synergies between climate anomalies and hydrological modifications facilitate estuarine biotic...
TRANSCRIPT
L E T T E RSynergies between climate anomalies and hydrological
modifications facilitate estuarine biotic invasions
Monika Winder,1* Alan D. Jassby2
and Ralph Mac Nally3
AbstractEnvironmental perturbation, climate change and international commerce are important drivers for biological
invasions. Climate anomalies can further increase levels of habitat disturbance and act synergistically to elevate
invasion risk. Herein, we use a historical data set from the upper San Francisco Estuary to provide the first
empirical evidence for facilitation of invasions by climate extremes. Invasive zooplankton species did not
become established in this estuary until the 1970s when increasing propagule pressure from Asia coincided with
extended drought periods. Hydrological management exacerbated the effects of post-1960 droughts and
reduced freshwater inflow even further, increasing drought severity and allowing unusually extreme salinity
intrusions. Native zooplankton experienced unprecedented conditions of high salinity and intensified benthic
grazing, and life history attributes of invasive zooplankton were advantageous enough during droughts to
outcompete native species and colonise the system. Extreme climatic events can therefore act synergistically
with environmental perturbation to facilitate the establishment of invasive species.
KeywordsClimate extremes, habitat perturbation, river flow, species introduction, zooplankton.
Ecology Letters (2011) 14: 749–757
INTRODUCTION
Movement of animals and plants by human activity is an inevitable
consequence of the globalised economy that poses a primary threat to
biodiversity and ecological and economic risks to native ecosystems
(Elton 2000). Understanding the mechanisms by which non-native
species become established in invaded habitats is central to
formulating effective management responses. Coastal and estuarine
ecosystems are especially susceptible to species invasion mediated by
high inputs of non-indigenous propagules from ships� ballast water
(Cohen & Carlton 1998; Ruiz et al. 2000; Verling et al. 2005), which
typically contains high densities of diverse organisms from the source
water body (Choi et al. 2005; Cordell et al. 2008). Although most
invading species fail to establish in the recipient region (Elton 2000;
Ruiz et al. 2000), environmental perturbations that alter ecosystem
processes such as resource availability, habitat modification and
climate change can facilitate naturalisation of non-native species
(Cohen & Carlton 1998; Stachowicz et al. 2002). The processes that
lead to successful invasions are difficult to predict (Carlton 1996), but
extreme climate events such as heat waves, storms and floods may also
alter the distribution and prevalence of invasive species by creating
novel environmental conditions in which exotic species can proliferate
and outcompete native species (Brook 2008; Bradley et al. 2010).
While there is a theoretical basis for climate extremes and their
amplifying impacts with other stressors in facilitating species invasion
(Brook 2008; Walther et al. 2009), empirical evidence for such
synergies in natural systems is rare because the sequence of events
that lead to successful establishment of invasions are often unknown
(Bradley et al. 2010).
An invaded aquatic ecosystem of great importance – ecologically,
economically and socially – is the San Francisco Estuary (California,
USA), consisting of the Bay and Delta (Fig. 1), which has experienced
an accelerating rate of non-native species appearances since the
California Gold Rush of 1849, broadly related to expansion in
international trade (Cohen & Carlton 1998). The high incidence of
invasive species plausibly might be due to several factors, including
(1) the lack of a diverse native fauna that could resist invasions,
(2) inoculation through diverse vectors from ships, aquaculture or
intentional stocking and (3) extensive habitat modification that altered
ecosystem processes and promoted invasions (Nichols et al. 1986;
Cohen & Carlton 1998). Anomalies in freshwater inflow also have
been suggested to play a critical role in successful establishment of
invasive species. It has been speculated that the drought years from
1959 to 1961 facilitated spread of the invasive Asian shrimp Palaemon
macrodactylus throughout the upper part of the estuary (Newman 1963).
The invasive clam Mya arenaria migrated upstream during the 1976–
1977 drought and temporarily intensified benthic grazing impacts
and substantially reduced phytoplankton biomass (Nichols 1985). An
extreme flood event followed by a long dry period that disturbed
the local benthic community may have been the major cause of
1Tahoe Environmental Research Center, John Muir Institute of the Environ-
ment, University of California, Davis, CA 95616, USA and Leibniz-Institute of
Marine Sciences at Kiel University (IFM-GEOMAR), Dusternbrooker Weg 20,
24105 Kiel, Germany2Department of Environmental Science and Policy, University of California,
Davis, CA 95616, USA
3Australian Centre for Biodiversity, School of Biological Sciences, Monash
University, Victoria 3800, Australia and Department of Zoology, The University
of Cambridge, Downing St, Cambridge, CB2 3EJ, UK
*Correspondence: E-mail: [email protected]
Ecology Letters, (2011) 14: 749–757 doi: 10.1111/j.1461-0248.2011.01635.x
� 2011 Blackwell Publishing Ltd/CNRS
proliferation of the introduced clam Corbula amurensis in 1986 (Carlton
et al. 1990; Nichols et al. 1990). Herein, we present evidence for the
effect of climate anomalies acting through freshwater flow on the
success, in particular, of invasive zooplankton species in the upper
San Francisco Estuary.
METHODS
Site description
The San Francisco Estuary provides crucial ecosystem services to the
state of California, including drinking water to 25 million people,
irrigation water for one of the world�s most productive agricultural
centres and open-water habitat for hundreds of plant and animal
species, including native fish species (CALFED 2001; Service 2007).
Large-scale hydrological modification of the estuary became possible
in 1945 with the completion of Shasta Dam on the Sacramento River
and was enhanced over the next three decades through additional
major dam projects such as the Oroville Dam on the Feather River
(completed 1968). This estuary is a major international shipping port
on the west coast of North America and receives nearly three million
tonnes of ballast water from foreign countries each year (Choi et al.
2005), almost certainly the major mechanism of non-native species
inoculations. More than 212 exotic and 123 cryptogenic (species that
are neither clearly native nor exotic) species were counted in this
estuary by the late 1990s (Cohen & Carlton 1998). Crustaceans and
bivalves comprise a large fraction of newly introduced species into the
estuary that have successfully colonised the system and displaced the
local fauna.
Data collection
We have analysed historical data from the upper part of the San
Francisco Estuary (i.e., the Sacramento-San Joaquin River Delta and
Suisun Bay; Fig. 1). This upper section of the San Francisco Estuary is
a low-salinity habitat, where abundances of certain fish and
invertebrates are negatively correlated with the amount of freshwater
inflow (Jassby et al. 1995; Mac Nally et al. 2010). This low-salinity
section has one of the longest, most complete estuarine zooplankton
records available, starting in 1972, which allowed identification of
temporal patterns of species invasions and the most probable driving
forces of invasions. The native crustacean zooplankton community
is relatively species-poor, dominated by freshwater cladocerans, the
copepods Acartia spp., Eurytemora affinis, Acanthocyclops vernalis and the
native opossum shrimp Neomysis mercedis (Winder & Jassby 2010).
These species were reported in a survey in 1912–1914 and 1963 in the
San Francisco estuary, suggesting that the community composition did
not undergo a major change before 1972 (Painter 1966).
Figure 1 Map of the San Francisco Estuary. Plankton and benthic sampling stations included in the present study are located in the upper estuary, consisting of Suisun Bay and
the Sacramento-San Joaquin Delta, as highlighted. The arrows mark different distances (km) of the positioning of the 2 & salinity zone (X2) from X2 = 0 at the Golden Gate
according to Monismith et al. (2002). X2 = 75 km corresponds approximately to the Sacramento-San Joaquin River Delta and Suisun Bay boundary, as well as the location at
which flow rates are estimated.
750 M. Winder, A. D. Jassby and R. Mac Nally Letter
� 2011 Blackwell Publishing Ltd/CNRS
Water-quality and zooplankton data were collected twice monthly
from April to October and monthly in March and November between
1972 and 1993, and afterwards at a monthly interval year-round.
Benthic samples were taken biannually from 1975 to 1979 and at a
monthly interval thereafter. Further details on sampling and analysis
are provided in Appendix S1.
River flow
Historical (1955–2009) mean daily flow rates were obtained with
Dayflow, a computer programme designed to estimate daily average
Delta outflow (http://www.water.ca.gov/dayflow/) (IEP 2006). The
programme uses daily river inflows, water exports, rainfall and
estimates of Delta agriculture depletions to estimate the �net� flow at
the confluence of the Sacramento and San Joaquin Rivers, nominally
at Chipps Island (see Fig. 1). In addition, back-calculated flow data
from 1930 to 1955 provided by Dayflow were included to compare
long-term actual flow with unimpaired (natural) flow. Unimpaired
flow is runoff that would have occurred, had water flow remained
unaltered in rivers and streams instead of being stored in reservoirs,
imported from other basins, exported or diverted, but otherwise at the
current level of development (Arora et al. 2006). Unimpaired flow data
are available from 1920 to 2003. The salinity field of the estuary can be
characterised by the positioning of the 2 & near-bottom salinity value
along the axis of the estuary (denoted as X2) (Jassby et al. 1995) and is
indexed as the distance from the Golden Gate up the axis of the
estuary (Fig. 1), described in Appendix S1. X2 was determined from
both actual flow and unimpaired flow using a steady-state model
suitable for monthly and longer time scales (Monismith et al. 2002).
International trade
As an index of international commerce, foreign trade values (export
and import) through California ports were obtained from http://
www.dof.ca.gov/HTML/FS_DATA/LatestEconData/FS_Trade.htm.
The Marine Exchange provided data on foreign shipping arrivals to
ports in the San Francisco Estuary; ship arrivals by last port of call
were available only for 1987–2009. Commercial export was used as a
surrogate for increase in propagule pressure and long-term commer-
cial increase because exporting ships are more likely to enter the ports
under ballast, and number of ships arriving from East-Asian countries
were not available before 1987. Total ship arrivals was not an
appropriate surrogate for increase in propagule pressure because total
ship arrivals declined (slope = )0.86% year)1; P < 0.001) despite
increasing international trade, which is due to several factors including
larger ships and decline of vehicle carriers from Japan as factories were
established in the US.
Statistical analyses
We explored links between numbers of invaders in a given year and
environmental and trade variables using a zero-inflated Poisson (ZIP)
model (Lambert 1992) because there were no invasions in most years
(79%), as described in Appendix S1. We considered a ZIP model in
which both the probability of invasion and the number of invaders in
each year were functions of the five covariates, which were: (1) X2,
(2) commercial export as a surrogate for increasing propagule pressure
as a result of expanding international commerce, (3) chlorophyll a,
(4) clam abundance (C. amurensis + M. arenaria) and (5) cumulative
number of invasions. Given that temporal autocorrelation of invasion
numbers is possible, a 1-year lag autocorrelation term was included for
both the probability of invasion and for the number of invaders. We
considered two models: current-year covariates and 3-year trailing
averages of covariates (i.e., current and preceding 2 years). The latter
model was motivated by the hypothesis that persistent drought lasting
several years was required to facilitate the success of invaders,
suggesting a 3-year trailing average X2 as a covariate. We applied the
same transformation to all covariates to avoid giving X2 a possible
spurious advantage due to a change in autocorrelation structure.
Long-term trend estimates were calculated as the linear slope and
statistical significance of the slope determined using the Mann–
Kendall test (Hensel & Hirsch 1992). Slopes were expressed as
percent per year by dividing the long-term mean of the variable.
RESULTS AND DISCUSSION
Variation in freshwater flow
Freshwater flow to the San Francisco Estuary has considerable
seasonal and annual variation, reflecting wet winters and dry summers
(Fig. 2a). The estuary has experienced extended drought periods with
unusual dry winters or short-lived winter ⁄ spring flow peaks since the
mid 1950s, including low-flow years from 1959 to 1961, 1976 to 1977,
1985 to 1994, 2001 to 2002 and 2007 to 2009. River flow in this
ecosystem drives large fluctuations of the salinity field (Monismith et al.
2002). Drought periods have been characterised by persistent intrusion
of X2 into the upper estuary beyond 75 km, a critical distance
separating Suisun Bay, an important benthic and pelagic nursery area,
from the Delta (Figs 1 and 2b). In years when X2 extended beyond
75 km, average salinity during the growing season of the aquatic biota
increased considerably in both the downstream low-salinity �suisun�and the upstream more freshwater �delta� subregions (Fig. 2c).
Chronology of invasive zooplankton establishment
Since the 1970s, the upper San Francisco Estuary has been invaded by
eight exotic copepod species and two mysid species (Fig. 3). The
establishment of all zooplankton species occurred during extended
drought periods, when salinity intrusion extended beyond 75 km
distance from the Golden Gate (Fig. 2d). Sinocalanus doerrii, a
carnivorous freshwater species endemic to rivers in mainland China
(Hada & Uye 1991) was first detected in 1978 (Orsi et al. 1983) and
had high abundances between 1979 and 1989 (Fig. 3a). The brackish
water species Oithona davisae, native to East Asia, appeared after the
short-term drought of 1976–1977 in the upper part of the estuary
(Ferrari & Orsi 1984) and remained at low abundance until the
extended drought of 1985–1994 (Fig. 3b). Similarly, Limnoithona
sinensis, native to China, was detected the first time in 1979 (Ferrari
& Orsi 1984) and remained abundant until 1992 (Fig. 3c).
Another influx of invasive zooplankton species occurred during the
long drought of 1985–1994 (Fig. 2). Pseudodiaptomus marinus and
P. forbesi, endemic to the Indo-Pacific region, were first observed at a
few sites in 1986 and 1987, respectively (Orsi & Walter 1991), and
spread throughout the upper estuary in 1988 (Fig. 3d). Towards the
end of the drought period, the upper San Francisco Estuary was
invaded by three other copepod species: L. tretaspina, originally
described in the Yangtze River in China, was detected in 1993 (Orsi &
Ohtsuka 1999) and experienced an explosive population growth and
Letter Synergistic effects on biotic invasions 751
� 2011 Blackwell Publishing Ltd/CNRS
spread, dominating copepod abundances since its establishment
(Fig. 3e) (Winder & Jassby 2010). Tortanus dextrilobatus and Acartiella
sinensis, both from East Asia, were observed in 1993 (Orsi & Ohtsuka
1999) and became successfully established thereafter (Fig. 3f–g). Two
Chinese mysid species (Hyperacanthomysis longirostris and Acanthomysis
aspera) were found in the estuary in 1992 (Modlin & Orsi 1997) and
developed persistent populations (Fig. 3i). These copepods and
mysids, all of them native to East Asia, proliferated in the upper San
Francisco Estuary and displaced native copepods and the native mysid
shrimp N. mercedis (Fig. 3h,j,l). Thus, the zooplankton community
shifted to a system more characteristic of East-Asian estuaries
compared with estuarine communities typical along the west coast of
North America (Cordell et al. 2008).
Unprecedented conditions during the last decades
The San Francisco Estuary has experienced prolonged droughts in the
past (Malamud-Roam et al. 2007), and propagules of non-native
species have been arriving over the last two centuries (Carlton 1979).
However, apparently none of the invasive zooplankton became
established in the upper low-salinity section until the 1970s when
unusual conditions coincided. First, as a result of increasing global
commerce and shipping traffic from East Asia with the opening of
new ports since the 1970s (Carlton et al. 1990; Carlton 1996),
inoculum frequency and invasion risk of East-Asian organisms to
ports in the San Francisco Estuary increased (Figs 4a,b). Second,
natural climate extremes have been exacerbated by hydrological
management of flow increasingly since the 1940s, with diversions
upstream of the estuary and exports from the Delta (Arthur et al.
1996). The major dam structures on the Sacramento River and its
tributaries were completed between 1945 and 1968. These modifi-
cations have caused more extreme salinity conditions during drought
periods in the upper part of the estuary, as indicated by the salinity
positioning calculated for actual and unimpaired flow (Fig. 4c).
Drought periods since the mid-20th century would not have been as
extensive and severe without anthropogenic hydrological perturba-
tions, indicated by the increasing difference between X2 for actual
and unimpaired flow (slope = 1.4% year)1; P < 0.001), and salinity
would have been within the historical range of salinity fluctuations.
Managed hydrological effects also exceeded the magnitude of the
Dust Bowl drought of the 1930s (Fig. 4c). Anomalous drought
conditions caused by hydrological modifications were the most likely
stressors for native fauna not adapted to these unusual environ-
mental conditions. In comparison, the majority of East-Asian
Sal
inity 0
2
4
6
8
0.00.10.20.30.40.50.60.7
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
X2
(km
)
65
70
75
80
85
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
Flo
w (
m3 s
–1)
Flo
w (
m3 s
–1)
1000
3000
5000
7000
1955 1960 1965 1970 1975 1980 1985 1990 1995 2000 2005 2010
Year
suisundelta
1987–88:Pseudodiaptomus
marinusP. forbesi
1992–94:Limnoithona tetraspinaTortanus dextrilobatus Acartiella sinensis Hyperacanthomysis longirostris Acanthomysis aspera
1978–79:Sinocalanus doerrii
Oithona davisaeLimnoithona sinensis
(a)
Data not available
Data not available
(b)
(c)
(d)
500
1000
1500
Figure 2 Chronology of zooplankton species invasion in the upper San Francisco estuary related to long-term flow and salinity patterns. (a) Freshwater inflow and timing of
first appearance of invasive zooplankton (arrows). (b) Extension of the salinity field indexed by the positioning of 2 & salinity distance from the Golden Gate (X2, red) and
freshwater flow (blue). A 3-year backward moving average of monthly values was applied to emphasise persistent long-term conditions. Shaded areas highlight invasion periods.
(c) Three-year backward moving average of annual salinity during the growing season (May–November) in the downstream �suisun� and upstream �delta� subregions (for
subregions see Fig. 1 in Winder & Jassby 2010). Years when long-term X2 averages extend above 75 km are highlighted, corresponding to < 300 m3 s)1 outflow from the
Delta into Suisun Bay. (d) Boxplots of the 2 & isohaline distance, X2, in years when an invasion occurred (+invasion) compared with years without zooplankton invasions
()invasion). The shaded areas are approximate 95% confidence limits for the median of the 3-year moving X2 average. The shadings of the two plots do not overlap, which is
�strong evidence� that the two medians differ (Chambers et al. 1983).
752 M. Winder, A. D. Jassby and R. Mac Nally Letter
� 2011 Blackwell Publishing Ltd/CNRS
brackish water copepods have high potential for adapting to new
habitats (Ohtsuka et al. 1995; Orsi & Ohtsuka 1999), which probably
contributed to their initial success and increased the likelihood of
establishing self-sustaining populations in the upper San Francisco
Estuary.
Quantitative support for a relation between invasion and drought
We used a 3-year backward moving average of X2 > 75 km to
define years representing persistent dry conditions, implying that
there were 16 dry and 22 non-dry years from 1972 to 2009. There
were 8 years in which invasions took place, of which seven were dry
years. The number of ways in which at least seven of eight
randomly chosen years could be dry years, given that invasions into
the San Francisco Estuary are independent among years (Cohen &
Carlton 1998), is 0.54% of the total possible outcomes for choosing
8 years from the 38 years total. The high prevalence of invasions
during dry years therefore appears to be more than a coincidence
(P = 0.0054). If the timing of invasive zooplankton proliferation
were simply a function of introduction or arrival to the estuary, we
would expect that colonisation would be uniform over time and
would not be clustered with periods of low freshwater flow, as
reported here. The combinatoric analysis does not account for
autocorrelation or alternative variables. Results from the ZIP models
showed that the model that included 3-year covariate averaging for
both the probability of invasion and number of invaders was much
superior to the model based on current-year covariate values (for
details see Appendix S1). The probability of new invasions, although
not the number of invader species per se, recorded in a year
appeared to be associated strongly with drought indexed by three-
year averaged X2 (Table 1). The result is evident even when the
influence of the previous year�s invasion value is taken into account
(Table 1). None of clam abundance, concentration of chlorophyll a,
increasing international commerce or cumulative number of invaders
(a surrogate for decreased �niche� availability) appeared to be an
important additional source of explained variability in probability of
invasion. Furthermore, although ship arrivals from mainland China
apparently increased steadily in the 1980s (Carlton et al. 1990),
arrivals from East Asia and other foreign sources combined showed
no steep increase prior to the invasive species proliferation of the
1980s or 1990s. Total ship arrivals also showed no abrupt increase
before the invasion period of the late 1970s (Fig. 4b), supporting
that invasion was more linked to drought than frequency of ship
arrivals.
NI
(a)
(b)
(c)
(d)
(e)
(f)
(g)
(h)
(i)
(j)
(k)
(l)
Figure 3 Historical abundances of introduced and native species in the upper San Francisco Estuary between 1972 and 2009. (a–h) Abundance of adult invasive copepod
species and total native copepod species. Adult stages are shown because immature stages were not continuously identified. Pseudodiamptous spp. is dominated by P. forbesi,
whereas P. marinus contributes in small numbers. (i–j) Introduced and native mysid species. Introduced mysids are dominated by Hyperacanthomysis longirostris (formerly
Acanthomysis bowmani) and to a lesser extent by Acanthomysis aspera. (k) Clam Mya arenaria and Corbula amurensis. M. arenaria was replaced by C. amurensis introduction after 1986.
Years in which continuous sampling occurred are indicated by triangles along the x axis in a–k. (l) Total biomass of native and introduced copepod species. Native copepod
biomass significantly decreased (slope = )4.9% year)1; P < 0.001) and invasive copepod biomass increased (slope = 4.5% year)1; P < 0.001).
Letter Synergistic effects on biotic invasions 753
� 2011 Blackwell Publishing Ltd/CNRS
Mechanisms linking colonisation of invasive species and
environmental conditions
The precise mechanisms that allowed successful establishment of
diverse zooplankton invaders in the low-salinity section of the San
Francisco Estuary during prolonged droughts probably differ among
species because these organisms differ in life history, feeding mode,
salinity preference and predation susceptibility (Orsi & Ohtsuka
1999; Rollwagen Bollens & Penry 2003; Bouley & Kimmerer 2006).
Effects of droughts on invasions are expected to act both directly in
a salinity-related manner and indirectly by changing environmental
conditions associated with droughts. Unusually high salinity during
drought periods probably contracted the available habitat range for
native copepods and other zooplankton species adapted to low-
salinity or freshwater conditions. For example, the native copepod
E. affinis has a narrow range of salinity (Kimmerer 2002) and
cladocerans, important copepod competitors in the upstream region,
are freshwater species and therefore became reduced in abundance
following saltwater intrusion. Thus, reduced interspecific competition
may have facilitated establishment of some exotic copepods and
invasive mysids that are more euryhaline (Orsi & Knutson 1979)
during drought periods.
Moreover, prolonged droughts created temporary shifts in the
benthic community from low densities dominated by deposit feeders
during normal flow years to high abundances of suspension-feeding
clams (Nichols 1985; Nichols et al. 1990). Increasing benthic densities
were associated with the upstream migration along the salinity
gradient of the clam M. arenaria during the 1976–1977 drought and
expansion of C. amurensis after its introduction in 1986 (Fig. 3k).
Abundances of these clams increased significantly during periods of
low river flow (Fig. 5) and affected resident zooplankton by
competition for food and predation on early life stages. Immediately
X2
(km
)
65
70
75
80
1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
# sh
ip a
rriv
als
0
200
400
600
800
1970 1975 1980 1985 1990 1995 2000 2005 2010
US
$ b
illio
ns
50100150200250300350
1970 1975 1980 1985 1990 1995 2000 2005 2010
(b)
Actual
Unimpaired
(c)
Imports
Exports
(a)
3000
4000Other foreign countries
East Asia
Total
# s
hip
arri
vals
(to
tal)
Year
Figure 4 Patterns of international trade and salinity intrusion in
the San Francisco Estuary. (a) Foreign trade through all California
ports from 1970 to 2009. Commercial export (slope = 6.03%
year)1; P < 0.001) and import (slope = 6.84% year)1; P < 0.001)
rates increased significantly. (b) Total foreign ship arrivals to ports
in the San Francisco Estuary (dots) and arrivals by their last port
of call (bars). Ships arriving from East Asia contributed on
average 50% of total foreign ships arrivals, as highlighted.
(c) Distance of X2, the 2 & bottom isohaline along the axis
from the Golden Gate, for actual and unimpaired flow conditions.
Shaded areas in (a) and (c) indicate zooplankton and the Asian
shrimp invasion periods.
Table 1 Parameter estimates for a zero-inflated Poisson invasion model based on the number of invaders and probability of invasion in the upper San Francisco estuary from
1972 to 2009 for the model with 3-year trailing averages of covariates (current year plus the two previous years). This model was much superior compared with the model based
on current-year covariate values (see Appendix S1)
Quantity A X2 Clam abundance Exports Chl a Cum. Inv. Auto-correlation
Numbers of invaders in year –0.41 ± 0.44 0.50 ± 0.47 –0.22 ± 0.50 –0.16 ± 0.57 –0.10 ± 0.45 0.06 ± 0.54 0.18 ± 0.41
Odds-ratios 4.6 6.0 2.0 1.6 1.5 1.2 2.2
Probability of invasion in year –1.45 ± 0.39 1.10 ± 0.47 –0.13 ± 0.50 –0.48 ± 0.56 0.06 ± 0.47 –0.15 ± 0.55 0.68 ± 0.48
Odds-ratios Infinite 102.1 1.5 4.0 1.2 1.6 11.8
Values are parameter estimates ± SD and corresponding odds-ratios, which are measures of whether a parameter differs from 0; values ‡ 10 (bold) are deemed important
(Jeffreys 1961). X2 = salinity positioning (see text) calculated for the water year October–September; clam abundance = abundances of Mya arenaria and Corbula amurensis;
exports = commercial exports through all ports in California; Chl a = chlorophyll a concentration; Cum. Inv. = cumulative number of invasive zooplankton; auto-
correlation = a 1-year lag of the numbers of invasive species.
754 M. Winder, A. D. Jassby and R. Mac Nally Letter
� 2011 Blackwell Publishing Ltd/CNRS
after clam spread, phytoplankton biomass dropped below critical
levels for zooplankton growth (Nichols 1985; Jassby et al. 2002;
Muller-Solger et al. 2002), and the phytoplankton assemblage shifted
from a diatom-dominated community to higher proportions of
phytoflagellates and cyanobacteria after 1986 (Lehman 2000). Conse-
quently, the preferred phytoplankton prey for native Acartia spp.
(Rollwagen Bollens & Penry 2003) were significantly reduced during
droughts, and the native, less selective-feeding E. affinis probably
experienced feeding interference from nutritionally inferior phyto-
plankton and detritus (Muller-Solger et al. 2006). In contrast, the
selective-feeding mode for high-quality phytoplankton of the invasive
Pseudodiaptomus spp. is advantageous at low phytoplankton availability.
Conditions where there are low primary production and high
abundances of flagellates also are more favourable for species that
utilise alternative food sources, characteristic of many zooplankton
invaders. The invasive copepods L. tetraspina and O. davisae feed
primarily on motile prey (Cordell et al. 2008), Acartiella spp. are
omnivorous, T. dextrilobatus is carnivorous, and invasive mysids utilise
a broader food range compared with the native mysid (Orsi & Mecum
1996).
In addition to competition for food, clam predation on early
zooplankton life stages became an important source of mortality
during drought periods and after the introduction of C. amurensis
(Kimmerer et al. 1994). Native E. affinis experienced high mortality
rates from clam predation (Kimmerer et al. 1994), at least for
C. amurensis, and declines of other native copepod species may be due
to the same mechanism (Kimmerer 2004). In contrast, record high
abundances of L. tetraspina and P. forbesi are attributable to effective
escape capabilities from clam predation (Gould & Kimmerer 2010).
Therefore, resident species are probably stressed by competition and
predation from clams, the effect of which is enhanced during
droughts. Environmental tolerance, feeding preference and life history
attributes give invasive zooplankton a competitive advantage under
drought conditions associated with intensified benthic grazing.
Invasive species became well established before the recovery to
normal flow conditions and were apparently able to outcompete and
prevent the return of natives during normal flow conditions (Winder
& Jassby 2010). Experimental manipulations are required to separate
direct effects associated with climate and indirect effects associated
with species interactions to fully understand the mechanisms
facilitating the establishment of individual species.
There were no new zooplankton invasions in the upper San
Francisco Estuary from the end of the drought in the 1990s, which
can be attributed to several possible factors. Ballast treatment
regulations that have been in place since 2000 require the exchange
of ballast water with oceanic water for ships entering California ports,
resulting in a decrease in the numbers of organisms discharged into
the estuary (Choi et al. 2005), and a presumed decline in pioneering
organisms that could become successful invasions. Furthermore, these
recently arrived euryhaline species that can survive periodic high
salinity events and are unaffected by associated drought stresses may
hinder establishment of new invading species. Increase in non-native
resident diversity could also have constrained further invasions
because existing ecological niches were filled, inhibiting subsequent
invasions (biotic resistance, Mack et al. 2000), although we could
find no evidence for this factor in our quantitative analysis
(Table 1, cumulative number of invasive zooplankton). Perhaps most
important, flow anomalies in the 2000s have not been as severe as
during earlier droughts, as indicated by X2 and by salinity measure-
ments (Figs 4c and 2), and environmental conditions that favour
establishment of invasive species not as aggravated compared with
prior droughts.
CONCLUSION
The San Francisco Estuary is one of the most invaded estuaries in the
world (Cohen & Carlton 1998) and one of the most perturbed aquatic
systems (Nichols et al. 1986). This estuary experienced extended
droughts in the past, but the impact of climate anomalies has been
amplified by hydrological changes associated with freshwater diver-
sion since the mid-twentieth century. Ecological manifestations of
flow alteration were particularly strong in the upstream low-salinity
region of the estuary. In particular, unusual dry periods caused by
hydrological modification in concert with increasing inoculum
frequency provided colonisation opportunities for exotic species
better adapted to novel environmental conditions. An increase in
benthic grazing at least partially mediated these changes. The shift in
plankton species composition fundamentally changed the estuarine
food web, which became less efficient at transferring energy to upper
trophic level (Winder & Jassby 2010), one important stressor
contributing to the recent population collapse of many pelagic fish
species in this system (Sommer et al. 2007). Moreover, the San
Francisco Estuary has become a �relay station� for further spread of
East-Asian species in estuaries on the west coast of North America
(Cordell et al. 2008).
Many estuaries have experienced reduced freshwater inflow either
due to water extraction or climate warming (Cai & Cowan 2008; Miller
et al. 2008). Exacerbation of climate anomalies by hydrological
modification and concomitant establishment of invasive species may
be a mechanism for invasion in many estuaries, but proliferations of
9489
0403
X2 (km)
0
1000
2000
Cla
m a
bund
ance
(Ind
. m–2
)
3000
4000
60 65 70 75 80 85
7581
84
77
78 798082838586
87
88
90
92
9395 96
97
98
9900
010205
06
0776
0809
91
Figure 5 Densities of the clams Mya arenaria and Corbula amurensis as a function of
the salinity field (X2, km) (regression equation is abundance = )6730 + 109(X2);
R2 = 0.35; P < 0.001; including a first order autoregressive term to account for
serial correlation). Labels indicate year of observation; average X2 is calculated for
the water year October–September.
Letter Synergistic effects on biotic invasions 755
� 2011 Blackwell Publishing Ltd/CNRS
invasive species are often not so well documented as in the upper San
Francisco Estuary. Climate change is shifting the magnitude and
duration of extreme events such as droughts or floods, which are
predicted to become more frequent (IPCC 2007). These anomalies
have direct effects on resident species and can cause temporary shifts
in species interactions that mediate establishment of invaders. Further
increases in international shipping are expected and ballast water
exchange at sea will not be enforced or enacted everywhere. Our
findings provide evidence that the climate-invasion link can go beyond
warming effects on hydrological conditions. Altered flow regimes by
human activities can modulate the ecological impact of drought
anomalies and increase the susceptibility of ecosystems to invasion.
These results have implications for biodiversity conservation and
environmental management and suggest that estuarine ecosystem
management needs to consider synergistic effects of extreme events
with habitat perturbation when assessing invasion risks to coastal
ecosystems.
ACKNOWLEDGEMENTS
We thank April Hennessey, Kathy Hieb, Helen Fuller and Scott Waller
for providing the data. We also thank Wim Kimmerer, James Cloern,
Anke Muller-Solger and three anonymous referees for their valuable
comments. Figure 1 is based on a map originally drawn by Jeanne
Dileo. Financial support by the CALFED Science Program under
Grant No. R ⁄ SF-36 (CalFed U-04-SC-005), the Interagency Ecolog-
ical Program under California DWR agreement number
4600008137T5, and the Deutsche Forschungsgemeinschoft as part
of the priority program Aquashift is gratefully acknowledged. Mac
Nally acknowledges the kind hosting by Andrew Balmford, Bill
Sutherland and Rhys Green in the Department of Zoology, The
University of Cambridge, where his contributions to this paper were
done. M.W. and A.D.J. designed research; M.W. and A.D.J. performed
research; M.W., A.D.J. and R. M. N. performed analysis and wrote the
paper.
REFERENCES
Arora, S., Kadir, T., Yin, H. & Ejeta, M.Z. (2006) California Central Valley Unimpaired
Flow Data, 4th edn. California Department of Water Resources, Bay-Delta Of-
fice, Sacramento, CA.
Arthur, J.F., Ball, M.D. & Baughman, S. (1996) Summary of federal and state water
project environmental impacts in the San Francisco Bay-Delta estuary, California.
In: San Francisco Bay: The Ecosystem (ed Hollibaugh, J.T.). AAAS, San Francisco,
CA, 445–495.
Bouley, P. & Kimmerer, W.J. (2006). Ecology of a highly abundant, introduced
cyclopoid copepod in a temperate estuary. Mar. Ecol. Prog. Ser., 324, 219–
228.
Bradley, B.A., Blumenthal, D.M., Wilcove, D.S. & Ziska, L.H. (2010). Predicting
plant invasions in an era of global change. Trend. Ecol. Evol., 25, 310–318.
Brook, B.W. (2008). Synergies between climate change, extinctions and invasive
vertebrates. Wildlife Res., 35, 249–252.
Cai, W. & Cowan, T. (2008). Evidence of impacts from rising temperature on
inflows to the Murray-Darling Basin. Geophys. Res. Lett., 35, L07701.
CALFED. (2001). CALFED Annual Report 2001. CALFED Bay-Delta Program,
Sacramento. Available at: http://calwater.ca.gov/calfed/library/Annual_Reports.
html. Last accessed 16 May 2011.
Carlton, J.T. (1979). Introduced invertebrates of San Francisco Bay. San Francisco
Bay: The Urbanized Estuary. Pacific Division of the American Association for the
Advancement of Science, San Francisco, pp. 427–444.
Carlton, J.T. (1996). Pattern, process, and prediction in marine invasion ecology.
Biol. Cons., 78, 97–106.
Carlton, J.T., Thompson, J.K., Schemel, L.E. & Nichols, F.H. (1990). Remarkable
invasion of San-Francisco Bay (California, USA) by the Asian Clam Potamocorbula
amurensis. I. Introduction and dispersal. Mar. Ecol. Prog. Ser., 66, 81–94.
Chambers, J.M., Cleveland, W.S., Kleiner, B. & Tukey, P.A. (1983). Graphical
Methods for Data Analysis. Duxbury Press, Boston.
Choi, K.H., Kimmerer, W., Smith, G., Ruiz, G.M. & Lion, K. (2005). Post-ex-
change zooplankton in ballast water of ships entering the San Francisco Estuary.
J. Plankton Res., 27, 707–714.
Cohen, A.N. & Carlton, J.T. (1998). Accelerating invasion rate in a highly invaded
estuary. Science, 279, 555–558.
Cordell, J.R., Bollens, S.M., Draheim, R. & Sytsma, M. (2008). Asian copepods on
the move: recent invasions in the Columbia-Snake River system, USA. ICES J.
Mar. Sci., 65, 753–758.
Elton, C.S. (2000). The Ecology of Invasions by Animals and Plants. University of Chi-
cago Press, Chicago.
Ferrari, F.D. & Orsi, J. (1984). Oithona davisae, new species, and Limnoithona sinensis
(Burckhardt, 1912) (Copepoda, Oithonidae) from the Sacramento San-Joaqiun
Estuary, California. J. Crust. Biol., 4, 106–126.
Gould, A. & Kimmerer, W. (2010). Development, growth, and reproduction of the
cyclopoid copepod Limnoithona tetraspina in upper San Francisco Estuary. Mar.
Ecol. Prog. Ser., 412, 163–177.
Hada, A. & Uye, S. (1991). Cannibalistic feeding-behavior of the brackish-water
copepod Sinocalanus tenellus. J. Plankton Res., 13, 155–166.
Hensel, D.R. & Hirsch, R.M. (1992). Statistical Methods in Water Resources. Elsevier
Science, Amsterdam.
IEP (2006). Dayflow Documentation. Interagency Ecological Program for the San
Francisco Estuary, Sacramento. Available at: http://www.water.ca.gov/dayflow/.
Last accessed 16 May 2011.
IPCC (2007). Climate Change 2007: The Physical Science Basis. Contribution of Working
Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change.
Cambridge University Press, Cambridge and New York, 996 pp.
Jassby, A.D., Kimmerer, W.J., Monismith, S.G., Armor, C., Cloern, J.E., Powell,
T.M. et al. (1995). Isohaline position as a habitat indicator for estuarine popu-
lations. Ecol. Appl., 5, 272–289.
Jassby, A.D., Cloern, J.E. & Cole, B.E. (2002). Annual primary production: patterns
and mechanisms of change in a nutrient-rich tidal ecosystem. Limnol. Oceanogr.,
47, 698–712.
Jeffreys, H. (1961). Theory of Probability. Oxford University Press, Oxford.
Kimmerer, W.J. (2002). Effects of freshwater flow on abundance of estuarine
organisms: physical effects or trophic linkages? Mar. Ecol. Prog. Ser., 243, 39–
55.
Kimmerer, W. (2004). Open water processes of the San Francisco Estuary: from
physical forcing to biological responses. San Francisco Estuary and Watershed Science,
2(1), Article 1.
Kimmerer, W.J., Gartside, E. & Orsi, J.J. (1994). Predation by an introduced clam
as the likely cause of substantial declines in zooplankton of San-Francisco Bay.
Mar. Ecol. Prog. Ser., 113, 81–93.
Lambert, D. (1992). Zero-inflated poisson regression, with an application to defects
in manufacturing. Technometrics, 34, 1–14.
Lehman, P.W. (2000). Phytoplankon biomass, cell diameter, and species compo-
sition in the low salinity zone of northern San Francisco Bay estuary. Estuaries,
23, 216–230.
Mac Nally, R., Thomson, J.R., Kimmerer, W.J., Feyrer, F., Newman, K.B., Sih, A.
et al. (2010). Analysis of pelagic species decline in the upper San Francisco
Estuary using multivariate autoregressive modeling (MAR). Ecol. Appl., 20, 1417–
1430.
Mack, R.N., Simberloff, D., Lonsdale, W.M., Evans, H., Clout, M. & Bazzaz, F.A.
(2000). Biotic invasions: causes, epidemiology, global consequences, and control.
Ecol. Appl., 10, 689–710.
Malamud-Roam, F., Dettinger, M., Ingram, B.L., Hughes, M.K. & Florsheim, J.L.
(2007). Holoceneclimates and connections between the San Francisco Bay
Estuary and its watershed: a review. San Francisco Estuary and Watershed Science,
5(1), Article 3.
Miller, C.J., Roelke, D.L., Davis, S.E., Li, H.P. & Gable, G. (2008). The role of
inflow magnitude and frequency on plankton communities from the Guadalupe
Estuary, Texas, USA: findings from microcosm experiments. Estuar. Coast. Shelf
Sci., 80, 67–73.
756 M. Winder, A. D. Jassby and R. Mac Nally Letter
� 2011 Blackwell Publishing Ltd/CNRS
Modlin, R.F. & Orsi, J.M. (1997). Acanthomysis bowmani, a new species, and A. aspera
Ii, Mysidacea newly reported from the Sacramento-San Joaquin Estuery, Cali-
fornia (Crustacea: Mysidae). Proc. Biol. Soc. Washington, 110, 439–446.
Monismith, S.G., Kimmerer, W., Burau, J.R. & Stacey, M.T. (2002). Structure and
flow-induced variability of the subtidal salinity field in northern San Francisco
Bay. J. Phys. Oceanogr., 32, 3003–3019.
Muller-Solger, A.B., Jassby, A.D. & Muller-Navarra, D.C. (2002). Nutritional quality
of food resources for zooplankton (Daphnia) in a tidal freshwater system (Sac-
ramento-San Joaquin River Delta). Limnol. Oceanogr., 47, 1468–1476.
Muller-Solger, A.B., Hall, C.J., Jassby, A.D. & Goldman, C.R. (2006). Food Resources
for Zooplankton in the Sacramento-San Joaquin River Delta, Final Report to the Calfed
Ecosystem Restoration Program State of California Department of Water Re-
sources, Sacramento, CA.
Newman, W.A. (1963). On the introduction of an edible Oriental shrimp (Caridea,
Palaemonidae) to San Francisco Bay. Crustaceana, 5, 119–132.
Nichols, F.H. (1985). Increased benthic grazing: an alternative explanation for low
phytoplankton biomass in northern San Francisco Bay during the 1976–1977
drought. Estuar. Coast. Shelf Sci., 21, 379–388.
Nichols, F.H., Cloern, J.E., Luoma, S.N. & Peterson, D.H. (1986). The modifica-
tion of an estuary. Science, 231, 567–573.
Nichols, F.H., Thompson, J.K. & Schemel, L.E. (1990). Remarkable invasion of
San-Francisco Bay (California, USA) by the Asian clam Potamocorbula amurensis. 2.
Displacement of a former community. Mar. Ecol. Prog. Ser., 66, 95–101.
Ohtsuka, S., Ueda, H. & Lian, G.S. (1995). Tortanus clerjugini Smirnov (Copepoda:
Calanoida) from the Ariake Sea, western Japan, with notes on the zoogeography
of brackish-water calanoid copepods in East Asia. Bull. Plankton Soc. Jpn, 42, 147–
162.
Orsi, J.J. & Knutson, A.C. Jr (1979) The role of mysid shrimp in the Sacramento-
San Joaquin Estuary and factors affecting their abundance and distribution. In:
San Francisco Bay: The Urbanized Estuary (eds Conomos, T.J., Leviton, A.E. &
Berson, M.). American Association for the Advancement of Science, Pacific
Division, San Francisco, CA, pp. 401–408.
Orsi, J.J. & Mecum, W.L. (1996) Food limitation as the probable cause of a long-
term decline in the abundance of Neomysis mercedis the opposum shrimp in the
Sacramento–San Joaquin Estuary. In: San Francisco Bay: The ecosystem (ed Holli-
baugh, J.T.). Pacific Division, American Association for the Advancement of
Science, San Francisco, CA, pp. 375–401.
Orsi, J.J. & Ohtsuka, S. (1999). Introduction of the Asian copepods Acartiella
sinensis, Tortanus dextrilobatus (Copepoda: Calanoida), and Limnoithona tetraspina
(Copepoda: Cyclopoida) to the San Francisco Estuary, California, USA. Plankton
Biol. Ecol., 46, 128–131.
Orsi, J.J. & Walter, T.C. (1991). Pseudodiaptomus forbesi and P. marinus (Copepoda:
Calanoida), the latest Copepod immigrants to California�s Sacramento-San Joa-
quin Estuary. Proceedings of the Fourth International Conference on Copepods. Bull
Plankton Soc. Jpn., Spec. Vol., 1991, 553–556.
Orsi, J.J., Bowman, T.E., Marelli, D.C. & Hutchinson, A. (1983). Recent intro-
duction of the planktonic calanoid copepod Sinocalanus doerrii (Centropagidae)
from mainland China to the Sacramento-San Joaquin Estuary of California.
J. Plankton Res., 5, 357–375.
Painter, R.E. (1966). Zooplankton of San Pablo and Suisun Bays. In: Ecological
Studies of the Sacramento-San Joaquin Estuary; Part 1: Zooplankton, Zoobenthos, and Fishes
of San Pablo and Suisun Bays, Zooplankton and Zoobenthos of the Delta (ed Kelly, D.W.).
The Resources Agency, Dept. of Fish and Game, State of California, Sacramento,
CA, pp. 18–39.
Rollwagen Bollens, G.C. & Penry, D.L. (2003). Feeding dynamics of Acartia spp.
copepods in a large, temperate estuary (San Francisco Bay, CA). Mar. Ecol. Prog.
Ser., 257, 139–158.
Ruiz, G.M., Fofonoff, P.W., Carlton, J.T., Wonham, M.J. & Hines, A.H. (2000).
Invasion of coastal marine communities in North America: apparent patterns,
processes, and biases. Annu. Rev. Ecol. Syst., 31, 481–531.
Service, R.F. (2007). Delta blues, California style. Science, 317, 442–445.
Sommer, T., Armor, C., Baxter, R., Breuer, R., Brown, L., Chotkowski, M. et al.
(2007). The collapse of pelagic fishes in the Upper San Francisco Estuary.
Fisheries, 32, 270–277.
Stachowicz, J.J., Terwin, J.R., Whitlatch, R.B. & Osman, R.W. (2002). Linking cli-
mate change and biological invasions: ocean warming facilitates nonindigenous
species invasions. Proc. Natl Acad. Sci. USA, 99, 15497–15500.
Verling, E., Ruiz, G.M., Smith, L.D., Galil, B., Miller, A.W. & Murphy, K.R. (2005).
Supply-side invasion ecology: characterizing propagule pressure in coastal eco-
systems. Proc. R. Soc. Lond. B, 272, 1249–1256.
Walther, G.R., Roques, A., Hulme, P.E. & Al, E. (2009). Alien species in a warmer
world: risks and opportunities Trend. Ecol. Evol., 24, 686–693.
Winder, M. & Jassby, A.D. (2010). Shifts in zooplankton community structure:
implications for food-web processes in the upper San Francisco Estuary. Estuar.
Coasts. Available at: http://www.springerlink.com/content/b30544u2xx0l235u/
fulltext.pdf. Last accessed 19 May 2011.
SUPPORTING INFORMATION
Additional Supporting Information may be found in the online
version of this article:
Appendix S1 Detailed description of data collection and analyses.
As a service to our authors and readers, this journal provides
supporting information supplied by the authors. Such materials are
peer-reviewed and may be re-organized for online delivery, but are not
copy edited or typeset. Technical support issues arising from
supporting information (other than missing files) should be addressed
to the authors.
Editor, Elsa Cleland
Manuscript received 21 March 2011
First decision made 20 April 2011
Manuscript accepted 3 May 2011
Letter Synergistic effects on biotic invasions 757
� 2011 Blackwell Publishing Ltd/CNRS