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Chew AAN, Yap YZ, Poquita-Du RC, Huang D, Todd PA. Potential drivers of pocilloporid coral extirpations in Singapore. MARINE POLLUTION BULLETIN 2025; 214:117791. [PMID: 40088638 DOI: 10.1016/j.marpolbul.2025.117791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2024] [Revised: 03/04/2025] [Accepted: 03/04/2025] [Indexed: 03/17/2025]
Abstract
The reason why four out of five historically recorded pocilloporid species in Singapore went extinct remains unclear. However, potential causes include urbanization-related stressors such as sedimentation and low light. In this study, we conducted two ex-situ experiments to examine the effects of light limitation and sediment load on the survival and health of two extirpated (Stylophora pistillata, and Seriatopora hystrix), one extant (Pocillopora acuta), and one regional (Pocillopora meandrina) pocilloporid species. All were able to photoacclimate to high sedimentation and low light conditions. However, P. acuta and Se. hystrix exhibited reduced growth under low light, and mortality was significantly higher under increased sedimentation, especially for St. pistillata. While our results indicate that sedimentation and low light characteristic in Singapore's urban reefs are unlikely to be the sole drivers of pocilloporid extirpations, these variables probably contributed to the overall stress burden, pushing already uncommon species into functional, and then actual, extinction.
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Affiliation(s)
- Annie Ann Nee Chew
- Experimental Marine Ecology Laboratory, Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Yan Zhi Yap
- Experimental Marine Ecology Laboratory, Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore
| | - Rosa Celia Poquita-Du
- Senckenberg Biodiversity and Climate Research Center, Senckenberganlage 25, 60325 Frankfurt am Main, Germany
| | - Danwei Huang
- Lee Kong Chian Natural History Museum, National University of Singapore, 2 Conservatory Drive, Singapore 117377, Singapore; Tropical Marine Science Institute, National University of Singapore, 18 Kent Ridge Road, Singapore 119227, Singapore
| | - Peter Alan Todd
- Experimental Marine Ecology Laboratory, Department of Biological Sciences, National University of Singapore, Singapore 117558, Singapore; Tropical Marine Science Institute, National University of Singapore, 18 Kent Ridge Road, Singapore 119227, Singapore.
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2
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Jury CP, Bahr KD, Cros A, Dobson KL, Freel EB, Graham AT, McLachlan RH, Nelson CE, Price JT, Rocha de Souza M, Shizuru L, Smith CM, Sparagon WJ, Squair CA, Timmers MA, Vicente J, Webb MK, Yamase NH, Grottoli AG, Toonen RJ. Experimental coral reef communities transform yet persist under mitigated future ocean warming and acidification. Proc Natl Acad Sci U S A 2024; 121:e2407112121. [PMID: 39471225 PMCID: PMC11551444 DOI: 10.1073/pnas.2407112121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 08/20/2024] [Indexed: 11/01/2024] Open
Abstract
Coral reefs are among the most sensitive ecosystems affected by ocean warming and acidification, and are predicted to collapse over the next few decades. Reefs are predicted to shift from net accreting calcifier-dominated systems with exceptionally high biodiversity to net eroding algal-dominated systems with dramatically reduced biodiversity. Here, we present a two-year experimental study examining the responses of entire mesocosm coral reef communities to warming (+2 °C), acidification (-0.2 pH units), and combined future ocean (+2 °C, -0.2 pH) treatments. Contrary to modeled projections, we show that under future ocean conditions, these communities shift structure and composition yet persist as novel calcifying ecosystems with high biodiversity. Our results suggest that if climate change is limited to Paris Climate Agreement targets, coral reefs could persist in an altered state rather than collapse.
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Affiliation(s)
- Christopher P. Jury
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Keisha D. Bahr
- Department of Life Sciences, Texas A&M University—Corpus Christi, Corpus Christi, TX78412
| | | | - Kerri L. Dobson
- Marine Biology and Ecology Research Group, School of Ocean and Earth Sciences, University of Southampton, SouthamptonSO14 3ZH, UK
- School of Earth Sciences, College of Arts and Sciences, The Ohio State University, Columbus, OH43210
| | - Evan B. Freel
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Andrew T. Graham
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Rowan H. McLachlan
- School of Earth Sciences, College of Arts and Sciences, The Ohio State University, Columbus, OH43210
- Department of Microbiology, Oregon State University, Corvallis, OR97331
| | - Craig E. Nelson
- Daniel K. Inouye Center for Microbial Oceanography, Research and Education, Department of Oceanography and Sea Grant College Program, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96822
| | - James T. Price
- School of Earth Sciences, College of Arts and Sciences, The Ohio State University, Columbus, OH43210
| | - Mariana Rocha de Souza
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Leah Shizuru
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Celia M. Smith
- Department of Biology, School of Life Sciences, College of Natural Sciences, University of Hawai’i at Mānoa, Honolulu, HI96822
- Department of Marine Biology, College of Natural Sciences and School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96822
| | - Wesley J. Sparagon
- Daniel K. Inouye Center for Microbial Oceanography, Research and Education, Department of Oceanography and Sea Grant College Program, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96822
| | - Cheryl A. Squair
- Department of Biology, School of Life Sciences, College of Natural Sciences, University of Hawai’i at Mānoa, Honolulu, HI96822
| | - Molly A. Timmers
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
- Pristine Seas, National Geographic Society, Washington, DC20036
| | - Jan Vicente
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Maryann K. Webb
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
| | - Nicole H. Yamase
- Department of Marine Biology, College of Natural Sciences and School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96822
| | - Andréa G. Grottoli
- Marine Biology and Ecology Research Group, School of Ocean and Earth Sciences, University of Southampton, SouthamptonSO14 3ZH, UK
| | - Robert J. Toonen
- Hawai’i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai’i at Mānoa, Honolulu, HI96744
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3
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Walker NS, Isma L, García N, True A, Walker T, Watkins J. The Young and the Resilient: Investigating Coral Thermal Resilience in Early Life Stages. Integr Comp Biol 2024; 64:1141-1153. [PMID: 39054304 DOI: 10.1093/icb/icae122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2024] [Revised: 07/15/2024] [Accepted: 07/18/2024] [Indexed: 07/27/2024] Open
Abstract
Global ocean warming is affecting keystone species distributions and fitness, resulting in the degradation of marine ecosystems. Coral reefs are one of the most diverse and productive marine ecosystems. However, reef-building corals, the foundational taxa of coral reef ecosystems, are severely threatened by thermal stress. Models predict 40-80% of global coral cover will be lost by 2100, which highlights the urgent need for widespread interventions to preserve coral reef functionality. There has been extensive research on coral thermal stress and resilience, but 95% of studies have focused on adult corals. It is necessary to understand stress during early life stages (larvae, recruits, and juveniles), which will better inform selective breeding programs that aim to replenish reefs with resilient stock. In this review, we surveyed the literature on coral thermal resilience in early life stages, and we highlight that studies have been conducted on relatively few species (commonly Acropora spp.) and in limited regions (mainly Australia). Reef-building coral management will be improved by comprehensively understanding coral thermal resilience and fitness across life stages, as well as in diverse species and regions.
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Affiliation(s)
- Nia S Walker
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, Mānoa, HI, USA 96744
| | - Lys Isma
- Rosenstiel School of Marine, Atmospheric, and Earth Science, University of Miami, Miami, FL, USA 33149
| | - Nepsis García
- Department of Ecology and Evolutionary Biology, University of Michigan, Ann Arbor, MI, USA 48109
| | - Aliyah True
- Rosenstiel School of Marine, Atmospheric, and Earth Science, University of Miami, Miami, FL, USA 33149
| | - Taylor Walker
- Department of BioSciences, Rice University, Houston, TX, USA 77005
- Department of Environmental Science, Policy, & Management, University of California, Berkeley, Berkeley, CA, USA 94720
| | - Joyah Watkins
- Department of BioSciences, Rice University, Houston, TX, USA 77005
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4
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Jury CP, Toonen RJ. Widespread scope for coral adaptation under combined ocean warming and acidification. Proc Biol Sci 2024; 291:20241161. [PMID: 39317315 PMCID: PMC11421923 DOI: 10.1098/rspb.2024.1161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Revised: 08/20/2024] [Accepted: 08/21/2024] [Indexed: 09/26/2024] Open
Abstract
Reef-building coral populations are at serious risk of collapse due to the combined effects of ocean warming and acidification. Nonetheless, many corals show potential to adapt to the changing ocean conditions. Here we examine the broad sense heritability (H2) of coral calcification rates across an ecologically and phylogenetically diverse sampling of eight of the primary reef-building corals across the Indo-Pacific. We show that all eight species exhibit relatively high heritability of calcification rates under combined warming and acidification (0.23-0.56). Furthermore, tolerance to each factor is positively correlated and the two factors do not interact in most of the species, contrary to the idea of trade-offs between temperature and pH sensitivity, and all eight species can co-evolve tolerance to elevated temperature and reduced pH. Using these values together with historical data, we estimate potential increases in thermal tolerance of 1.0-1.7°C over the next 50 years, depending on species. None of these species are probably capable of keeping up with a high global change scenario and climate change mitigation is essential if reefs are to persist. Such estimates are critical for our understanding of how corals may respond to global change, accurately parametrizing modelled responses, and predicting rapid evolution.
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Affiliation(s)
- Christopher P Jury
- Hawai'i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa , Honolulu, HI 96744, USA
| | - Robert J Toonen
- Hawai'i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai'i at Mānoa , Honolulu, HI 96744, USA
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5
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Edmunds PJ, Maritorena S, Burgess SC. Early post-settlement events, rather than settlement, drive recruitment and coral recovery at Moorea, French Polynesia. Oecologia 2024; 204:625-640. [PMID: 38418704 DOI: 10.1007/s00442-024-05517-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 01/20/2024] [Indexed: 03/02/2024]
Abstract
Understanding population dynamics is a long-standing objective of ecology, but the need for progress in this area has become urgent. For coral reefs, achieving this objective is impeded by a lack of information on settlement versus post-settlement events in determining recruitment and population size. Declines in coral abundance are often inferred to be associated with reduced densities of recruits, which could arise from mechanisms occurring at larval settlement, or throughout post-settlement stages. This study uses annual measurements from 2008 to 2021 of coral cover, the density of coral settlers (S), the density of small corals (SC), and environmental conditions, to evaluate the roles of settlement versus post-settlement events in determining rates of coral recruitment and changes in coral cover at Moorea, French Polynesia. Coral cover, S, SC, and the SC:S ratio (a proxy for post-settlement success), and environmental conditions, were used in generalized additive models (GAMs) to show that: (a) coral cover was more strongly related to SC and SC:S than S, and (b) SC:S was highest when preceded by cool seawater, low concentrations of Chlorophyll a, and low flow speeds, and S showed evidence of declining with elevated temperature. Together, these results suggest that changes in coral cover in Moorea are more strongly influenced by post-settlement events than settlement. The key to understanding coral community resilience may lie in elucidating the factors attenuating the bottleneck between settlers and small corals.
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Affiliation(s)
- Peter J Edmunds
- Department of Biology, California State University, Northridge, CA, 91330-8303, USA.
| | - Stéphane Maritorena
- Earth Research Institute, University of California Santa Barbara, Santa Barbara, CA, 93106-3060, USA
| | - Scott C Burgess
- Department of Biological Science, Florida State University, Tallahassee, FL, 32306-4295, USA
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6
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Edmunds PJ. Coral recruitment: patterns and processes determining the dynamics of coral populations. Biol Rev Camb Philos Soc 2023; 98:1862-1886. [PMID: 37340617 DOI: 10.1111/brv.12987] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 05/30/2023] [Accepted: 06/02/2023] [Indexed: 06/22/2023]
Abstract
Coral recruitment describes the addition of new individuals to populations, and it is one of the most fundamental demographic processes contributing to population size. As many coral reefs around the world have experienced large declines in coral cover and abundance, there has been great interest in understanding the factors causing coral recruitment to vary and the conditions under which it can support community resilience. While progress in these areas is being facilitated by technological and scientific advances, one of the best tools to quantify recruitment remains the humble settlement tile, variants of which have been in use for over a century. Here I review the biology and ecology of coral recruits and the recruitment process, largely as resolved through the use of settlement tiles, by: (i) defining how the terms 'recruit' and 'recruitment' have been used, and explaining why loose terminology has impeded scientific advancement; (ii) describing how coral recruitment is measured and why settlement tiles have value for this purpose; (iii) summarizing previous efforts to review quantitative analyses of coral recruitment; (iv) describing advances from hypothesis-driven studies in determining how refuges, seawater flow, and grazers can modulate coral recruitment; (v) reviewing the biology of small corals (i.e. recruits) to understand better how they respond to environmental conditions; and (vi) updating a quantitative compilation of coral recruitment studies extending from 1974 to present, thus revealing long-term global declines in density of recruits, juxtaposed with apparent resilience to coral bleaching. Finally, I review future directions in the study of coral recruitment, and highlight the need to expand studies to deliver taxonomic resolution, and explain why time series of settlement tile deployments are likely to remain pivotal in quantifying coral recruitment.
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Affiliation(s)
- Peter J Edmunds
- Department of Biology, California State University, 18111 Nordhoff Street, Northridge, CA, 91330-8303, USA
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7
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Price JT, McLachlan RH, Jury CP, Toonen RJ, Wilkins MJ, Grottoli AG. Long-term coral microbial community acclimatization is associated with coral survival in a changing climate. PLoS One 2023; 18:e0291503. [PMID: 37738222 PMCID: PMC10516427 DOI: 10.1371/journal.pone.0291503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 08/30/2023] [Indexed: 09/24/2023] Open
Abstract
The plasticity of some coral-associated microbial communities under stressors like warming and ocean acidification suggests the microbiome has a role in the acclimatization of corals to future ocean conditions. Here, we evaluated the acclimatization potential of coral-associated microbial communities of four Hawaiian coral species (Porites compressa, Porites lobata, Montipora capitata, and Pocillopora acuta) over 22-month mesocosm experiment. The corals were exposed to one of four treatments: control, ocean acidification, ocean warming, or combined future ocean conditions. Over the 22-month study, 33-67% of corals died or experienced a loss of most live tissue coverage in the ocean warming and future ocean treatments while only 0-10% died in the ocean acidification and control. Among the survivors, coral-associated microbial communities responded to the chronic future ocean treatment in one of two ways: (1) microbial communities differed between the control and future ocean treatment, suggesting the potential capacity for acclimatization, or (2) microbial communities did not significantly differ between the control and future ocean treatment. The first strategy was observed in both Porites species and was associated with higher survivorship compared to M. capitata and P. acuta which exhibited the second strategy. Interestingly, the microbial community responses to chronic stressors were independent of coral physiology. These findings indicate acclimatization of microbial communities may confer resilience in some species of corals to chronic warming associated with climate change. However, M. capitata genets that survived the future ocean treatment hosted significantly different microbial communities from those that died, suggesting the microbial communities of the survivors conferred some resilience. Thus, even among coral species with inflexible microbial communities, some individuals may already be tolerant to future ocean conditions. These findings suggest that coral-associated microbial communities could play an important role in the persistence of some corals and underlie climate change-driven shifts in coral community composition.
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Affiliation(s)
- James T. Price
- School of Earth Sciences, The Ohio State University, Columbus, Ohio, United States of America
| | - Rowan H. McLachlan
- School of Earth Sciences, The Ohio State University, Columbus, Ohio, United States of America
- Department of Microbiology, Oregon State University, Corvallis, Oregon, United States of America
| | - Christopher P. Jury
- Hawai‘i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai‘i at Mānoa, Honolulu, Hawai‘i, United States of America
| | - Robert J. Toonen
- Hawai‘i Institute of Marine Biology, School of Ocean and Earth Science and Technology, University of Hawai‘i at Mānoa, Honolulu, Hawai‘i, United States of America
| | - Michael J. Wilkins
- Department of Soil and Crop Sciences, Colorado State University, Fort Collins, Colorado, United States of America
| | - Andréa G. Grottoli
- School of Earth Sciences, The Ohio State University, Columbus, Ohio, United States of America
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8
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Hazraty-Kari S, Morita M, Tavakoli-Kolour P, Harii S. Response of resistant larvae of the coral Acropora tenuis to future thermal stress. MARINE POLLUTION BULLETIN 2023; 192:115060. [PMID: 37207392 DOI: 10.1016/j.marpolbul.2023.115060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/07/2023] [Accepted: 05/09/2023] [Indexed: 05/21/2023]
Abstract
Seawater temperatures are rising rapidly and severely due to climate change, negatively affecting coral reef communities. The persistence of coral populations depends on their success during the early life stages. Thermal conditioning during the larval stage can increase coral larvae's ability to tolerate high temperatures in subsequent stages. We studied the response of resistant larvae of Acropora tenuis to thermal stress to increase their thermal tolerance during the juvenile stage. Larvae were exposed to ambient (∼26 °C) and thermal stress (∼31 °C) temperatures. Then, settlement success on preconditioned tiles was determined. After 28 days at ambient temperature, the juveniles were exposed to thermal stress for 14 days, and their survival was assessed. Our results showed that thermal stress in the larval stage did not alter the thermal tolerance of juveniles, and they could not acclimate to heat stress. As a result, the summer's heat waves could potentially threaten their resilience.
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Affiliation(s)
- Sanaz Hazraty-Kari
- Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan.
| | - Masaya Morita
- Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan
| | | | - Saki Harii
- Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan.
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9
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Hazraty-Kari S, Morita M, Tavakoli-Kolour P, Nakamura T, Harii S. Reactions of juvenile coral to three years of consecutive thermal stress. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 863:161227. [PMID: 36586691 DOI: 10.1016/j.scitotenv.2022.161227] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/24/2022] [Revised: 12/06/2022] [Accepted: 12/23/2022] [Indexed: 06/17/2023]
Abstract
As global temperatures continue to rise, corals are being exposed to increasing heat stress throughout their early life stages; however, the impact of this phenomenon is poorly understood. We exposed the reef-building coral Acropora tenuis juveniles to ∼26-28 °C (control) and ∼ 31 °C (heat stress) for one week per year over three consecutive years. In the first year of heat stress, >96 % of juveniles survived despite symbiotic algal densities in juvenile corals declining. In comparison, survival rates in the third year of heat stress declined to 50 %. Survival rates under natural conditions after stress also gradually decreased in the stressed groups. The rate in the reduction of survivorship was prominent in the consecutive thermally stressed groups (juveniles stressed twice in two years). Symbiotic algal density and photosynthetic activity (Fv/Fm) also declined in stressed juvenile groups. However, heat stress did not significantly affect the growth of juveniles. In the third year of heat stress, temperature negatively affected the physiology of juveniles in terms of survivorship, brightness (an indicator of bleaching), symbiotic algal density, and photosynthetic efficiency. Stress across consecutive years appeared to cause the survivorship of juvenile corals to decline, with three years of stress contributing to the severe decline of a reef. In conclusion, A. tenuis juveniles are not able to acclimatize to heat stress, with successive heat waves of <7 days in the summer potentially negatively affecting resilience.
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Affiliation(s)
- Sanaz Hazraty-Kari
- Graduate School of Engineering and Science, University of the Ryukyus, Okinawa, Japan.
| | - Masaya Morita
- Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan
| | | | - Takashi Nakamura
- Graduate School of Engineering and Science, University of the Ryukyus, Okinawa, Japan; Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan
| | - Saki Harii
- Sesoko Station, Tropical Biosphere Research Center, University of the Ryukyus, Okinawa, Japan.
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10
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Haydon TD, Matthews JL, Seymour JR, Raina JB, Seymour JE, Chartrand K, Camp EF, Suggett DJ. Metabolomic signatures of corals thriving across extreme reef habitats reveal strategies of heat stress tolerance. Proc Biol Sci 2023; 290:20221877. [PMID: 36750192 PMCID: PMC9904954 DOI: 10.1098/rspb.2022.1877] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 01/11/2023] [Indexed: 02/09/2023] Open
Abstract
Anthropogenic stressors continue to escalate worldwide, driving unprecedented declines in reef environmental conditions and coral health. One approach to better understand how corals can function in the future is to examine coral populations that thrive within present day naturally extreme habitats. We applied untargeted metabolomics (gas chromatography-mass spectrometry (GC-MS)) to contrast metabolite profiles of Pocillopora acuta colonies from hot, acidic and deoxygenated mangrove environments versus those from adjacent reefs. Under ambient temperatures, P. acuta predominantly associated with endosymbionts of the genera Cladocopium (reef) or Durusdinium (mangrove), exhibiting elevated metabolism in mangrove through energy-generating and biosynthesis pathways compared to reef populations. Under transient heat stress, P. acuta endosymbiont associations were unchanged. Reef corals bleached and exhibited extensive shifts in symbiont metabolic profiles (whereas host metabolite profiles were unchanged). By contrast, mangrove populations did not bleach and solely the host metabolite profiles were altered, including cellular responses in inter-partner signalling, antioxidant capacity and energy storage. Thus mangrove P. acuta populations resist periodically high-temperature exposure via association with thermally tolerant endosymbionts coupled with host metabolic plasticity. Our findings highlight specific metabolites that may be biomarkers of heat tolerance, providing novel insight into adaptive coral resilience to elevated temperatures.
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Affiliation(s)
- Trent D. Haydon
- Center for Genomics and Systems Biology, New York University Abu Dhabi, PO Box 129188, Abu Dhabi, UAE
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
| | - Jennifer L. Matthews
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
| | - Justin R. Seymour
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
| | - Jean-Baptiste Raina
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
| | - Jamie E. Seymour
- Division of Tropical Health and Medicine, Australian Institute of Tropical Health and Medicine, James Cook University, Cairns, QLD 4811, Australia
| | - Kathryn Chartrand
- Centre for tropical Water and Aquatic Ecosystem Research, James Cook University, Cairns, QLD 4811, Australia
| | - Emma F. Camp
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
| | - David J. Suggett
- Faculty of Science, Climate Change Cluster, University of Technology Sydney, Ultimo, New South Wales 2007, Australia
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11
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Coral Reef Bleaching under Climate Change: Prediction Modeling and Machine Learning. SUSTAINABILITY 2022. [DOI: 10.3390/su14106161] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
The coral reefs are important ecosystems to protect underwater life and coastal areas. It is also a natural attraction that attracts many tourists to eco-tourism under the sea. However, the impact of climate change has led to coral reef bleaching and elevated mortality rates. Thus, this paper modeled and predicted coral reef bleaching under climate change by using machine learning techniques to provide the data to support coral reefs protection. Supervised machine learning was used to predict the level of coral damage based on previous information, while unsupervised machine learning was applied to model the coral reef bleaching area and discovery knowledge of the relationship among bleaching factors. In supervised machine learning, three widely used algorithms were included: Naïve Bayes, support vector machine (SVM), and decision tree. The accuracy of classifying coral reef bleaching under climate change was compared between these three models. Unsupervised machine learning based on a clustering technique was used to group similar characteristics of coral reef bleaching. Then, the correlation between bleaching conditions and characteristics was examined. We used a 5-year dataset obtained from the Department of Marine and Coastal Resources, Thailand, during 2013–2018. The results showed that SVM was the most effective classification model with 88.85% accuracy, followed by decision tree and Naïve Bayes that achieved 80.25% and 71.34% accuracy, respectively. In unsupervised machine learning, coral reef characteristics were clustered into six groups, and we found that seawater pH and sea surface temperature correlated with coral reef bleaching.
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12
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Henley EM, Bouwmeester J, Jury CP, Toonen RJ, Quinn M, Lager CV, Hagedorn M. Growth and survival among Hawaiian corals outplanted from tanks to an ocean nursery are driven by individual genotype and species differences rather than preconditioning to thermal stress. PeerJ 2022; 10:e13112. [PMID: 35345587 PMCID: PMC8957268 DOI: 10.7717/peerj.13112] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Accepted: 02/22/2022] [Indexed: 01/12/2023] Open
Abstract
The drastic decline in coral coverage has stimulated an interest in reef restoration, and various iterations of coral nurseries have been used to augment restoration strategies. Here we examine the growth of two species of Hawaiian Montipora that were maintained in mesocosms under either ambient or warmed annual bleaching conditions for two consecutive years prior to outplanting to determine whether preconditioning aided coral restoration efforts. Using coral trees to create a nearby ocean nursery, we examined whether: (1) previous ex situ mesocosm growth would mirror in situ coral tree nursery growth; and (2) thermal ex situ stress-hardening would predict future success during natural warming events in situ for corals moved from tanks to trees. For Montipora capitata, we found that variation in growth was explained primarily by genotype; growth rates in the mesocosms were similar to those in situ, irrespective of preconditioning. Variation in M. flabellata growth, however, was explained by both genotype and culture method such that an individual M. flabellata colony that grew well in the tanks did not necessarily perform as well on the coral trees. For both species, previous exposure to elevated temperatures in the mesocosms provided no benefit to either growth or survival during a warming event in the coral tree nursery compared to those grown in ambient temperatures. Overall, M. capitata performed better in the tree nursery with higher net growth, lower mortality, and was subject to less predation than M. flabellata. Our results show little benefit of the additional cost and time of stress-hardening these corals prior to outplanting because it is unlikely to aid resilience to future warming events. These results also suggest that selecting corals for restoration based on long-term genotype growth performance may be more effective for optimal outcomes but should be weighed against other factors, such as coral morphology, in situ nursery method, location, and other characteristics.
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Affiliation(s)
- E. Michael Henley
- Smithsonian Conservation Biology Institute, Smithsonian Institution, Front Royal, Virginia, United States,Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Jessica Bouwmeester
- Smithsonian Conservation Biology Institute, Smithsonian Institution, Front Royal, Virginia, United States,Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Christopher P. Jury
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Robert J. Toonen
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Mariko Quinn
- Smithsonian Conservation Biology Institute, Smithsonian Institution, Front Royal, Virginia, United States,Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Claire V.A. Lager
- Smithsonian Conservation Biology Institute, Smithsonian Institution, Front Royal, Virginia, United States,Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
| | - Mary Hagedorn
- Smithsonian Conservation Biology Institute, Smithsonian Institution, Front Royal, Virginia, United States,Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, Hawai‘i, United States
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13
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McLachlan RH, Price JT, Muñoz-Garcia A, Weisleder NL, Levas SJ, Jury CP, Toonen RJ, Grottoli AG. Physiological acclimatization in Hawaiian corals following a 22-month shift in baseline seawater temperature and pH. Sci Rep 2022; 12:3712. [PMID: 35273199 PMCID: PMC8913750 DOI: 10.1038/s41598-022-06896-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2021] [Accepted: 02/07/2022] [Indexed: 11/12/2022] Open
Abstract
Climate change poses a major threat to coral reefs. We conducted an outdoor 22-month experiment to investigate if coral could not just survive, but also physiologically cope, with chronic ocean warming and acidification conditions expected later this century under the Paris Climate Agreement. We recorded survivorship and measured eleven phenotypic traits to evaluate the holobiont responses of Hawaiian coral: color, Symbiodiniaceae density, calcification, photosynthesis, respiration, total organic carbon flux, carbon budget, biomass, lipids, protein, and maximum Artemia capture rate. Survivorship was lowest in Montipora capitata and only some survivors were able to meet metabolic demand and physiologically cope with future ocean conditions. Most M. capitata survivors bleached through loss of chlorophyll pigments and simultaneously experienced increased respiration rates and negative carbon budgets due to a 236% increase in total organic carbon losses under combined future ocean conditions. Porites compressa and Porites lobata had the highest survivorship and coped well under future ocean conditions with positive calcification and increased biomass, maintenance of lipids, and the capacity to exceed their metabolic demand through photosynthesis and heterotrophy. Thus, our findings show that significant biological diversity within resilient corals like Porites, and some genotypes of sensitive species, will persist this century provided atmospheric carbon dioxide levels are controlled. Since Porites corals are ubiquitous throughout the world’s oceans and often major reef builders, the persistence of this resilient genus provides hope for future reef ecosystem function globally.
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Affiliation(s)
- Rowan H McLachlan
- School of Earth Sciences, The Ohio State University, 125 South Oval Mall, Columbus, OH, 43210, USA. .,Department of Microbiology, Oregon State University, 2820 SW Campus Way, Corvallis, OR, 97331, USA.
| | - James T Price
- School of Earth Sciences, The Ohio State University, 125 South Oval Mall, Columbus, OH, 43210, USA
| | - Agustí Muñoz-Garcia
- Department of Evolution, Ecology and Organismal Biology, The Ohio State University at Mansfield, 1760 University Dr., Mansfield, OH, 44906, USA
| | - Noah L Weisleder
- Department of Physiology and Cell Biology, The Ohio State University, 473 West 12th Avenue, Columbus, OH, 43210, USA
| | - Stephen J Levas
- Geography, Geology and Environmental Science, University of Wisconsin - Whitewater, 800 W. Main Street, Whitewater, WI, 53190, USA
| | - Christopher P Jury
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, 46-007 Lilipuna Road, Kāne'ohe, HI, 96744, USA
| | - Robert J Toonen
- Hawai'i Institute of Marine Biology, University of Hawai'i at Mānoa, 46-007 Lilipuna Road, Kāne'ohe, HI, 96744, USA
| | - Andréa G Grottoli
- School of Earth Sciences, The Ohio State University, 125 South Oval Mall, Columbus, OH, 43210, USA.
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14
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Soto D, De Palmas S, Ho M, Denis V, Allen Chen C. A molecular census of early-life stage scleractinian corals in shallow and mesophotic zones. Ecol Evol 2021; 11:14573-14584. [PMID: 34765126 PMCID: PMC8571570 DOI: 10.1002/ece3.8122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/27/2021] [Accepted: 07/29/2021] [Indexed: 11/06/2022] Open
Abstract
The decline of coral reefs has fueled interest in determining whether mesophotic reefs can shield against disturbances and help replenish deteriorated shallower reefs. In this study, we characterized spatial (horizontal and vertical) and seasonal patterns of diversity in coral recruits from Dabaisha and Guiwan reefs at Ludao, Taiwan. Concrete blocks supporting terra-cotta tiles were placed at shallow (15m) and mesophotic (40m) depths, during 2016-2018. Half of the tiles were retrieved and replaced biannually over three 6-month surveys (short-term); the remainder retrieved at the end of the 18-month (long-term) survey. 451 recruits were located using fluorescent censusing and identified by DNA barcoding. Barcoding the mitochondrial cytochrome oxidase I (COI) gene resulted in 17 molecular operational taxonomic units (MOTUs). To obtain taxonomic resolution to the generic level, Pocillopora were phylotyped using the mitochondrial open reading frame (ORF), resolving eight MOTUs. Acropora, Isopora, and Montipora recruits were identified by the nuclear PaxC intron, yielding ten MOTUs. Overall, 35 MOTUs were generated and were comprised primarily of Pocillopora and, in fewer numbers, Acropora, Isopora, Pavona, Montipora, Stylophora, among others. 40% of MOTUs recruited solely within mesophotic reefs while 20% were shared by both depth zones. MOTUs recruiting across a broad depth distribution appear consistent with the hypothesis of mesophotic reefs acting as a refuge for shallow-water coral reefs. In contrast, Acropora and Isopora MOTUs were structured across depth zones representing an exception to this hypothesis. This research provides an imperative assessment of coral recruitment in understudied mesophotic reefs and imparts insight into the refuge hypothesis.
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Affiliation(s)
- Derek Soto
- Biodiversity ProgramTaiwan International Graduate ProgramAcademia Sinica and National Taiwan Normal UniversityTaipeiTaiwan
- Biodiversity Research CenterAcademia SinicaTaipeiTaiwan
- Department of Life ScienceNational Taiwan Normal UniversityTaipeiTaiwan
| | - Stéphane De Palmas
- Biodiversity ProgramTaiwan International Graduate ProgramAcademia Sinica and National Taiwan Normal UniversityTaipeiTaiwan
- Biodiversity Research CenterAcademia SinicaTaipeiTaiwan
- Department of Life ScienceNational Taiwan Normal UniversityTaipeiTaiwan
| | - Ming‐Jay Ho
- Biodiversity Research CenterAcademia SinicaTaipeiTaiwan
- Green Island Marine Research StationAcademia SinicaLudao, Taitung CountyTaiwan
| | - Vianney Denis
- Institute of OceanographyNational Taiwan UniversityTaipeiTaiwan
| | - Chaolun Allen Chen
- Biodiversity Research CenterAcademia SinicaTaipeiTaiwan
- Department of Life ScienceNational Taiwan Normal UniversityTaipeiTaiwan
- Department of Life ScienceTung Hai UniversityTaichungTaiwan
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15
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Turnham KE, Wham DC, Sampayo E, LaJeunesse TC. Mutualistic microalgae co-diversify with reef corals that acquire symbionts during egg development. THE ISME JOURNAL 2021; 15:3271-3285. [PMID: 34012104 PMCID: PMC8528872 DOI: 10.1038/s41396-021-01007-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2020] [Revised: 04/23/2021] [Accepted: 05/04/2021] [Indexed: 02/04/2023]
Abstract
The application of molecular genetics has reinvigorated and improved how species are defined and investigated scientifically, especially for morphologically cryptic micro-organisms. Here we show how species recognition improves understanding of the ecology and evolution of mutualisms between reef-building corals and their mutualistic dinoflagellates (i.e. Symbiodiniaceae). A combination of genetic, ecological, and morphological evidence defines two sibling species of Cladocopium (formerly Symbiodinium Clade C), specific only to host corals in the common genus Pocillopora, which transmit their obligate symbionts during oogenesis. Cladocopium latusorum sp. nov. is symbiotic with P. grandis/meandrina while the smaller-celled C. pacificum sp. nov. associates with P. verrucosa. Both symbiont species form mutualisms with Pocillopora that brood their young. Populations of each species, like their hosts, are genetically well connected across the tropical and subtropical Pacific Ocean, indicating a capacity for long-range dispersal. A molecular clock approximates their speciation during the late Pliocene or early Pleistocene as Earth underwent cycles of precipitous cooling and warming; and corresponds to when their hosts were also diversifying. The long temporal and spatial maintenance of high host fidelity, as well as genetic connectivity across thousands of kilometers, indicates that distinct ecological attributes and close evolutionary histories will restrain the adaptive responses of corals and their specialized symbionts to rapid climate warming.
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Affiliation(s)
| | - Drew C Wham
- Penn State University, University Park, PA, USA
| | | | - Todd C LaJeunesse
- Penn State University, University Park, PA, USA.
- Penn State Institutes of Energy and the Environment, University Park, PA, USA.
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16
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Biodiversity of coral reef cryptobiota shuffles but does not decline under the combined stressors of ocean warming and acidification. Proc Natl Acad Sci U S A 2021; 118:2103275118. [PMID: 34544862 PMCID: PMC8488634 DOI: 10.1073/pnas.2103275118] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/09/2021] [Indexed: 12/31/2022] Open
Abstract
Ocean-warming and acidification are predicted to reduce coral reef biodiversity, but the combined effects of these stressors on overall biodiversity are largely unmeasured. Here, we examined the individual and combined effects of elevated temperature (+2 °C) and reduced pH (-0.2 units) on the biodiversity of coral reef communities that developed on standardized sampling units over a 2-y mesocosm experiment. Biodiversity and species composition were measured using amplicon sequencing libraries targeting the cytochrome oxidase I (COI) barcoding gene. Ocean-warming significantly increased species richness relative to present-day control conditions, whereas acidification significantly reduced richness. Contrary to expectations, species richness in the combined future ocean treatment with both warming and acidification was not significantly different from the present-day control treatment. Rather than the predicted collapse of biodiversity under the dual stressors, we find significant changes in the relative abundance but not in the occurrence of species, resulting in a shuffling of coral reef community structure among the highly species-rich cryptobenthic community. The ultimate outcome of altered community structure for coral reef ecosystems will depend on species-specific ecological functions and community interactions. Given that most species on coral reefs are members of the understudied cryptobenthos, holistic research on reef communities is needed to accurately predict diversity-function relationships and ecosystem responses to future climate conditions.
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17
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Huffmyer AS, Johnson CJ, Epps AM, Lemus JD, Gates RD. Feeding and thermal conditioning enhance coral temperature tolerance in juvenile Pocillopora acuta. ROYAL SOCIETY OPEN SCIENCE 2021; 8:210644. [PMID: 34084554 PMCID: PMC8150050 DOI: 10.1098/rsos.210644] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2021] [Accepted: 05/06/2021] [Indexed: 05/13/2023]
Abstract
Scleractinian corals form the foundation of coral reefs by acquiring autotrophic nutrition from photosynthetic endosymbionts (Symbiodiniaceae) and use feeding to obtain additional nutrition, especially when the symbiosis is compromised (i.e. bleaching). Juvenile corals are vulnerable to stress due to low energetic reserves and high demand for growth, which is compounded when additional stressors occur. Therefore, conditions that favour energy acquisition and storage may enhance survival under stressful conditions. To investigate the influence of feeding on thermal tolerance, we exposed Pocillopora acuta juveniles to temperature (ambient, 27.4°C versus cool, 25.9°C) and feeding treatments (fed versus unfed) for 30 days post-settlement and monitored growth and physiology, followed by tracking survival under thermal stress. Feeding increased growth and resulted in thicker tissues and elevated symbiont fluorescence. Under high-temperature stress (31-60 days post-settlement; ca 30.1°C), corals that were fed and previously exposed to cool temperature had 33% higher survival than other treatment groups. These corals demonstrated reduced symbiont fluorescence, which may have provided protective effects under thermal stress. These results highlight that the impacts of feeding on coral physiology and stress tolerance are dependent on temperature and as oceans continue to warm, early life stages may experience shifts in feeding strategies to survive.
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Affiliation(s)
- Ariana S. Huffmyer
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, HI 96744, USA
- Department of Biological Sciences, University of Rhode Island, Kingston, RI 02881, USA
| | - Colton J. Johnson
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, HI 96744, USA
- Department of Biology, San Diego State University, San Diego, CA 92182, USA
| | - Ashleigh M. Epps
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, HI 96744, USA
- Department of Life Sciences, Texas A&M University-Corpus Christi, Corpus Christi, TX 78412, USA
| | - Judith D. Lemus
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, HI 96744, USA
| | - Ruth D. Gates
- Hawai‘i Institute of Marine Biology, University of Hawai‘i at Mānoa, Kāne‘ohe, HI 96744, USA
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18
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Williams A, Chiles EN, Conetta D, Pathmanathan JS, Cleves PA, Putnam HM, Su X, Bhattacharya D. Metabolomic shifts associated with heat stress in coral holobionts. SCIENCE ADVANCES 2021; 7:eabd4210. [PMID: 33523848 PMCID: PMC7775768 DOI: 10.1126/sciadv.abd4210] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 11/06/2020] [Indexed: 05/26/2023]
Abstract
Understanding the response of the coral holobiont to environmental change is crucial to inform conservation efforts. The most pressing problem is "coral bleaching," usually precipitated by prolonged thermal stress. We used untargeted, polar metabolite profiling to investigate the physiological response of the coral species Montipora capitata and Pocillopora acuta to heat stress. Our goal was to identify diagnostic markers present early in the bleaching response. From the untargeted UHPLC-MS data, a variety of co-regulated dipeptides were found that have the highest differential accumulation in both species. The structures of four dipeptides were determined and showed differential accumulation in symbiotic and aposymbiotic (alga-free) populations of the sea anemone Aiptasia (Exaiptasia pallida), suggesting the deep evolutionary origins of these dipeptides and their involvement in symbiosis. These and other metabolites may be used as diagnostic markers for thermal stress in wild coral.
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Affiliation(s)
- Amanda Williams
- Microbial Biology Graduate Program, Rutgers University, New Brunswick, NJ 08901, USA
| | - Eric N Chiles
- Metabolomics Shared Resource, Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ 08901, USA
| | - Dennis Conetta
- Department of Biological Sciences, University of Rhode Island, Kingston, RI 02881, USA
| | - Jananan S Pathmanathan
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08901, USA
| | - Phillip A Cleves
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | - Hollie M Putnam
- Department of Biological Sciences, University of Rhode Island, Kingston, RI 02881, USA
| | - Xiaoyang Su
- Metabolomics Shared Resource, Rutgers Cancer Institute of New Jersey, Rutgers University, New Brunswick, NJ 08901, USA.
- Division of Endocrinology, Department of Medicine, Robert Wood Johnson Medical School, Rutgers University, New Brunswick, NJ 08901, USA
| | - Debashish Bhattacharya
- Department of Biochemistry and Microbiology, Rutgers University, New Brunswick, NJ 08901, USA.
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