Abstract
Drifting aggregations of Sargassum algae provide critical habitat for endemic, endangered, and commercially important species. They may also provide favorable microclimates for associated fauna. To quantify thermal characteristics of holopelagic Sargassum aggregations, we evaluated thermal profiles of 50 aggregations in situ in the Sargasso Sea. Sea surface temperature (SST) in the center of aggregations was significantly higher than in nearby open water, and SST differential was independent of aggregation volume, area, and thickness. SST differential between aggregation edge and open water was smaller than those between aggregation center and aggregation edge and between aggregation center and open water. Water temperature was significantly higher inside and below aggregations compared to open water but did not vary inside aggregations with depth. Holopelagic Sargassum aggregations provide warmer microhabitats for associated fauna, which may benefit marine ectotherms, though temperature differentials were narrow (up to 0.7 °C) over the range of aggregation sizes we encountered (area 0.01–15 m2). We propose a hypothetical curve describing variation in SST differential with Sargassum aggregation size as a prediction for future studies to evaluate across temporal and geographic ranges. Our study provides a foundation for investigating the importance of thermal microhabitats in holopelagic Sargassum ecosystems.
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Introduction
Sargassum is a diverse genus of brown macroalgae found in tropical to temperate marine environments worldwide1. All but two of > 350 Sargassum species are benthic and spend at least part of their life cycle attached to the substrate, forming underwater canopies from which biomass may detach and disperse1. Sargassum natans and S. fluitans are holopelagic species that remain in a free-floating state for their entire life cycle, drifting at the sea surface and reproducing asexually through fragmentation1,2,3. Holopelagic Sargassum (subsequently referred to as Sargassum) is restricted to the Atlantic Ocean1 and supports a unique floating ecosystem in the pelagic zone3,4,5.
Sargassum distribution at broad scales is driven by surface currents and winds, as well as spatiotemporal variation in growth and mortality6,7. Historically, Sargassum was most abundant within the North Atlantic Gyre in an area of open ocean in the western Atlantic known as the Sargasso Sea2,3. Based on surface net tows in 1933–1935, Sargassum density in the Sargasso Sea was over four times greater than in the Gulf of Mexico and over forty times greater than in the Caribbean Sea2. Satellite imagery from 2003 to 2008 revealed a pattern of seasonal export of Sargassum from the Gulf of Mexico into the western Atlantic, and Sargassum biomass in the Gulf of Mexico and Sargasso Sea were estimated at one million metric tons each6. Beginning in 2011, Sargassum abundance increased dramatically in the tropical Atlantic, associated with Sargassum proliferation in the North Equatorial Recirculation Region and accompanied by large masses of Sargassum accumulating on the coasts of Caribbean and West African countries6,8. Sargassum blooms in this region have recurred nearly annually since 20119,10. In 2018, Sargassum biomass in the “Great Atlantic Sargassum Belt” extending from West Africa through the Caribbean into the Gulf of Mexico exceeded twenty million metric tons9.
Considerable attention has focused on the proliferation of Sargassum in the tropical Atlantic, resulting in a growing body of work aimed at understanding driving factors (e.g. refs.9,10,11) and improving forecasting of beaching events (reviewed in ref.10), as well as identifying approaches to ameliorating negative socioeconomic and environmental impacts of nearshore and beached Sargassum (e.g. refs.12,13). Faunal communities associated with Sargassum in the tropical Atlantic and Caribbean Sea have received less attention14,15. Because in-water removal of Sargassum is an emerging management approach, recent studies emphasize the need for an improved understanding of the role Sargassum plays in supporting biodiversity16. Continued investigation of the habitat function of Sargassum remains important given the ongoing change in Sargassum biomass10 and well-established ecological value of Sargassum in its historical range4,5,17.
Termed “hedgerows of the epipelagic environment” by Archie Carr due to their importance for marine life18, aggregations of Sargassum are hubs of biodiversity in the open ocean and provide critical habitat for endemic, endangered, and commercially important species4,5,17. At least ten endemic species are associated with Sargassum among > 145 invertebrate, > 127 fish, and four sea turtle species that use this habitat in the Atlantic4,5,17,19. Where structure is otherwise limited, Sargassum aggregations offer refuge from predation, shelter from water movement, and productive foraging and nursery habitat4,5,19,20,21. Sargassum aggregations may also provide warmer environments for associated fauna by absorbing solar energy and reducing water movement and heat dispersal22,23, thereby increasing water temperature relative to open water.
Macroalgal structure can be a source of thermal heterogeneity at the microhabitat scale, and, in some cases, creates favorable thermal microclimates for associated species24,25,26. Microclimate, or temperature in the immediate surroundings of an organism27, directly impacts performance, fitness, and thermoregulatory behavior of ectotherms and fish28,29,30,31. We expect that holopelagic Sargassum may serve a similar function for associated fauna. Airborne thermal infrared imagery22 and ex situ temperature measurements of seawater with and without Sargassum23 support the prediction that Sargassum aggregations are warmer than open water. However, thermal profiles of Sargassum aggregations have not been evaluated in situ, and knowledge of thermal characteristics of Sargassum aggregations is otherwise limited.
To better understand the habitat function of holopelagic Sargassum and evaluate whether Sargassum aggregations provide warmer microhabitats for associated fauna, we addressed the following objectives in situ in the Sargasso Sea: (1) compare sea surface temperature (SST) in the center of Sargassum aggregations and in nearby open water; (2) evaluate the relationship between aggregation dimensions and SST differential between aggregation center and open water; and (3) quantify water temperature gradients inside and below aggregations and compare them to nearby open water. We provide a foundation for evaluating thermal profiles of Sargassum aggregations across temporal and geographic continua and for investigating the importance of thermal microhabitats for Sargassum-associated fauna.
Methods
Study area and sampling design
We evaluated thermal profiles of 50 Sargassum aggregations by assessing temperature differentials between aggregations and nearby open water during a research expedition to the Sargasso Sea from 30 July to 12 August 2019 aboard the Greenpeace vessel MV Esperanza. After departing from Bermuda, vessel headings were set using ocean surface temperature and ocean color imagery obtained from Roffer’s Ocean Fishing Forecasting Service (https://www.roffs.com) to target convergence zones and increase the probability of encountering Sargassum aggregations. All sampling occurred southeast of Bermuda (30.3–31.5°N, 61.7–63.9°W) within the boundaries of the Sargasso Sea (22–38°N, 43–76°W) defined by the clockwise flow of major ocean currents5. Daily, from 0800 to 1800 h, observers with binoculars on the outer bridge wings of the vessel (circa 11.3 m above sea level) monitored the port and starboard sides of the vessel for Sargassum. When Sargassum was sighted, a rigid inflatable boat (RIB) was deployed from which to conduct sampling (Fig. 1).
Sampling was conducted during daylight hours when the solar disk was not obstructed by clouds and in sea states of Beaufort Force ≤ 3. Sampling was restricted to these conditions to minimize variation in incoming solar radiation and water movement and control for temporal variation in environmental conditions that affect seawater temperature32 and Sargassum aggregation state33. Drifting Sargassum occurs as dispersed fragments and individual thalli or “clumps”17,21,33,34 typically 0.1–0.5 m across3; lines or “windrows” of Sargassum aggregated parallel with the wind direction and stabilized by Langmuir circulation2,3 varying in width from < 0.5 m to several m22,33,34; and “mats” or “rafts” of aggregated Sargassum several m in extent up to tens or hundreds of m across3,17,22,33,34, which may be associated with windrows33,34 or occur as discrete aggregations more likely to form in calm conditions2,3. Sargassum distribution in the Sargasso Sea is irregular and patchy3, large aggregations are uncommon, and clumps and windrows are most frequently observed in groups of 1–533. Because patterns of Sargassum aggregation and distribution observed during the study period were consistent with previous reports, we sampled Sargassum aggregations as they were encountered unless aggregations of multiple size strata were visible from the RIB. If so, to ensure the range of aggregation sizes sampled represented the range of aggregation sizes present, we sampled aggregations ≥ 1 m wide (n = 28) as they were encountered and sampled every fourth aggregation < 1 m wide (n = 22) encountered. Sargassum aggregations were considered independent units if they were at least 5 m apart.
Aggregation length and maximum width (perpendicular to the length axis) were visually estimated to the nearest 0.25 m from an eye height above sea level of 2.0 m. Using a YSI Pro20i temperature probe rigged to an extendable pole (Fig. 1), we measured SST at 0.5-m intervals along a transect from aggregation edge at the aggregation’s widest point toward aggregation center. At each horizontal position, we also inserted the probe into the aggregation to measure temperature at 0.2-m increments to a depth of 1 m. After recording temperature measurements, we snorkeled into the aggregation to measure aggregation thickness at each horizontal position using a PVC pole marked at 0.2-m increments. For aggregations < 0.5 m wide, only SST at aggregation center was measured, and thickness was visually estimated to the nearest 0.1 m. For aggregations ≥ 0.5 and < 1 m wide, only temperatures at edge and center were measured, and length and width were recorded to the nearest 0.05 m. For each aggregation, we measured temperatures at 0.2-m depth increments, as described above, in nearby open water at a single point circa 5 m away. For aggregations in which we only measured SST, only SST was measured at the paired open water point. Using an extendable pole (up to 4.9 m) allowed for data collection across the entire range of aggregation sizes encountered while minimizing water disturbance by the RIB. See Supplementary Information for a video of our methods.
Because the greater proportion of aggregations were elongate (length > width), we calculated area for each aggregation as maximum width × length rather than as circular area. We calculated aggregation volume as area × thickness at aggregation center. We classified temperature measurements as inside aggregation or below aggregation if depth of the measurement was ≤ or > aggregation thickness, respectively.
Statistical analyses
Analyses were performed in R v. 4.0.035 using the dplyr package36. SST in the center of Sargassum aggregations was compared to nearby open water using a non-parametric paired-samples Wilcoxon test. Linear regression was used to evaluate relationships between aggregation dimensions (volume, area, thickness) and SST differential (aggregation center–open water), with log-transformed (dimension) and (differential + 1) to meet parametric assumptions. Non-parametric Kruskal–Wallis and post-hoc Dunn’s tests with Bonferroni correction were used to compare SST differentials among open water, aggregation edge, and aggregation center; temperatures inside aggregations, below aggregations, and open water; and temperatures among 0.2-m depth intervals. Differences in sample size among groups are due to taking fewer temperature measurements for smaller aggregations, as described above. The assumption of normality was checked for all comparisons using Shapiro–Wilk tests. Homogeneity of variance was checked using Levene’s tests for comparisons with a categorical predictor variable and by visual inspection of residual plots for comparisons with a continuous predictor variable. When parametric assumptions were not met, a non-parametric alternative was used, as specified above. All statistical tests were two-tailed, and significance was evaluated at an alpha level of 0.05. All means are reported ± standard error (s.e.m.).
Results
Water temperature was measured between 1100 and 1800 h in Sargassum aggregations (n = 50) ranging in width (0.1–3.0 m, median 0.75 m), area (0.01–15 m2, median 1.3 m2), thickness (0.1–1.4 m, median 0.4 m), and volume (0.001–9.6 m3, median 0.4 m3) (Supplementary Fig. S1). SST in the center of Sargassum aggregations (30.3 °C ± 0.03) was significantly higher than in nearby open water (30.0 °C ± 0.03) (n = 50, V = 0, p < 0.01; Fig. 2a). Range in SST differential (0.0–0.7 °C) corresponds to a temperature range in open water of 29.1–30.2 °C and in aggregation center of 29.8–30.6 °C. SST differential between aggregation center and open water was independent of aggregation volume (n = 48, F1,46 = 2.09, p = 0.16; Fig. 2b), area (n = 50, F1,48 = 1.76, p = 0.19; Supplementary Fig. S2a), and thickness (n = 48, F1,46 = 2.80, p = 0.10; Supplementary Fig. S2b). Though SST differential did not correlate with aggregation dimensions, the highest temperatures (≥ 30.6 °C) were recorded in larger aggregations (area ≥ 6 m2; Supplementary Fig. S3, Table S1).
SST differential between aggregation edge and open water (n = 38, 0.02 °C ± 0.01) was smaller than the differential between aggregation center and aggregation edge (n = 38, 0.19 °C ± 0.02) and smaller than the differential between aggregation center and open water (n = 50, 0.27 °C ± 0.03) (d.f. = 2, H = 47.06, p < 0.01; Fig. 3, Table 1). Water temperature was significantly higher inside (n = 289, 30.25 °C ± 0.01) and below (n = 259, 30.17 °C ± 0.01) Sargassum aggregations compared to open water (n = 210, 30.09 °C ± 0.01) (d.f. = 2, H = 102.53, p < 0.01; Fig. 4, Table 2; Supplementary Fig. S4). Water temperature varied significantly with depth in open water (d.f. = 5, H = 19.44, p < 0.01; Fig. 5a) but not with depth inside Sargassum aggregations (d.f. = 4, H = 3.54, p = 0.47; Fig. 5b).
Discussion
Factors driving temperature differentials
We show that Sargassum aggregations ≤ 3.0 m wide are warmer than nearby open water. Previous work has stimulated interest in thermal characteristics of Sargassum aggregations22 and the potential benefit of this thermal niche for associated organisms23. Our study is the first to evaluate thermal profiles of this habitat in situ and at a scale relevant to conditions experienced by Sargassum-associated fauna.
Light attenuation due to high macrophyte37,38,39 or phytoplankton biomass40 results in surface water warming. Sargassum aggregations likely affect water temperature through the same mechanism22,23, altering the absorption profile of solar radiation41,42. Temperature differentials are likely driven by increased heating of water inside Sargassum aggregations mediated by environmental factors (incoming solar radiation, wind speed, current velocity) and aggregation characteristics like size and density37,38,40. Sargassum aggregations range in size from clumps < 0.5 m across to dense mats hundreds of m across2,3,33,34. Although SST differential did not correlate with aggregation dimensions over the range of aggregation sizes we encountered, results from remote sensing of seawater temperature22 support the prediction that temperature differential will vary with aggregation size and suggest there may be a size threshold above which temperature differential increases. Marmorino et al.22 reported that Sargassum aggregations > 10 m across (area > 80 m2) appeared 0.1–0.5 °C warmer than adjacent seawater in airborne imagery, and a differential was not detected for smaller aggregations. Our study provides direct field observations supporting solar warming of smaller Sargassum aggregations (area ≤ 15 m2).
The range in aggregation size sampled in the current study is consistent with the aggregation characteristics most frequently encountered in the Sargasso Sea3,33 and in the tropical Atlantic and Caribbean Sea33,34. Future studies should quantify thermal characteristics of larger Sargassum aggregations in situ, given continued expansion of Sargassum biomass10 and the recurrence of Sargassum aggregations > 50 m across in the Caribbean and off West Africa33,34. Though the geographic scope of sampling in the current study was limited to an area southeast of Bermuda in the Sargasso Sea, solar warming of the ocean surface occurs in all ocean basins32, thus we expect the mechanisms driving warming of Sargassum aggregations are consistent within and among regions. We predict SST differential increases with aggregation size above a threshold sufficient to reduce water movement inside the aggregation (Fig. 6(i)), with the greatest increase in temperature relative to open water at the center of aggregations large enough to minimize water movement and slow heat dispersal (Fig. 6(ii)).
Water movement driven by currents and wind could substantially affect temperature differentials in two ways. First, water movement through aggregations may transport warmed water out and cooler water in. Natural water movement, apparent in our methods video (see Supplementary Information), likely increased water transport and reduced temperature differentials in the current study (Fig. 6(iii–iv)). Second, water movement and wind acting directly on emergent Sargassum alter shapes and densities of Sargassum aggregations3,22, thereby affecting thermal stability, which we predict would be greater in large, dense aggregations (Fig. 6(v))38,41,43. Sargassum aggregations have been described as “wave-subduers”44. The stabilizing effect of Sargassum may be responsible for reduced water temperature variance at the surface of aggregations (Fig. 5b) compared to SST in open water (Fig. 5a) potentially via reduced air-sea heat flux32.
Diel variation in SST32 may also affect temperature differentials. In the Sargasso Sea, diurnal SST ranges 0.1–2.6 °C during the diurnal thermal cycle, with minimum and maximum temperatures occurring at 0400–0500 and 1500–1600 UT, respectively45. Diurnal temperature fluctuation in dense benthic Sargassum canopies lags hours behind water outside the canopy, with daytime temperatures maintained inside canopies at night46,47. This was recorded in a Sargassum forest 50 m wide with a canopy height of 3 m47, which is comparable to the dimensions of the largest holopelagic Sargassum aggregations reported in the eastern Caribbean (50–100s of m wide and up to 7 m thick)34. Thus, it is unlikely that temperatures in typical Sargassum aggregations (up to several m wide33,34 and ≤ 0.5 m thick34), including those sampled in the current study, lag behind open water. Diurnal variation in temperature differentials should be evaluated across depth in larger Sargassum aggregations. In dense macrophyte canopies, daytime temperatures are cooler and more stable below the surface, while at night, surface water cooling combined with reduced water movement in dense structure can cause temperature to be higher with depth43. Greater thermal stability in large Sargassum aggregations should result in slower warming after sunrise than in open water and daytime temperature differentials that decrease with depth, as well as longer retention of daytime heat after sunset and nighttime temperature differentials that increase with depth.
Biological significance of Sargassum microclimates
Temperature affects the rate at which biochemical reactions occur, and metabolic rates scale with temperature30,48,49. Across diverse taxa and habitats, most rates of biological activity increase exponentially with temperature over the temperature range in which an organism is normally active30. Small marine ectotherms, which dominate the holopelagic Sargassum community4,20, have body temperatures that track ambient water temperature29. Thermal microclimates directly impact ectotherm performance and influence fitness29,30. Fish and other mobile ectotherms are able to regulate body temperature by moving among thermal microhabitats28,31. Behavioral thermoregulation can reduce metabolic costs, improve performance, and increase fitness28, 50. Similar to other aquatic macroalgae24,25,26, holopelagic Sargassum should provide favorable thermal microclimates for associated fauna23. Due to a lack of knowledge related to species thermal tolerance ranges for those associated with holopelagic Sargassum, it is difficult to assess how species’ thermal tolerance coincides with the temperature differentials we documented in Sargassum aggregations, or how climate change may affect the viability of thermal microclimates.
Rising atmospheric CO2 concentrations are resulting in ocean warming and increased acidity51,52,53. The complexity of factors mediating thermal thresholds and fitness outcomes54,55,56, as well as limited knowledge of species’ thermal tolerance ranges, genetic adaptation potentials, and acclimation abilities57,58, make predicting impacts of warming on individual species difficult. Under future climate conditions, temperatures in holopelagic Sargassum aggregations would exceed upper thermal limits of associated species before temperatures in open water. If selecting Sargassum habitat becomes maladaptive despite other fitness advantages58, Sargassum aggregations may become ecological traps. Tropical species are probably more vulnerable to warming than temperate species because most have narrower thermal tolerance breadths and limited acclimation ability56,58,59,60. Thus, risk must be evaluated across latitudes in which holopelagic Sargassum is found. Predicting the effects of climate change on thermal microhabitats of holopelagic Sargassum aggregations is outside of the scope of our study. However, our theoretical model of the relationship between temperature differential and aggregation size (Fig. 6) provides a conceptual framework for exploring potential impacts of ocean warming on thermal microclimates, in addition to evaluating thermal profiles across broader geographic and temporal continua.
Because temperature differentials have important biological implications for Sargassum ecosystems, future studies should evaluate temporal and geographic variation in thermal microhabitats in situ, particularly of larger aggregations. Our study provides a foundation for investigating the importance of thermal microclimates for holopelagic Sargassum-associated fauna, which has important implications for anticipating impacts of climate change on the suitability of this thermal habitat for endemic, endangered, and commercially important species that depend on Sargassum ecosystems.
Data availability
The data and code supporting the current study are available in the Dryad Digital Repository (https://doi.org/10.5061/dryad.1vhhmgr07)61.
References
Stiger-Pouvreau, V., Mattio, L., De Ramon N’Yeurt, A., Uwai, S., Dominguez, H., Flórez-Fernández, N., Connan, S., Critchley, A. T. A concise review of the highly diverse genus Sargassum C. Agardh with wide industrial potential. J. Appl. Phycol. 1–31 (2023).
Parr, A. E. Quantitative observations on the pelagic Sargassum vegetation of the western North Atlantic. Bull. Bingham Oceanogr. Coll. 6, 1–94 (1939).
Butler, J.N., Morris, B.F., Cadwallader, J., Stoner, A.W. Studies of Sargassum and the Sargassum community. Bermuda Biological Station, special publication no. 22. ISBN: 09176422289780917642227. (1983)
Coston-Clements, L., Center, L.R., Hoss, D.E., Cross, F.A. Utilization of the Sargassum habitat by marine invertebrates and vertebrates: a review. NOAA Tech Memo NMFS-SEFSC-296 32. (1991).
Laffoley, D. et al. The protection and management of the Sargasso Sea: the golden floating rainforest of the Atlantic Ocean. Sargasso Sea Alliance. http://www.sargassoseacommission.org/storage/documents/Sargasso.Report.9.12.pdf. (2011).
Gower, J. F. R. & King, S. A. Distribution of floating Sargassum in the Gulf of Mexico and the Atlantic Ocean mapped using MERIS. Int. J. Remote Sens. 32, 1917–1929. https://doi.org/10.1080/01431161003639660 (2011).
Putman, N. F., Lumpkin, R., Olascoaga, M. J., Trinanes, J. & Goni, G. J. Improving transport predictions of pelagic Sargassum. J. Exp. Mar. Biol. Ecol. 529, 151398 (2020).
Gower, J., Young, E. & King, S. Satellite images suggest a new Sargassum source region in 2011. Remote Sens. Lett. 4, 764–773. https://doi.org/10.1080/2150704X.2013.796433 (2013).
Wang, M. et al. The great Atlantic Sargassum belt. Science 365, 83–87. https://doi.org/10.1126/science.aaw7912 (2019).
Marsh, R., Oxenford, H. A., Cox, S. A. L., Johnson, D. R. & Bellamy, J. Forecasting seasonal Sargassum events across the tropical Atlantic: overview and challenges. Front. Mar. Sci. 9, 914501 (2022).
Lapointe, B. E. et al. Nutrient content and stoichiometry of pelagic Sargassum reflects increasing nitrogen availability in the Atlantic Basin. Nat. Commun. 12, 1–10. https://doi.org/10.1038/s41467-021-23135-7 (2021).
Amador-Castro, F., García-Cayuela, T., Alper, H. S., Rodriguez-Martinez, V. & Carrillo-Nieves, D. Valorization of pelagic Sargassum biomass into sustainable applications: Current trends and challenges. J. Environ. Manage. 283, 112013 (2021).
Marx, U. C., Roles, J. & Hankamer, B. Sargassum blooms in the Atlantic Ocean-From a burden to an asset. Algal Res. 54, 102188 (2021).
Mendoza-Becerril, M. A. et al. Epibiont hydroids on beachcast Sargassum in the Mexican Caribbean. PeerJ 8, e9795 (2020).
Martin, L. M. et al. Pelagic Sargassum morphotypes support different rafting motile epifauna communities. Mar. Biol. 168, 1–17 (2021).
Alleyne, K. S. How is pelagic Sargassum-associated biodiversity assessed? Insights from the Literature. Gulf Caribb. Res. 33, GCFI-14 (2022).
Huffard, C. L., von Thun, S., Sherman, A. D., Sealey, K. & Smith, K. L. Pelagic Sargassum community change over a 40-year period: Temporal and spatial variability. Mar. Biol. 161, 2735–2751. https://doi.org/10.1007/s00227-014-2539-y (2014).
Carr, A. New perspectives on the pelagic stage of sea turtle development. Conserv. Biol. 1, 103–121. https://doi.org/10.1111/j.1523-1739.1987.tb00020.x (1987).
Mansfield, K. L., Wyneken, J. & Luo, J. First Atlantic satellite tracks of ‘lost years’ green turtles support the importance of the Sargasso Sea as a sea turtle nursery. Proc. R. Soc. B Biol. Sci. 288, 20210057. https://doi.org/10.1098/rspb.2021.0057 (2021).
Casazza, T. L. & Ross, S. W. Fishes associated with pelagic Sargassum and open water lacking Sargassum in the Gulf Stream off North Carolina. Fish Bull. 106, 348–363 (2008).
Witherington, B., Hirama, S. & Hardy, R. Young sea turtles of the pelagic Sargassum-dominated drift community: Habitat use, population density, and threats. Mar. Ecol. Prog. Ser. 463, 1–22. https://doi.org/10.3354/meps09970 (2012).
Marmorino, G. O., Miller, W. D., Smith, G. B. & Bowles, J. H. Airborne imagery of a disintegrating Sargassum drift line. Deep. Res. Part I Oceanogr. Res. Pap. 58, 316–321. https://doi.org/10.1016/j.dsr.2011.01.001 (2011).
Mansfield, K. L., Wyneken, J., Porter, W. P. & Luo, J. First satellite tracks of neonate sea turtles redefine the ‘lost years’ oceanic niche. Proc. R. Soc. B. 281, 20133039. https://doi.org/10.1098/rspb.2013.3039 (2014).
Kordas, R. L., Harley, C. D. & O’Connor, M. I. Community ecology in a warming world: The influence of temperature on interspecific interactions in marine systems. J. Exp. Mar. Biol. Ecol. 400, 218–226 (2011).
Coombes, M. A., Naylor, L. A., Viles, H. A. & Thompson, R. C. Bioprotection and disturbance: Seaweed, microclimatic stability and conditions for mechanical weathering in the intertidal zone. Geomorphology 202, 4–14 (2013).
Monteiro, C. et al. Canopy microclimate modification in central and marginal populations of a marine macroalga. Mar. Biodivers. 49, 415–424 (2019).
Willmer, P. G. Microclimate and the environmental physiology of insects. Adv. Insect Physiol. 16, 1–57 (1982).
Angilletta, M. J. Jr., Niewiarowski, P. H. & Navas, C. A. The evolution of thermal physiology in ectotherms. J. Therm. Biol 27, 249–268 (2002).
Sibly, R. M. et al. (eds) Metabolic Ecology: A Scaling Approach (John Wiley & Sons, 2012).
Clarke, A. Principles of Thermal Ecology: Temperature, Energy and Life (Oxford University Press, 2017).
Hayford, H. A., Gilman, S. E. & Carrington, E. Tidal cues reduce thermal risk of climate change in a foraging marine snail. Clim. Change Ecol. 1, 100003 (2021).
Minnett, P. J. et al. Half a century of satellite remote sensing of sea-surface temperature. Remote Sens. Environ. 233, 111366. https://doi.org/10.1016/j.rse.2019.111366 (2019).
Goodwin, D. S., Siuda, A. N. S. & Schell, J. M. In situ observation of holopelagic Sargassum distribution and aggregation state across the entire North Atlantic from 2011 to 2020. PeerJ 10, e14079. https://doi.org/10.7717/peerj.14079 (2022).
Ody, A. et al. From in situ to satellite observations of pelagic Sargassum distribution and aggregation in the Tropical North Atlantic Ocean. PLoS ONE 14, e0222584. https://doi.org/10.1371/journal.pone.0222584 (2019).
R Core Team. R: A Language and Environment for Statistical Computing. https://www.RProject.org (2020).
Wickham, H., Francois, R., Henry, L. & Muller, K. dplyr: A Grammar of Data Manipulation. (2020).
Dale, H. M. & Gillespie, T. J. Diurnal temperature gradients in shallow water produced by populations of artificial aquatic macrophytes. Can. J. Bot. 56, 1099–1106. https://doi.org/10.1139/b78-122 (1978).
Carter, V., Rybicki, N. B. & Hammerschlag, R. Effects of submersed macrophytes on dissolved oxygen, pH, and temperature under different conditions of wind, tide, and bed structure. J. Freshw. Ecol. 6, 121–133. https://doi.org/10.1080/02705060.1991.9665286 (1991).
Andersen, M. R., Sand-Jensen, K., Iestyn Woolway, R. & Jones, I. D. Profound daily vertical stratification and mixing in a small, shallow, wind-exposed lake with submerged macrophytes. Aquat. Sci. 79, 395–406. https://doi.org/10.1007/s00027-016-0505-0 (2017).
Edwards, A. M., Wright, D. G. & Platt, T. Biological heating effect of a band of phytoplankton. J. Mar. Sys. 49, 89–103. https://doi.org/10.1016/j.jmarsys.2003.05.011 (2004).
Carpenter, S. R. & Lodge, D. M. Effects of submersed macrophytes on ecosystem processes. Aquat. Bot. 26, 341–370. https://doi.org/10.1016/0304-3770(86)90031-8 (1986).
Oschlies, A. Feedbacks of biotically induced radiative heating on upper-ocean heat budget, circulation, and biological production in a coupled ecosystem-circulation model. J. Geophys. Res. 109, 1–12. https://doi.org/10.1029/2004JC002430 (2004).
Sand-Jensen, K. Environmental variables and their effect on photosynthesis of aquatic plant communities. Aquat. Bot. 34, 5–25. https://doi.org/10.1016/0304-3770(89)90048-X (1989).
Winge, O. The Sargasso Sea, its boundaries and vegetation. Report on the Danish Oceanographic Expeditions 1908–1910 to the Mediterranean and Adjacent Seas. III. Miscellaneous Papers. (1923).
Bates, N., Takahashi, T., Chipman, D. W. & Knap, A. Variability of pCO2 on diel to seasonal timescales in the Sargasso Sea near Bermuda. J. Geophys. Res. 103, 15567–15585 (1998).
Komatsu, T., Ariyama, H., Nakahara, H. & Sakamoto, W. Spatial and temporal distributions of water temperature in a Sargassum forest. J. Oceanogr. Soc. Jpn. 38, 63–72. https://doi.org/10.1007/BF02110292 (1982).
Komatsu, T. Temporal fluctuations of water temperature in a Sargassum forest. J. Oceanogr. Soc. Jpn. 41, 235–243. https://doi.org/10.1007/BF02109273 (1985).
Gillooly, J. F., Brown, J. H., West, G. B., Savage, V. M. & Charnov, E. L. Effects of size and temperature on metabolic rate. Science 293, 2248–2251 (2001).
Arroyo, J. I., Díez, B., Kempes, C. P., West, G. B. & Marquet, P. A. A general theory for temperature dependence in biology. Proc. Natl. Acad. Sci. 119, e2119872119 (2022).
Huey, R. B. & Kingsolver, J. G. Evolution of thermal sensitivity of ectotherm performance. Trends Ecol. Evol. 4, 131–135. https://doi.org/10.1016/0169-5347(89)90211-5 (1989).
IPCC. Climate change 2021: the physical science basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC). https://www.ipcc.ch/report/ar6/wg1/ (2021).
Bates, N. R. et al. Detecting anthropogenic carbon dioxide uptake and ocean acidification in the North Atlantic Ocean. Biogeosciences 9, 2509–2522. https://doi.org/10.5194/bg-9-2509-2012 (2012).
Bates, N. R. et al. A time-series view of changing surface ocean chemistry due to ocean uptake of anthropogenic CO2 and ocean acidification. Oceanography 27, 126–141. https://doi.org/10.5670/oceanog.2014.16 (2014).
Pacifici, M. et al. Assessing species vulnerability to climate change. Nat. Clim. Change 5, 215–224. https://doi.org/10.1038/nclimate2448 (2015).
Nagelkerken, I. & Munday, P. L. Animal behaviour shapes the ecological effects of ocean acidification and warming: Moving from individual to community-level responses. Glob. Chang. Biol. 22, 974–989. https://doi.org/10.1111/gcb.13167 (2016).
Kingsolver, J. G. & Buckley, L. B. Quantifying thermal extremes and biological variation to predict evolutionary responses to changing climate. Phil. Trans. R. Soc. B 372, 20160147. https://doi.org/10.1098/rstb.2016.0147 (2017).
Somero, G. N. The physiology of climate change: how potentials for acclimatization and genetic adaptation will determine ‘winners’ and ‘losers’. J. Exp. Biol. 213, 912–920. https://doi.org/10.1242/jeb.037473 (2010).
Vinagre, C. et al. Ecological traps in shallow coastal waters—Potential effect of heat-waves in tropical and temperate organisms. PLoS ONE 13, e0192700. https://doi.org/10.1371/journal.pone.0192700 (2018).
Sunday, J. M., Bates, A. E. & Dulvy, N. K. Global analysis of thermal tolerance and latitude in ectotherms. Proc. R. Soc. B 278, 1823–1830. https://doi.org/10.1098/rspb.2010.1295 (2011).
Buckley, L. B. & Huey, R. B. Temperature extremes: geographic patterns, recent changes, and implications for organismal vulnerabilities. Glob. Change Biol. 22, 3829–3842. https://doi.org/10.1111/gcb.13313 (2016).
Gulick, A. G., Constant, N., Bolten, A. . & Bjorndal, K. A. Data from “Holopelagic Sargassum aggregations provide warmer microhabitats for associated fauna”. Dryad Digital Repository. https://doi.org/10.5061/dryad.1vhhmgr07 (2023).
Acknowledgements
We thank John Hocevar, Arlo Hemphill, Lisa Ramsden, and the Greenpeace Oceans Campaign team and MV Esperanza crew for expedition planning and logistical support. We thank University of Florida undergraduate student, Gabriela Gonzalez, for assisting with literature review. Funding was provided by Greenpeace USA and the Jeffrey and Monette Fitzsimmons Fund of the UF Archie Carr Center for Sea Turtle Research.
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A.G.G.: conceptualization, data curation, investigation, methodology, writing—original and revised drafts, writing—review and editing; N.C.: conceptualization, data curation, formal analysis, investigation, methodology, visualization, writing—review and editing; A.B.B.: conceptualization, funding acquisition, methodology, project administration, resources, supervision, writing—review and editing; K.A.B.: conceptualization, funding acquisition, methodology, project administration, resources, supervision, writing—review and editing. All authors gave final approval for publication and agreed to be held accountable for the work performed therein.
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Gulick, A.G., Constant, N., Bolten, A.B. et al. Holopelagic Sargassum aggregations provide warmer microhabitats for associated fauna. Sci Rep 13, 15129 (2023). https://doi.org/10.1038/s41598-023-41982-w
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DOI: https://doi.org/10.1038/s41598-023-41982-w
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