Abstract
Ocean warming has both direct physiological and indirect ecological consequences for marine organisms. Sessile animals may be particularly vulnerable to anomalous warming given constraints in food acquisition and reproduction imposed by sessility. In temperate reef ecosystems, sessile suspension feeding invertebrates provide food for an array of mobile species and act as a critical trophic link between the plankton and the benthos. Using 14 years of seasonal benthic community data across five coastal reefs, we evaluated how communities of sessile invertebrates in southern California kelp forests responded to the “Blob”, a period of anomalously high temperatures and low phytoplankton production. We show that this event had prolonged consequences for kelp forest ecosystems. Changes to community structure, including species invasions, have persisted six years post-Blob, suggesting that a climate-driven shift in California kelp forests is underway.
Subject terms: Climate-change ecology, Community ecology
Sessile invertebrates in Californian kelp forests exhibit prolonged changes to community structure following a marine heatwave event.
Introduction
As oceans warm, marine communities are exposed to novel and stressful abiotic and biotic conditions. Such is the case during acute periods of anomalous ocean warming—marine heatwaves—which are predicted to increase in severity and frequency over the next century due to anthropogenic climate change1,2. Recent marine heatwaves have caused extensive ecological and socioeconomic damage to communities in tropical and temperate ecosystems worldwide3, including severe coral bleaching4 and massive die offs of seagrass and kelp5,6. Marine heatwaves directly stress organisms via the lethal and sublethal physiological consequences of increased temperatures4,7, but also have more indirect ecological consequences. For example, prolonged warming and resultant ocean stratification can retard upwelling of deep, nutrient-rich water to sunlit surface waters8,9. Temperate coastal ecosystems rely on upwelled nitrogen to fuel primary production by phytoplankton that sustain food webs10,11 and macrophytes such as seagrasses and kelps that provide critical habitat for diverse marine communities12,13. Consequently, the extremely productive coastal ecosystems in upwelling regions may be particularly susceptible to ecological damage by marine heatwaves.
Sessile invertebrates provide food for an array of mobile invertebrate and vertebrate predators on shallow temperate rocky reefs, acting as a critical trophic link between the plankton and the benthos through suspension feeding10,14. Their dependence on plankton may make this diverse group of primary space holders particularly vulnerable to the effects of marine heatwaves and continued ocean warming15, and a recent meta-analysis found that sessile species are generally more susceptible to the adverse effects of heatwaves than mobile species16. Most of the research done to date on the effects of marine heatwaves on sessile invertebrates has focused on hermatypic corals in the tropics, while on temperate reefs many studies have emphasized habitat-forming macroalgae and seagrasses rather than sessile invertebrates4–6,15–17. Given their ecological importance in temperate systems and vulnerability to environmental change, a more comprehensive assessment of the effects of anomalous warming on these diverse communities seems warranted.
In 2014–2015, a persistent high-pressure zone pinned warm water masses along North America’s west coast; the resulting extreme heatwave was unprecedented in recorded history and became known as the “Blob”9,18,19. Positive temperature anomalies were accompanied by negative chlorophyll-a anomalies across the Southern California Bight in the winter and spring of 2014 and 201519, due to deepening of the thermocline and nitracline and increased stratification that limited nutrient enrichment of the photic zone9. Here we use 14 years of seasonal data to evaluate the resilience of communities of sessile suspension-feeding invertebrates on reefs in the Santa Barbara Channel to the anomalous ocean conditions associated with the Blob. Sessile invertebrate abundance and species richness declined significantly, and species composition changed during the heatwave in response to depressed phytoplankton abundance that compounded the detrimental effects of warming. These changes, including greater abundance of nonindigenous and warmer-water species, have persisted 6 years post-Blob, suggesting that a prolonged climate-driven shift in the community structure of California kelp forests is underway.
Results and discussion
The Santa Barbara Coastal Long Term Ecological Research program has monitored benthic communities in five kelp forests seasonally since 2008 using fixed transect diver surveys, and moored sensors at each reef have recorded bottom temperatures every 15 min. Blob-associated positive bottom temperature anomalies began in winter 2014 and persisted through autumn 2016 (Fig. 1a)18. Peak temperature anomalies occurred during the summer and autumn of 2014 and 2015 (Fig. 1a), and the average temperature anomaly in autumn 2015 was +3.1 °C, equivalent to an average daily temperature of 19.6 °C. In 2014 and 2015, 91 and 69% of autumn days, respectively, were classified as heatwave days as defined by Hobday et al.20. Seasonal chlorophyll-a concentration, a proxy for phytoplankton abundance, was obtained from satellite imagery at each of the five reefs over the 14-year period. The average chlorophyll-a concentration was anomalously low throughout the warming period, and exceptionally low during the springs of 2014 and 2015 (Fig. 1a), when upwelling-driven nutrient enrichment typically supports dense phytoplankton blooms.
Mean sessile invertebrate cover averaged across all sites declined 71% during the Blob, reaching a 14-year minimum of 7% in autumn of 2015 (Fig. 1b and Supplementary Fig. 1). Species richness declined 69% during the same period (Fig. 1b and Supplementary Fig. 1). The responses of invertebrates to warming were not consistent across time even though the duration and intensity of warming was similar in 2014 and 2015, suggesting that extended periods of elevated seawater temperature were not solely responsible for the most severe loss of invertebrates. For ectotherms, increases in ambient seawater temperature should be met with increases in metabolic rate and food requirements to sustain metabolism21. Because of their sedentary lifestyle, sessile invertebrates cannot actively forage for food or seek spatial refuge from thermal extremes, and limitations in their planktonic food supply can result in metabolic stress over extended periods22,23. Anomalously low chlorophyll-a concentrations during the Blob (Fig. 1a), particularly in the spring of 2015, indicated that food limitation was a likely driver of invertebrate decline. Results from piecewise structural equation modeling (Fig. 2) that incorporated biological interactions with space competitors (understory macroalgae), predators (sea urchins), and foundation species (giant kelp) showed that the severity of warming had both a direct and indirect effect on the sessile invertebrate community. The proportion of heatwave days was a direct negative predictor of sessile invertebrate cover (−0.11) and species richness (−0.21). The proportion of heatwave days was an even stronger negative predictor of chlorophyll-a concentration (−0.26), yielding negative indirect effects on invertebrate cover (−0.07) and species richness (−0.05) due to the positive influence of chlorophyll-a concentration on sessile invertebrate cover (+0.26) and richness (+0.20).
Consequences of heatwaves on benthic community structure can be difficult to predict if community-level interactions exacerbate or ameliorate stressful conditions24,25. The biomass of giant kelp, Macrocystis pyrifera, an important foundation species on temperate reefs, was not strongly impacted by the Blob in the Santa Barbara Channel (Fig. 2)18,26, but experienced warming-induced declines at its equatorward range edge26,27. Given the strong positive relationship between giant kelp biomass and sessile invertebrate cover (+0.40) and species richness (+0.46), future declines in giant kelp during warming events, as has been seen in other kelp forest systems5,17, will likely contribute to sessile invertebrate declines. Similarly, loss of kelp canopy has been shown to increase understory algal cover and biomass28,29, a strong negative predictor of invertebrate cover (−0.45) and species richness (−0.32), apparently due to increased competition between understory algae and invertebrates for space.
Invertebrate phyla did not respond equally to the Blob; some phyla experienced severe declines during the warming event while others resisted change. Bryozoans, sponges, annelids, and ascidians were particularly hard-hit and declined to their lowest percent cover during the Blob (Fig. 3, Supplementary Fig. 2). For example, in autumn 2015 bryozoans and sponges were not recorded at any site while ascidians were recorded at only one site in very low abundance (i.e. ~1% cover). The decline in the percent cover of annelids began prior to the Blob, making it difficult to attribute their low abundance in 2015 solely to warming. Bryozoans and annelids rapidly recovered following the Blob, and by 2017 their percent cover approached or surpassed pre-heatwave levels. By contrast, the recovery of sponges was considerably slower, with pre-Blob levels not evident until 2020 (Fig. 3, Supplementary Fig. 2). Mollusks were relatively unaffected by the heatwave, although their highest cover was observed in the years following the Blob, suggesting that they may have benefited from delayed indirect positive effects of warming (Fig. 3, Supplementary Fig. 2, Supplementary Fig. 4).
Although the percent cover of most sessile invertebrate phyla returned to pre-Blob levels within a couple of years after the heatwave, changes in the species composition of the sessile invertebrate community attributed to the Blob have persisted (PERMANOVA, F = 13.462, p < 0.001; Fig. 4). As positive temperature anomalies subsided in early 2016, invertebrate cover and richness steadily increased over time, peaking in the summers of 2017 and 2018 (Fig. 1). This increase in invertebrate cover was largely driven by increases in the abundance of bryozoans, and to a lesser extent, mollusks (Fig. 3, Supplementary Fig. 2, Supplementary Fig. 3, Supplementary Fig. 4). Two invasive bryozoan species accounted for much of this increase (Fig. 4). The percent cover of Watersipora subatra, a recent invader in the Santa Barbara Channel30, increased after the Blob (Supplementary Fig. 3, Fig. 4; IndVal = 0.455, p < 0.001), while Bugula neritina, a long-established invader, is now substantially more abundant than its morphologically similar native relative, Bugulina californica (Supplementary Fig. 3, Fig. 4; IndVal = 0.549, p < 0.01). The increased abundance of W. subatra and B. neritina following the Blob could be due to reductions of specialized native species that otherwise would outcompete generalist invaders31, increased tolerance to thermally or metabolically stressful conditions, as has been demonstrated for W. subtorquata and some invasive ascidian species32, or increased recruitment of these species33.
In addition to increases in nonnative species, the abundance of a native southern-affinity sessile gastropod, Thylacodes squamigerus, increased significantly since the onset of the Blob (IndVal = 0.711, p < 0.001; Fig. 4, Supplementary Fig. 4). As one of the few locally abundant invertebrates with a southern range extending beyond Baja California, T. squamigerus may have been preadapted to warmer temperatures. T. squamigerus also has the capacity to consume kelp detritus as an alternative food source34, which may have facilitated its survival during extended periods of low plankton availability.
Though most sessile invertebrates are suspension feeders relying on the delivery of plankton and particulate organic matter for food10,11, there are differences in life history traits and feeding strategies among benthic phyla that may result in unequal responses to marine heatwaves. Colonial species, including sponges, most bryozoans, and many ascidians, are generally shorter-lived and exhibit rapid growth rates. By contrast, anthozoan cnidarians and mollusks are generally longer-lived with slower growth35, and may have specific traits (e.g., lower metabolism, energy stores, alternate feeding strategies) that enable them to survive prolonged periods of warming with anomalously low phytoplankton supply. For example, anemones are opportunistic feeders that can consume zooplankton and detritus36, while colonial species such as bryozoans and ascidians may be more dependent on smaller phytoplankton37, with a lower capacity to switch food sources in the event of low phytoplankton abundance. Though adult anthozoans and mollusks were generally resilient during the Blob, prolonged reductions in phytoplankton could adversely affect their populations by limiting recruitment in species with planktotrophic larvae that depend on phytoplankton for food. Increases in bryozoan cover following the Blob, particularly in two invasive species, suggests that rapid reproduction and growth may have facilitated their colonization following disturbance and increases in unoccupied space. Similar trends were observed in Mediterranean temperate reefs where traits associated with rapid growth and reproduction were significantly more common in benthic assemblages following heatwaves38.
Suspension-feeding invertebrates are an essential link between pelagic and benthic food webs10, are important fisheries and aquaculture species, and are especially susceptible to environmental stressors due to the constraints in food acquisition and reproduction imposed by sessility. We found large negative impacts of warming and accompanying phytoplankton decreases on benthic suspension feeders along with persistent changes in their species composition in kelp forests of southern California, even though the major habitat-forming species, giant kelp, was relatively resilient to warming18,26. The Blob had similar effects in altering the species composition (but not community biomass) of understory macroalgae at our study sites18,39, which in turn, may have indirectly affected the sessile invertebrate community. We predict that increasing marine heatwaves will result in future losses and changes in species assemblages of sessile animals on temperate rocky reefs worldwide, and these transformations will likely be exacerbated by warming-induced declines in structure-forming kelps and understory macroalgae. Declines or changes in the species composition of suspension feeders may disrupt coastal food webs if the “winners” are functionally dissimilar from existing taxa. For example, heatwaves have altered functional traits in temperate reef systems through changes to benthic community structure38. Additionally, introductions of tropical herbivorous fish to temperate reefs during reef tropicalization have resulted in herbivore-mediated declines of macroalgae40, altering ecosystem function. Such functional shifts may have significant consequences for temperate reefs, including decoupling of primary production from higher trophic levels that depend on these vital primary consumers for survival.
Methods
Study system
The five subtidal reef sites were located along the mainland of the Santa Barbara Channel within the northern portion of the Southern California Bight: Carpinteria (119.54 °W, 34.39 °N), Mohawk (119.73 °W, 34.39 °N), Isla Vista (119.86 °W, 34.40 °N), Naples (119.95 °W, 34.42 °N), and Arroyo Quemado (120.12 °W, 34.47 °N). Sites ranged in depth from 5.4 to 7.5 m on rocky substrate (shale, sandstone, mudstone). All sites and transects were monitored seasonally by the Santa Barbara Coastal (SBC) Long Term Ecological Research (LTER) program.
Oceanographic anomalies
Bottom temperature at each site was recorded using loggers fixed to the bottom (Stowaway Onset tidbits, Onset Computer, Bourne, Massachusetts, USA). Temperature measurements recorded once every 15 min were used to calculate the mean temperature for each season from 2003 through winter of 202141. Seasonal temperature anomalies for each site were calculated as the mean of a given season in a given year minus the mean of that season averaged over all years from 2003 through 2021. Seasonal temperature anomalies for the study region were calculated as the mean seasonal anomalies averaged across the five study sites.
Heatwaves were identified as 5 or more consecutive days with daily bottom temperatures above the 90th percentile20 for the period 2003–2021. The number of heatwave days at each site were summed within each season in the time series and used to calculate the proportion of heatwave days per season at each site.
To calculate the seasonal chlorophyll-a concentration at each site, the average monthly chlorophyll-a concentration was extracted from the mapped chlorophyll data from the MODIS (Moderate Resolution Imaging Spectroradiometer) instrument aboard the Aqua satellite42. Chlorophyll-a values within 4km-square bins were extracted at each site centered 2 km south (offshore) of the reef’s location to prevent bin overlap with land. Seasonal chlorophyll-a values were calculated using the average chlorophyll-a value at each reef over 3 months (winter = December, January and February; spring = March, April and May; summer = June, July and August; autumn = September, October and November).
Benthic community sampling
Sessile invertebrate and understory macroalgal communities were sampled twice seasonally from 2008 to 2013 and once seasonally from 2013 to winter of 202143. Data were not collected during the spring of 2020 due to research restrictions stemming from the COVID-19 pandemic. Uniform point contact surveys were performed by divers along a 40 m x 2 m permanent transect. Paired points were sampled every 0.5 m for a total of 80 points per transect. Sessile invertebrates were identified to species or family level. All species intersecting the point were recorded, such that the total percent cover of all species combined could exceed 100%, while the cover of any individual species could not exceed 100%. A complete list of invertebrate species sampled can be found in Supplementary Table 1. The total number of unique species encountered in 80 points per transect was used to measure sessile invertebrate species richness. Giant kelp (Macrocystis pyrifera) was sampled along the same permanent transect and the total number of plants and stipes per plant were recorded and converted to biomass using established allometric relationships44. The density of red (Mesocentrotus franciscanus) and purple (Strongylocentrotus purpuratus) urchins was sampled in six permanent 1 m2 quadrats per transect, and the average density across quadrats was calculated for each transect45.
Statistics and reproducibility
All piecewise structural equation models (SEM) analyses were performed in R v 4.1.246. Piecewise structural equation models were evaluated using the piecewiseSEM package47. To evaluate how the percent cover (Fig. 2a) and species richness (Fig. 2b) of sessile animals were influenced by the severity of warming (measured as the proportion of heatwave days per season) and by food availability (chlorophyll-a concentration, mg/m3) we used piecewise structural equation modeling. Established predictors of invertebrate cover such as biomass of the foundation species, giant kelp (Macrocystis pyrifera) (g dry mass/m2), urchin density (red and purple urchins; average number of individuals/m2), and understory macroalgal cover12,48 were included in the models. Two separate models were developed to evaluate the environmental effects on invertebrate cover and species richness. Prior to inclusion in the model, proportional cover of invertebrates and understory macroalgae and invertebrate species richness were square root transformed to improve normality. The concentration of chlorophyll-a and giant kelp biomass were log-transformed to reduce the effects of extreme values. All community metrics were averaged for each sampling season at each site for years with more than one sampling event per season. All fixed effects were then centered and scaled by subtracting the factor mean from each factor and dividing by the factor standard deviation.
Models evaluated the effects of environmental and community-level variables on: (1) sessile invertebrate cover (Fig. 2a), and (2) species richness (Fig. 2b). Site was included as a random effect in each model, while the proportion of heatwave days per season, the average seasonal chlorophyll-a concentration, giant kelp biomass, understory macroalgal percent cover, red and purple urchin density, and season were included as fixed effects. Temporal autocorrelation did not improve the Akaike Information Criterion (AIC) for the models and was excluded. Hypothesized pathways can be found in Supplementary Table 2 and Supplementary Table 3.
The effect of the anomalous warming period from 2014–2015 on community composition was evaluated using Canonical Analysis of Principal Coordinates (CAP) as described by Anderson and Willis49 in PRIMER 7 PERMANOVA + 50. Sampling events were partitioned into time periods: before the anomalous warming period (Before, winter 2008–winter 2014), during the anomalous warming period (During, spring 2014–winter 2016), and after the warming period (After, spring 2016–winter 2021) and time period was treated as a constraining variable. Samples from the Isla Vista site were excluded in this analysis, since sampling did not include the years 2008–2011. The average community composition across the remaining four sites were used for the analysis. The community matrix was then square root transformed and Bray-Curtis dissimilarities were used as a resemblance matrix prior to ordination by CAP (Fig. 4).
To evaluate which species contributed the most to community dissimilarity over time, an Indicator Species Analysis was conducted in R v 4.1.246 in the indicspecies package51 using the function multipatt. Sites were restricted to the time period (before, during, and after).
Permutational Multivariate Analysis of Variance Using Distance Matrices (PERMANOVA) analyses were performed in R v 4.1.246 in the vegan package52. Differences in species composition were evaluated using Bray-Curtis dissimilarities in the function vegdist. Prior to performing PERMANOVA, we evaluated the multivariate homogeneity of group dispersions using the betadisper function. There were significant differences detected in distances to spatial medians between time periods (ANOVA, F = 4.0241, p = 0.024). Pairwise comparisons showed that significant differences were between the Before and During periods (p = 0.005), while there was no significant difference between Before and After (p = 0.37) and During and After (p = 0.076). The During time period was then removed to satisfy the dispersion homogeneity assumption, and group dispersions were reassessed between Before and After communities. There was no significant difference between the homogeneity of group dispersions between Before and After (ANOVA, F = 0.8114, p = 0.373), so results of PERMANOVA between Before and After can be interpreted confidently. PERMANOVA was then performed using the function adonis2 using time period as a fixed effect.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
Supplementary information
Acknowledgements
We thank Clint Nelson, Shannon Harrer, Sarah Sampson, Jacob Ogawa, and Francesca Puerzer for field data collection and Li Kui and Margaret O’Brien for data management. Funding for this work was provided by National Science Foundation grant OCE-9982105, National Science Foundation grant OCE-0620276, National Science Foundation grant OCE-1232779, National Science Foundation grant OCE-1831937, National Aeronautics and Space Administration Biodiversity and Ecological Forecasting Program grant NNX14AR62A, and Bureau of Ocean Energy Management grant M15AC00006.
Author contributions
K.M.M.: conceptualization, methodology, investigation, formal analysis, visualization, writing—original draft; R.J.M.: conceptualization, methodology, investigation, funding acquisition, writing—review and editing; D.C.R.: methodology, investigation, funding acquisition, writing—review and editing.
Peer review
Peer review information
Communications Biology thanks Dan Smale and Christopher Cornwall for their contribution to the peer review of this work. Primary Handling Editor: Luke R. Grinham. Peer reviewer reports are available.
Data availability
All data used are available publicly from the Santa Barbara Coastal Long Term Ecological Research program and from NASA (AQUA/MODIS Chlorophyll Data): SBC LTER: Reef: Bottom Temperature: Continuous water temperature, ongoing since 2000 ver 26. Environmental Data Initiative. 10.6073/pasta/22ed009da1cf41cbf76490ab2c0c5949 SBC LTER: Reef: Long-term experiment: Kelp removal: Cover of sessile organisms, Uniform Point Contact ver 30. Environmental Data Initiative. 10.6073/pasta/1151c1dcf5110432b6d35f7dc00bb834 SBC LTER: Reef: Long-term experiment: Kelp removal: Invertebrate and algal density ver 19. Environmental Data Initiative. 10.6073/pasta/decb1dcc7b35d2ef401b2dd7d79ea257 SBC LTER: Reef: Long-term experiment: biomass of kelp forest species, ongoing since 2008 ver 8. Environmental Data Initiative. 10.6073/pasta/e30eb31ce1f346255910fe17092f00b1 Moderate-resolution Imaging Spectroradiometer (MODIS) Aqua Chlorophyll Data. Available at: doi:10.5067/AQUA/MODIS/L3B/CHL/2018.
Code availability
All code is publicly available: Michaud, K. M. kristenmichaud/Chl-File-Code-Michaud-et-al. Chl_file_code_Michaud_et_al. (Version v1). Zenodo. 10.5281/zenodo.7117750 (2022). Michaud, K. M. kristenmichaud/Community-Analysis-Michaud-et-al. Community_Analysis (Version v1). Zenodo. 10.5281/zenodo.7117763 (2022).
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
The online version contains supplementary material available at 10.1038/s42003-022-04107-z.
References
- 1.Oliver ECJ, et al. Longer and more frequent marine heatwaves over the past century. Nat. Commun. 2018;9:1324. doi: 10.1038/s41467-018-03732-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 2.Frölicher TL, Fischer EM, Gruber N. Marine heatwaves under global warming. Nature. 2018;560:360–364. doi: 10.1038/s41586-018-0383-9. [DOI] [PubMed] [Google Scholar]
- 3.Smith KE, et al. Socioeconomic impacts of marine heatwaves: global issues and opportunities. Science. 2021;374:eabj3593. doi: 10.1126/science.abj3593. [DOI] [PubMed] [Google Scholar]
- 4.Hughes TP, et al. Global warming and recurrent mass bleaching of corals. Nature. 2017;543:373–377. doi: 10.1038/nature21707. [DOI] [PubMed] [Google Scholar]
- 5.Wernberg T, et al. Climate-driven regime shift of a temperate marine ecosystem. Science. 2016;353:169–172. doi: 10.1126/science.aad8745. [DOI] [PubMed] [Google Scholar]
- 6.Thomson JA, et al. Extreme temperatures, foundation species, and abrupt ecosystem change: an example from an iconic seagrass ecosystem. Glob. Chang. Biol. 2015;21:1463–1474. doi: 10.1111/gcb.12694. [DOI] [PubMed] [Google Scholar]
- 7.Hemraj DA, Posnett NC, Minuti JJ, Firth LB, Russell BD. Survived but not safe:marine heatwave hinders metabolism in two gastropod survivors. Mar. Environ. Res. 2020;162:105117. doi: 10.1016/j.marenvres.2020.105117. [DOI] [PubMed] [Google Scholar]
- 8.Xiu P, Chai F, Curchitser EN, Castruccio FS. Future changes in coastal upwelling ecosystems with global warming: The case of the California Current System. Sci. Rep. 2018;8:2866. doi: 10.1038/s41598-018-21247-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Zaba KD, Rudnick DL. The 2014–2015 warming anomaly in the Southern California Current System observed by underwater gliders. Geophys. Res. Lett. 2016;43:1241–1248. [Google Scholar]
- 10.Gili J-M, Coma R. Benthic suspension feeders: their paramount role in littoral marine food webs. Trends Ecol. Evol. 1998;13:316–321. doi: 10.1016/s0169-5347(98)01365-2. [DOI] [PubMed] [Google Scholar]
- 11.Miller RJ, Page HM. Kelp as a trophic resource for marine suspension feeders: a review of isotope-based evidence. Mar. Biol. 2012;159:1391–1402. [Google Scholar]
- 12.Miller RJ, et al. Giant kelp, Macrocystis pyrifera, increases faunal diversity through physical engineering. Proc. R. Soc. B. 2018;285:20172571. doi: 10.1098/rspb.2017.2571. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Teagle H, Hawkins SJ, Moore PJ, Smale DA. The role of kelp species as biogenic habitat formers in coastal marine ecosystems. J. Exp. Mar. Biol. Ecol. 2017;492:81–98. [Google Scholar]
- 14.Morton DN, et al. A food web including parasites for kelp forests of the Santa Barbara Channel, California. Sci. Data. 2021;8:99. doi: 10.1038/s41597-021-00880-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Przeslawski R, Ahyong S, Byrne M, Worheide G, Hutchings P. Beyond corals and fish: the effects of climate change on noncoral benthic invertebrates of tropical reefs. Glob. Chang. Biol. 2008;14:2773–2795. [Google Scholar]
- 16.Smale DA, et al. Marine heatwaves threaten global biodiversity and the provision of ecosystem services. Nat. Clim. Change. 2019;9:306–312. [Google Scholar]
- 17.Smale DA. Impacts of ocean warming on kelp forest ecosystems. N. Phytol. 2020;225:1447–1454. doi: 10.1111/nph.16107. [DOI] [PubMed] [Google Scholar]
- 18.Reed D, et al. Extreme warming challenges sentinel status of kelp forests as indicators of climate change. Nat. Commun. 2016;7:13757. doi: 10.1038/ncomms13757. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Cavole L, et al. Biological impacts of the 2013–2015 warm-water anomaly in the Northeast Pacific: winners, losers, and the future. Oceanog. 2016;29:273–285. [Google Scholar]
- 20.Hobday AJ, et al. A hierarchical approach to defining marine heatwaves. Prog. Oceanogr. 2016;141:227–238. [Google Scholar]
- 21.Brown JH, Gillooly JF, Allen AP, Savage VM, West GB. Toward a metabolic theory of ecology. Ecology. 2004;85:1771–1789. [Google Scholar]
- 22.Delorme N, et al. Stress-on-stress responses of a marine mussel, Perna canaliculus: food limitation reduces the ability to cope with heat stress in juveniles. Mar. Ecol. Prog. Ser. 2020;644:105–117. [Google Scholar]
- 23.Haider F, Timm S, Bruhns T, Noor MN, Sokolova IM. Effects of prolonged food limitation on energy metabolism and burrowing activity of an infaunal marine bivalve, Mya arenaria. Comp. Biochem. Physiol. 2020;250:110780. doi: 10.1016/j.cbpa.2020.110780. [DOI] [PubMed] [Google Scholar]
- 24.Sorte CJB, White JW. Competitive and demographic leverage points of community shifts under climate warming. Proc. R. Soc. B. 2013;280:20130572. doi: 10.1098/rspb.2013.0572. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Kroeker KJ, Sanford E. Ecological leverage points: Species interactions amplify the physiological effects of global environmental change in the ocean. Annu. Rev. Mar. Sci. 2021;14:1–29. doi: 10.1146/annurev-marine-042021-051211. [DOI] [PubMed] [Google Scholar]
- 26.Cavanaugh KC, Reed DC, Bell TW, Castorani MCN, Beas-Luna R. Spatial variability in the resistance and resilience of giant kelp in Southern and Baja California to a multiyear heatwave. Front. Mar. Sci. 2019;6:413. [Google Scholar]
- 27.Arafeh-Dalmau N, et al. Extreme marine heatwaves alter kelp forest community near its equatorward distribution limit. Front. Mar. Sci. 2019;6:499. [Google Scholar]
- 28.Castorani MCN, Reed DC, Miller RJ. Loss of foundation species: disturbance frequency outweighs severity in structuring kelp forest communities. Ecology. 2018;99:2442–2454. doi: 10.1002/ecy.2485. [DOI] [PubMed] [Google Scholar]
- 29.Arkema KK, Reed DC, Schroeter SC. Direct and indirect effects of giant kelp determine benthic community structure and dynamics. Ecology. 2009;90:3126–3137. doi: 10.1890/08-1213.1. [DOI] [PubMed] [Google Scholar]
- 30.Page H, Dugan J, Culver C, Hoesterey J. Exotic invertebrate species on offshore oil platforms. Mar. Ecol. Prog. Ser. 2006;325:101–107. [Google Scholar]
- 31.Marvier M, Kareiva P, Neubert MG. Habitat destruction, fragmentation, and disturbance promote invasion by habitat generalists in a multispecies metapopulation. Risk Anal. 2004;24:869–878. doi: 10.1111/j.0272-4332.2004.00485.x. [DOI] [PubMed] [Google Scholar]
- 32.Zerebecki RA, Sorte CJB. Temperature tolerance and stress proteins as mechanisms of invasive species success. PLoS One. 2011;6:e14806. doi: 10.1371/journal.pone.0014806. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Sorte C, Stachowicz J. Patterns and processes of compositional change in a California epibenthic community. Mar. Ecol. Prog. Ser. 2011;435:63–74. [Google Scholar]
- 34.Yorke CE, Page HM, Miller RJ. Sea urchins mediate the availability of kelp detritus to benthic consumers. Proc. R. Soc. B. 2019;286:20190846. doi: 10.1098/rspb.2019.0846. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Jackson JBC. Competition on marine hard substrata: the adaptive significance of solitary and colonial strategies. Am. Nat. 1977;111:743–767. [Google Scholar]
- 36.Orejas C, Gili J, López-González PJ, Arntz W. Feeding strategies and diet composition of four Antarctic cnidarian species. Polar Biol. 2001;24:620–627. [Google Scholar]
- 37.Winston, J. E. in Biology of Bryozoans (eds. Woolacott, R. M. & Zimmer, R. L.) 233–268 (Academic Press, 1977).
- 38.Gómez‐Gras D, et al. Climate change transforms the functional identity of Mediterranean coralligenous assemblages. Ecol. Lett. 2021;24:1038–1051. doi: 10.1111/ele.13718. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Lamy T, et al. Species insurance trumps spatial insurance in stabilizing biomass of a marine macroalgal metacommunity. Ecology. 2019;100:e02719. doi: 10.1002/ecy.2719. [DOI] [PubMed] [Google Scholar]
- 40.Vergés A, et al. The tropicalization of temperate marine ecosystems: climate-mediated changes in herbivory and community phase shifts. Proc. R. Soc. B. 2014;281:20140846. doi: 10.1098/rspb.2014.0846. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Reed, D. & Miller, R. SBC LTER: Reef: Bottom Temperature: Continuous Water Temperature, Ongoing Since 2000 Ver 26. 10.6073/pasta/22ed009da1cf41cbf76490ab2c0c5949 (2022).
- 42.NASA Goddard Space Flight Center, Ocean Ecology Laboratory, Ocean Biology Processing Group. Moderate-resolution Imaging Spectroradiometer (MODIS) Aqua Chlorophyll Data.10.5067/AQUA/MODIS/L3B/CHL/2018 (2018).
- 43.Reed, D. SBC LTER: Reef: Long-Term Experiment: Kelp Removal: Cover of Sessile Organisms, Uniform Point Contact Ver 30. 10.6073/pasta/1151c1dcf5110432b6d35f7dc00bb834 (2022).
- 44.Reed, D. & Miller, R. SBC LTER: Reef: Long-term Experiment: Biomass of Kelp Forest Species, Ongoing Since 2008 Ver 8. 10.6073/pasta/e30eb31ce1f346255910fe17092f00b1 (2022).
- 45.Reed, D. & Miller, R. SBC LTER: Reef: Long-Term Experiment: Kelp Removal: Invertebrate and Algal Density Ver 19. 10.6073/pasta/decb1dcc7b35d2ef401b2dd7d79ea257 (2022).
- 46.R Core Team. R: A Language and Environment for Statistical Computing (R Foundation for Statistical Computing, 2021).
- 47.Lefcheck JS. piecewiseSEM: Piecewise structural equation modeling in R for ecology, evolution, and systematics. Methods Ecol. Evol. 2016;5:573–579. [Google Scholar]
- 48.Detmer AR, et al. Variation in disturbance to a foundation species structures the dynamics of a benthic reef community. Ecology. 2021;102:e03304. doi: 10.1002/ecy.3304. [DOI] [PubMed] [Google Scholar]
- 49.Anderson MJ, Willis TJ. Canonical analysis of principal coordinates: a useful method of constrained ordination for ecology. Ecology. 2003;84:511–525. [Google Scholar]
- 50.PRIMER-e. PERMANOVA+ and PRIMER 7 (PRIMER-e, 2015).
- 51.Cáceres, M. D. & Jansen, F. indicspecies: Relationship Between Species and Groups of Sites (CRAN, 2020).
- 52.Oksanen, J. et al. vegan: Community Ecology Package (CRAN, 2020).
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
All data used are available publicly from the Santa Barbara Coastal Long Term Ecological Research program and from NASA (AQUA/MODIS Chlorophyll Data): SBC LTER: Reef: Bottom Temperature: Continuous water temperature, ongoing since 2000 ver 26. Environmental Data Initiative. 10.6073/pasta/22ed009da1cf41cbf76490ab2c0c5949 SBC LTER: Reef: Long-term experiment: Kelp removal: Cover of sessile organisms, Uniform Point Contact ver 30. Environmental Data Initiative. 10.6073/pasta/1151c1dcf5110432b6d35f7dc00bb834 SBC LTER: Reef: Long-term experiment: Kelp removal: Invertebrate and algal density ver 19. Environmental Data Initiative. 10.6073/pasta/decb1dcc7b35d2ef401b2dd7d79ea257 SBC LTER: Reef: Long-term experiment: biomass of kelp forest species, ongoing since 2008 ver 8. Environmental Data Initiative. 10.6073/pasta/e30eb31ce1f346255910fe17092f00b1 Moderate-resolution Imaging Spectroradiometer (MODIS) Aqua Chlorophyll Data. Available at: doi:10.5067/AQUA/MODIS/L3B/CHL/2018.
All code is publicly available: Michaud, K. M. kristenmichaud/Chl-File-Code-Michaud-et-al. Chl_file_code_Michaud_et_al. (Version v1). Zenodo. 10.5281/zenodo.7117750 (2022). Michaud, K. M. kristenmichaud/Community-Analysis-Michaud-et-al. Community_Analysis (Version v1). Zenodo. 10.5281/zenodo.7117763 (2022).