction value. This shift resulted in a minor change in resource use estimates when correcting for lipids. Finally, we evaluated the impact of correcting for H-exchange in samples using standards with dissimilar H-exchange portions. The impact of the correction factor for H-exchange on resource use estimates could be large if suitable standards are not used for comparison. From these analyses we conclude that despite these complicating factors, analysis of resource use is possible using whole organisms' δ2H, especially in combination with cautionary sensitivity analysis.