Abstract
The coral is a holobiont formed by the close interaction between the coral animal and a diverse community of microorganisms, including dinoflagellates, bacteria, archaea, fungi, and viruses. The prokaryotic symbionts of corals are important for host fitness but are also highly sensitive to changes in the environment. In this study, we used 16S ribosomal RNA (rRNA) sequencing to examine the response of the microbial community associated with the coral, Acropora digitifera, to elevated temperature. The A. digitifera microbial community is dominated by operational taxonomic unit (OTUs) affiliated with classes Alphaproteobacteria and Gammaproteobacteria. The prokaryotic community in the coral tissue is distinct from that of the mucus and the surrounding seawater. Remarkably, the overall microbial community structure of A. digitifera remained stable for 10 days of continuous exptosure at 32°C compared to corals maintained at 27°C. However, the elevated temperature regime resulted in a decrease in the abundance of OTUs affiliated with certain groups of bacteria, such as order Rhodobacterales. On the other hand, some OTUs affiliated with the orders Alteromonadales, Vibrionales, and Flavobacteriales, which are often associated with diseased and stressed corals, increased in abundance. Thus, while the A. digitifera bacterial community structure appears resilient to higher temperature, prolonged exposure and intensified stress results in changes in the abundance of specific microbial community members that may affect the overall metabolic state and health of the coral holobiont.
Keywords: coral, holobiont, microbiome, mucus, thermal stress
1. Introduction
Coral reefs are among the most diverse and economically important ecosystems on the planet. A healthy coral is crucial to the productivity and sustainability of reef ecosystems and their surrounding communities (Riegl, Bruckner, Coles, Renaud, & Dodge, 2009). Corals serve as a habitat for a diverse community of symbionts, including dinoflagellates (Symbiodinium), fungi, bacteria, archaea and viruses. These symbionts have emerged as critical players in coral nutrition and health. Thus, maintaining symbiotic interactions is crucial for the functioning of the holobiont and its ability to adapt to environmental perturbation (Ainsworth & Gates, 2016; Bourne, Morrow, & Webster, 2016; Thompson, Rivera, Closek, & Medina, 2014). Understanding how each member of the holobiont contributes to the resilience of the organism is paramount in light of the rapidly changing ocean conditions brought about by global warming and anthropogenic impacts. These disturbances lead to coral bleaching events that consequently result in a decline in coral cover and loss of biodiversity (Hoegh‐Guldberg, 1999; Palumbi, Barshis, Traylor‐Knowles, & Bay, 2014).
A key to the survival of corals to the changing climate is their ability to adapt to environmental perturbation. Interestingly, certain corals are found in areas that are normally exposed to warmer or more variable temperatures. These corals have evolved mechanisms that provide greater tolerance to temperature stress (Guest et al., 2012; Thompson & van Woesik, 2009), such as the abundant expression of protective proteins (Barshis et al., 2013) and association with thermally tolerant Symbiodinium clades (Hume et al., 2015; Keshavmurthy et al., 2014). These corals may similarly be expected to maintain a thermally tolerant microbiome consisting of microorganisms that can support coral holobiont health even at elevated temperatures. However, it is important to note that although elevated temperature is a recognized stressor for corals, this might not be the case for mesophilic coral‐associated microbes that normally thrive under these temperatures.
Microbiome studies have revealed the diversity of bacteria associated with different coral host species (Dinsdale et al., 2008; Littman, Willis, Pfeffer, & Bourne, 2009; Morrow, Moss, Chadwick, & Liles, 2012; Rohwer, Breitbart, Jara, Azam, & Knowlton, 2001; Sunagawa, Woodley, & Medina, 2010). Here, we refer to the microbiome as the prokaryotic microorganisms (bacteria and archaea) associated with the coral host. Coral‐associated microorganisms are niche‐partitioned in the coral mucopolysaccharide layer, tissues, gastric cavity, and skeleton (Ainsworth et al., 2015; Rohwer, Seguritan, Azam, & Knowlton, 2002). The coral mucus layer, which forms a permeable barrier between the coral tissue and seawater, is the first line of defense against biofouling, pathogen invasion, and sedimentation (Brown & Bythell, 2005; Ritchie, 2006). Mucus is colonized by distinct microbial communities (Brown & Bythell, 2005) and may serve as a trap for nutrient‐bearing particles that can be ingested by the coral (Krediet, Ritchie, Paul, & Teplitski, 2013; Wild et al., 2004). The mucus layer, together with the coral immune response (van de Water et al., 2015), can prevent colonization of coral surfaces. However, the suppression of host defenses and induction of coral pathogen motility under conditions of stress may allow invasion of coral tissues (Garren, Son, Tout, Seymour, & Stocker, 2015).
While the full functional complexity of the coral‐associated microbiota is not yet well‐established, it has been shown that the stable association of the coral with Symbiodinium and bacteria provides access to nutrients and metabolic products and contributes to the energy budget of the host (Ainsworth, Fine, Blackall, & Hoegh‐Guldberg, 2006; Dobretsov & Qian, 2004; Lema, Willis, & Bourne, 2012; Lesser, Bythell, Gates, Johnstone, & Hoegh‐Guldberg, 2007). In the oligotrophic environment of the reef, the presence of multiple pathways for efficient assimilation of essential nutrients, such as carbon and nitrogen, provides an advantage. Microbes associated with corals are able to utilize organic carbon and fix inorganic nitrogen to support the metabolic requirements of the coral and Symbiodinium (Brown & Bythell, 2005; Cardini et al., 2015; Ceh, van Keulen, & Bourne, 2013; Lema et al., 2012). In addition, coral‐associated bacteria may play a role in controlling the growth of other microorganisms or preventing corals from being infected by pathogens (Bourne et al., 2016; Raina, Tapiolas, Willis, & Bourne, 2009; Rosenberg, Koren, Reshef, Efrony, & Zilber‐Rosenberg, 2007). Furthermore, bacteria have also been demonstrated to have the ability to regulate settlement and metamorphosis of corals (Hadfield, 2011; Negri, Webster, Hill, & Heyward, 2001; Webster et al., 2004).
The coral‐associated bacteria community is relatively resilient to fluctuations in the environment. However, perturbations will likely affect members of the community in different ways. For example, the microbial community in Acropora millepora was found to remain consistent during different times of the year but bleaching of the coral resulted in the appearance of Vibrio‐affiliated sequences (Bourne, Iida, Uthicke, & Smith‐Keune, 2008; Littman et al., 2009). Acropora aspera and Stylophora pistillata similarly exhibited variation in their microbial communities following coral bleaching (Ainsworth & Hoegh‐Guldberg, 2009). Interestingly, the bacterial community of Acropora tenuis associated with a thermotolerant clade of Symbiodinium was more sensitive to thermal perturbation compared to the bacterial community in A. tenuis hosting Symbiodinium from a different clade (Littman, Bourne, & Willis, 2010). This is most likely explained by the enhanced susceptibility of corals to opportunistic pathogens when Symbiodinium‐host interactions are sub‐optimal. This further suggests that, aside from the microbial community associated with coral tissue and mucus, the bacteria associated with Symbiodinium, particularly those with the ability to fix nitrogen (Lema et al., 2012), may also influence the resilience of corals to thermal stress. In Acropora hemprichii and Mussismilia harttii, the nitrogen‐fixing bacteria community increased in abundance or exhibited greater activity at elevated temperatures (Cardini et al., 2016; Santos et al., 2014). Thus, in order to better understand the influence of prokaryotic symbionts on coral physiology and health, it is important to elucidate the phylogenetic and functional diversity of the coral‐associated microbial community and its dynamic responses to the environment.
In this study, we demonstrate the effects of an elevated temperature regime on the association of prokaryotes with the common Indo‐Pacific scleractinian coral, Acropora digitifera. A. digitifera is a common Indo‐Pacific coral that is found in areas where temperatures can reach close to the upper limit of the thermal optimum for coral growth (Hoegh‐Guldberg, 1999; Veron, 2000). We reveal how shifts in the abundance of certain bacterial families may be linked to a decline in coral health and the enhancement of opportunistic bacteria associated with coral disease.
2. Materials and methods
2.1. Coral collection and maintenance
Three colonies of Acropora digitifera were collected from Bolinao, Pangasinan, Philippines (16° 17′ 28.6′’ N, 120° 00′ 44.2′’ E) at 2–4 m depth in February 2015. Collections were conducted with permission from the Philippines Department of Agriculture Bureau of Fisheries and Aquatic Resources (DA‐BFAR GP‐0102‐15). Coral colonies were fragmented into 2‐inch long nubbins (20 fragments per colony) and attached to reef plugs using epoxy. Reef plugs were labeled to enable tracking of the source colony of each fragment. The fragments were allowed to recover for a period of about 7 weeks in a tank with flowing seawater maintained at a temperature of 27 ± 1°C, average salinity of 33.6 PSU, pH of 8.11, and a 12‐hr light‐dark cycle with irradiance of 14 μmol m−2 s−1.
2.2. Thermal stress exposure
Thermal stress experiments were conducted in 40L tanks containing constantly aerated, flowing, sand‐filtered seawater and a 12 hr light‐dark cycle with irradiance of 14 μmol m−2 s−1. Seawater temperature was manipulated using submersible thermostat heaters. Tanks were monitored using temperature probes (Vernier Labquest 2) and submersible HOBO pendant temperature and light loggers (Onset). A low irradiance was used to reduce the potential contribution of high light intensity to the coral stress response (Downs et al., 2013). Following acclimatization, five fragments from each of the three colonies were transferred into two control and two treatment tanks (15 fragments per tank). Treatment tanks were maintained at 5°C above ambient (32 ± 1°C). Control tanks were maintained at 27 ± 1°C, representing the average temperature during the coldest months of the year (December to February) based on regular monitoring by the Bolinao Marine Laboratory. Throughout the course of the experiment, the state of the photosynthetic apparatus of the coral fragments was monitored, using a diving pulse‐amplitude‐modulated (PAM) fluorometer (Walz). PAM readings were taken from all coral fragments in experimental and control tanks. Coral and tissue fractions from fragments from each of two colonies from the same control or treatment tank were subjected to 16S rRNA sequencing after 10 days of exposure.
2.3. DNA extraction
Individual coral fragments were rinsed in membrane‐filtered seawater (FSW) then sealed in a 50 ml tube for 3 min to collect mucus secretions (Koren & Rosenberg, 2006; Meron et al., 2010). 400 μl of mucus was used for DNA extraction. After mucus collection, the coral fragments were rinsed several times in FSW to remove excess mucus. Coral tissues were then collected by dispersal into FSW using a WaterPik. Fifty ml of the tissue homogenate was spun at 664 x g for 15 min at 25°C to collect the tissue fraction. 1 L of seawater was also sampled from each experimental tank and the microbial fraction was collected by filtration through a 0.2 μm polycarbonate filter. DNA was extracted from mucus, tissue, and seawater samples using a modified CTAB method (Winnepenninckx, Backeljau, & De Wachter, 1993). Briefly, samples were mixed with CTAB extraction buffer (100 mmol/L TrisCl, pH 8.0, 20 mmol/L EDTA, 2% CTAB, 1.4M NaCl, 2.5 mg/ml lysozyme) and incubated at 37°C for 40 min. After addition of 0.2% β‐mercaptoethanol and 0.1 mg/ml proteinase K, samples were incubated at 60°C for 1 hr followed by chloroform fractionation and isopropanol precipitation. The DNA pellet was washed with 70% ethanol and dried at room temperature. The DNA was dissolved in 1x TE buffer and stored at −20°C.
2.4. 16S ribosomal RNA (rRNA) sequencing and data analysis
Bacterial 16S rRNA was amplified, using barcoded primers (515F/806R) targeting the V4 hypervariable region (Caporaso et al., 2010). Paired‐end sequencing (250 bp) was performed on an Illumina MiSeq (BGI, Hongkong) following the dual‐index sequencing strategy (Kozich, Westcott, Baxter, Highlander, & Schloss, 2013). Briefly, 30 ng of genomic DNA was used for the PCR library preparation and sequencing. V4 dual‐index fusion PCR primer cocktail and PCR master mix (NEB Phusion High‐Fidelity PCR Master Mix) were used at a melting temperature of 56°C and 30 PCR cycles. The PCR products were then purified with AmpureXP beads (AGENCOURT) to remove unspecified products. The average molecule length was determined using Agilent 2100 Bioanalyzer and quantified using quantitative PCR. Sequence data is available on NCBI as project number PRJNA341929. Operational taxonomic unit (OTU) analysis of sequences was done, using the mothur v1.36.1 (Schloss et al., 2009). Size and quality filtering of reads were conducted as follows. Forward and reverse reads were merged to form a contig. Contigs with ambiguous bases and those that are >275 bp in length were removed. The assembled contigs were aligned to the SILVA database (release 102) (Quast et al., 2013). Chimeric sequences were checked and subsequently removed using the Uchime algorithm (Edgar, Haas, Clemente, Quince, & Knight, 2011). Sequences matching to chloroplast, eukaryotes, and mitochondria were also removed. Representative sequences were assigned taxonomic ranks using the Ribosomal Database Project (RDP) training set 16 with copy number adjustment (Wang, Garrity, Tiedje, & Cole, 2007). The extent of similarity between samples was assessed by weighted Unifrac analysis with a p‐value cutoff of 0.05 (Lozupone & Knight, 2005). The similarity of community structure between control and treated samples was assessed using ʃ‐Libshuff, analysis of molecular variance (AMOVA) and homogeneity of molecular variance (HOMOVA) (Schloss, 2008; Singleton, Furlong, Rathbun, & Whitman, 2001). Libraries were considered significantly different if the p‐value was <0.05 for AMOVA and HOMOVA or if either of the two p‐values generated for an individual pairwise comparison was <0.025 (ʃ‐Libshuff). Metastats was used to detect differentially abundant features (p‐value <0.05) in the sequence libraries (White, Nagarajan, & Pop, 2009). LEfSe, implemented in mothur, was used to detect bacterial groups that most likely explain differences between coral compartments (mucus and tissue) and seawater using an alpha value of 0.05 for both the Wilcoxon and Kruskal Wallis ANOVA tests and an LDA score threshold of 2.0 (Segata et al., 2011). Calculation of Chao1 and inverse Simpson diversity indices, as well as the LEfSe and Metastats analyses, were conducted using subsampled libraries to keep the number of sequences the same across samples. Subsampling was done by random selection of sequences based on the size of the smallest library.
3. Results
3.1. Diversity of the coral‐associated microbial community
To understand how the coral‐associated microbial community responds to sustained exposure to elevated temperature, the V4 hypervariable region of the 16S rRNA gene was sequenced using Illumina Miseq. Duplicate samples of tissue and mucus from corals exposed to 27°C and 32°C, as well as seawater samples from experimental tanks, were included in the analysis. At an average sequencing depth of 69,107 reads per sample, the rarefaction curve for coral tissue reached saturation, whereas the curves for coral mucus and seawater communities did not, indicating that the latter samples were composed of more complex communities (Figure [Link], [Link]). A total of 13,286 operational taxonomic units (OTUs) were identified at a 97% sequence identity cutoff. About 2,468 and 2,498 OTUs were detected in the control and treated mucus samples, respectively, while only 1,220 and 1,166 OTUs were found in control and treated tissue samples, respectively (Figure [Link], [Link]). Coral OTUs were grouped into approximately 33 phyla, 57 classes, and 83 different bacterial and archaeal orders. It is important to note, however, that in silico evaluation of 525F/806R V4 primers using SILVA TestPrime (Klindworth et al., 2013) reveals that only 52.6% archaea and 86.2% bacteria will be amplified. In addition to the primer coverage limitation, this primer set results in underrepresentation of the SAR11 clade (Apprill, McNally, Parsons, & Weber, 2015) and Thaumarchaeota (Parada, Needham, & Fuhrman, 2016) and limits detection of phyla under candidate phyla radiation (CPR) (Brown et al., 2015). Hence, we speculate that utilization of other primer sets will detect an even greater number of OTUs.
The bacterial community in the tissues and mucus layer of A. digitifera is distinct from the bacteria found in surrounding seawater (Figure 1a). Water and mucus samples exhibited higher species richness compared to coral tissues. In contrast, tissue and water samples exhibited higher diversity compared to the mucus (Figure 1b).
Similar to previous observations in other corals (Bayer et al., 2013; Blackall, Wilson, & van Oppen, 2015; Bourne et al., 2016; Li et al., 2014; Littman et al., 2009), the majority of the identified OTUs in A. digitifera belong to the Proteobacteria phylum and is dominated by the Gammaproteobacteria and Alphaproteobacteria classes (Figure [Link], [Link]). The Gammaproteobacteria make up 13% of the community in coral tissue, 45% in mucus, and 21% in seawater. Gammaproteobacteria orders that are found at higher proportion in coral mucus include Alteromonadales, Oceanospirillales, and Vibrionales (Figure 2a). Class Alphaproteobacteria makes up 24% of the tissue community, 12% of mucus, and 18% of seawater. Alphaproteobacteria orders that are found at higher proportion in coral tissue include Rhizobiales, Rhodobacterales, and Spingomonadales. Order Actinomycetales and Flavobacteriales are also found at higher proportion in coral tissue. The Endozoicomonas genus of Gammaproteobacteria, which can constitute up to 90% of the bacterial community of certain corals (Bayer et al., 2013; Morrow et al., 2012; Rodriguez‐Lanetty, Granados‐Cifuentes, Barberan, Bellantuono, & Bastidas, 2013), only makes up 1.2–15.1% of the Gammaproteobacteria in A. digitifera. LEfSe analysis further revealed bacterial groups that distinguish between seawater, coral tissue, and coral mucus (Figure 2b). Seawater has a greater abundance of OTUs affiliated with Nitrospinales, Oceanospirillales (genus Litoricola), Flavobacteriales, and SAR11. OTUs belonging to Planctomycetales, Pseudomonadales, Oceanospirillales (genus Endozoicomonas), Alteromonadales (genus Shewanella), Desulfobacterales, Rhodobacterales, Rhizobiales, Bacteroidales, Bacillales, and Actinomycetales, are enriched in coral tissue. OTUs belonging to order Alteromonadales (genus Psychrosphaera) and Vibrionales (genus Vibrio) are enriched in coral mucus.
3.2. Response of the coral‐associated microbial community to elevated temperature
Sustained exposure of A. digitifera fragments to elevated temperature did not result in obvious bleaching. However, on the tenth day of exposure, we observed a slight but significant decline in photosynthetic efficiency (Fv/Fm) from 0.82 ± 0.04 to 0.70 ± 0.05 (Student's t‐test, p < 0.001) in the coral fragments at 32°C relative to the controls maintained at 27°C (Figure [Link], [Link]). This indicates some level of deterioration of the cellular integrity of photosynthetic dinoflagellate symbionts within the coral tissues. It is likely that continued exposure to elevated temperature would eventually result in breakdown of the coral‐algal symbiosis (Brown, 1997; Kvitt, Rosenfeld, Zandbank, & Tchernov, 2011).
Prolonged exposure to 32°C did not appear to cause any large‐scale changes in coral bacterial community structure compared to controls at 27°C based on OTU composition analysis using ʃ‐Libshuff, HOMOVA, and AMOVA (Table S1 and S2). Coral communities remained dominated by Proteobacterial classes. While the total number of OTUs detected in coral samples exposed to elevated temperatures was similar to samples that were maintained at 27°C, shifts in the relative frequency of specific OTUs were detected (weighted UniFrac, p < 0.05). Sustained exposure to elevated temperature resulted in significant changes in the abundance of 209 unique OTUs in coral tissue and mucus (Metastats, p < 0.05) (Table S3). The majority of differentially abundant OTUs in coral tissues showed an increase in relative abundance (74%, 125 of 168 OTUs). In contrast, a larger proportion of differentially abundant OTUs in coral mucus decreased (71%, 32 of 45 OTUs) (Table S3).
3.3. Bacterial groups affected by elevated temperature exposure
Exposure to elevated temperature resulted in a change in the frequency of several bacterial groups associated with the tissue and mucus of A. digitifera (Figure 3; Table S3). Most OTUs belonging to order Rhodobacterales (class Alphaproteobacteria) exhibited a significant decrease in abundance in both coral mucus and tissue. On the other hand, most OTUs belonging to order Rhizobiales (class Alphaproteobacteria) increased in coral tissue. In coral mucus, some OTUs belonging to order Vibrionales (class Gammaproteobacteria) increased while some decreased in abundance. OTUs belonging to order Alteromonadales (class Gammaproteobacteria) increased in coral tissue. Deltaproteobacteria OTUs, which include the sulfate‐reducing Desulfobacterales and Desulfovibrionales, also increased in abundance in coral mucus and tissue. Other notable groups that exhibited a significant increase in abundance in coral tissues exposed to elevated temperatures include OTUs affiliated with Actinobacteria and Epsilonproteobacteria, specifically the genus Arcobacter. Most Planctomycetia OTUs decreased in abundance in coral tissue.
4. Discussion
4.1. Coral‐associated microbiota
The coral microbial community described here includes members of the bacterial groups reported to represent the coral core microbiome (Ainsworth et al., 2015; Bourne et al., 2016), as well as groups that have been previously detected in other corals. Among the commonly reported coral bacteria are members of order Rhodobacterales (class Alphaproteobacteria), order Actinomycetales (class Actinobacteria), and genus Endozoicomonas (class Gammaproteobacteria). Some bacterial groups found in the A. digitifera microbiome, including Oceanospirillales, Alteromonadales, and Vibrionales, have been implicated in the metabolism of dimethylsulfoniopropionate (DMSP) that is produced by photosymbionts, as well as in the fixation of nitrogen (Bourne et al., 2013; Raina et al., 2009). Moreover, the order Oceanospirillales, which is dominant in the coral mucus, has been reported to be vertically transmitted within coral larvae and has a symbiotic role in coral development (Bayer et al., 2013; Speck & Donachie, 2012). The characteristic functional properties of these different bacterial groups may shape their symbiotic relationship with the host coral.
4.2. Distinct microbial communities in coral compartments exhibit varying responses
There are distinct differences in the association of bacterial groups with different coral compartments, which may reflect variable conditions within each micro‐niche. For instance, excretion of broadly active compounds in the mucus allows the host to effectively control the microbiota and to detect pathogenic microorganisms or trigger defense responses by exclusion of undesirable community members or selection of symbionts (Krediet, Ritchie, Paul et al., 2013). Chemical cues or nutrients in the mucus may also attract microorganisms with potentially beneficial functions, or attract and maintain keystone microbes that would in turn shape the microbiota to be resistant to invasion by potential pathogens. Alternatively, it is possible that some members of the bacterial community can alter their physiology to take advantage of the warmer environment. In fact, the bacteria may themselves initiate their release from the coral surface through a change in their lifestyle or motility properties, perhaps enhancing their ability to invade other niches (Garren & Azam, 2011; Garren et al., 2015; Ritchie & Smith, 2004).
We found that mucus samples exhibit lower diversity than tissue. Because diversity indices take into account both species richness and evenness, the lower diversity index of mucus samples may reflect greater number of rare OTUs. The presence of rare bacterial groups in the mucus communities is expected given the potential for microbial exchange at this interface between the coral and the surrounding seawater (Lema et al., 2012). Exposure to thermal stress resulted in a decrease in microbial diversity in coral tissue although species richness remained almost the same, signaling a change in the abundance of various bacteria within this compartment. Also, it is observed that more OTUs significantly increased in proportion in the tissue, which may be due to migration or proliferation of bacteria in coral tissues. More OTUs in the mucus decreased in proportion, which is likely due to the shedding of the mucus layer, changes in mucus composition, or depletion of mucus reserves, which can directly affect carbon cycling within the mucus microniche (Garren & Azam, 2011; Lee, Davy, Tang, & Kench, 2016). The release of mucus is part of the mechanism by which the coral‐associated bacterial population may be controlled, as has been previously described in the coral Acropora eurystoma exposed to varying pH levels (Meron et al., 2010) and corals exposed to organic enrichment (Garren & Azam, 2011).
4.3. Response of coral‐associated microbes to thermal stress
Interestingly, few bacterial groups associated with A. digitifera exhibited a significant response to elevated temperature exposure. Nevertheless, some of these taxa are potentially important in terms of their effects on holobiont metabolism or host health. For example, Alteromonadales and Vibrionales, which changed in abundance in coral tissue and mucus under elevated temperature conditions, have previously been linked to coral stress and disease (Bourne, Iida, Uthicke, & Smith‐Keune, 2007; Garren & Azam, 2011; Garren, Raymundo, Guest, Harvell, & Azam, 2009; Krediet, Ritchie, Paul, et al., 2013). Although not all Vibrio are pathogenic, some species have been reported to be responsible for certain coral diseases associated with increased sea surface water temperatures (Ben‐Haim et al., 2003; Kimes et al., 2012). Members of the genera Alteromonas and Vibrio are common marine bacteria that possess a diverse metabolic repertoire allowing them to exploit the nutrient rich micro‐niches of corals (Lopez‐Perez et al., 2012; Thompson, Iida, & Swings, 2004). Both Alteromonadales and Vibrionales have been recovered from the coral surface mucus layer where the microbiota interacts with potential pathogens and environmental organisms (Littman et al., 2010). However, the bacteria may also be able to migrate between the mucus and tissue compartments (Garren et al., 2015; Lee, Davy, Tang, Fan, & Kench, 2015). Interestingly, isolates of these bacteria taken from various corals exhibit antimicrobial properties (Shnit‐Orland & Kushmaro, 2009) that may confer a competitive advantage against other members of the microbial community.
In contrast to observations from thermal stress experiments in the coral Acropora muricata (Lee et al., 2015), where total Gammaproteobacteria decreased while Verrucomicrobiaceae and total Alphaproteobacteria increased, we observed a general decrease in the relative abundance of Alphaproteobacteria OTUs and an increase in total Gammaproteobacteria OTUs in A. digitifera. Members of Alphaproteobacteria, specifically order Rhodobacterales, are ubiquitous in coral reef ecosystems (Lawler et al., 2016) and comprise one of the dominant orders of bacteria in corals (Kemp et al., 2015) while order Rhizobiales are potentially Symbiodinium‐associated taxa (Ainsworth et al., 2015). It has been shown that Alphaproteobacteria are typically associated with reefs that have higher coral cover while Gammaproteobacteria and Flavobacteriales are abundant in more degraded algae‐dominated reefs (Kelly et al., 2014). The dominance of Gammaproteobacteria in the mucus microbiome of corals at the Bolinao reef complex may partly reflect the long‐term influence of multiple stressors, including highly variable temperature (Peñaflor, Skirving, Strong, Heron, & David, 2009) and high nutrient input from fish farming activities in the area (Garren et al., 2009). Differences in host specificity and geographic variability may also contribute to the observed differences in the response of the microbial community of A. digitifera and A. muricata to elevated temperature (Hester, Barott, Nulton, Vermeij, & Rohwer, 2016; McKew et al., 2012; Morrow et al., 2012; Neave et al., 2017).
The Deltaproteobacteria, which include the sulfate‐reducing bacteria Desulfobacterales and Desulfovibrionales, increased in abundance in treated relative to the control samples. Sulfate‐reducing bacteria are present in healthy corals but have also been implicated as part of the microbial consortium that induces Black Band Disease (Arboleda & Reichardt, 2008; Meron et al., 2010). We speculate that depletion of oxygen as the temperature rises triggers an increase in the abundance of sulfate reducers. Furthermore, the genus Arcobacter of Epsilonproteobacteria increased in corals under stress. Members of this group are closely related to human and animal pathogens (Miller et al., 2007) but have also been isolated from diverse marine environments (Kim, Hwang, & Cho, 2009; Wirsen et al., 2002). Most OTUs under the Bacteroidetes group, specifically order Flavobacteriales, increased in tissue fractions of corals exposed to higher temperature. Flavobacteriales have been detected in the corals Orbicella faveolata (Sunagawa et al., 2009) and Oculina patagonica (Koren & Rosenberg, 2006) and are associated with White Band Disease in Acropora cervicornis (Gignoux‐Wolfsohn & Vollmer, 2015), Black Band Disease, and other stress conditions of scleractinian corals (Frias‐Lopez, Zerkle, Bonheyo, & Fouke, 2002; Meron et al., 2010; Sekar, Kaczmarsky, & Richardson, 2008; Thurber et al., 2009).
Actinobacteria were also found to increase in A. digitifera tissues under stress. Members of this group are known to produce compounds with antibacterial activities. Thus, their increased abundance during stress may be key to controlling the coral bacterial population and preventing the invasion of potential pathogens (Krediet, Ritchie, Alagely, & Teplitski, 2013; Ritchie, 2006). Diverse Actinobacteria communities have been reported in many corals, including A. digitifera from the Gulf of Mannar (Nithyanand, Indhumathi, Ravi, & Pandian, 2011), Porites lutea from the South China Sea (Kuang, Li, Zhang, & Long, 2015), and other corals from the thermally stressed reefs of the Arabian Gulf (Mahmoud & Kalendar, 2016). In addition, the decrease in abundance of most Planctomycetia OTUs, which are associated to nitrogen fixation or degradation of sulfated polymers (Glockner et al., 2003; Zehr, Mellon, & Zani, 1998), may contribute to the reduction in these metabolic capacities within the holobiont.
The shift in microbial community under elevated temperature conditions suggests that the coral‐associated bacteria have differing sensitivities to thermal stress. The diversity of the microbial community in corals provides functional redundancy as various members have the potential to access alternative metabolic pathways for survival that may be critical for adaptability of the holobiont during conditions of stress. Although some groups represented within the coral have been previously associated with disease states, it remains unclear whether the bacterial types that significantly change in abundance under conditions of elevated temperature represent pathogens driving diseased states or are merely opportunists taking advantage of the shift in bacterial assemblage or of host physiology.
5. Conclusions
The importance of the microbial symbionts for the survival of A. digitifera is underscored by the finding that the genome of this coral lacks a key enzyme for the synthesis of the amino acid cysteine, which is crucial for proper folding of protein structures and is often involved in enzymatic reactions (Shinzato et al., 2011). This coral is thus likely dependent on its symbionts for the provision of cysteine and the precursors for its synthesis. Our findings, however, show that A. digitifera and its associated microbiota can respond dynamically to the environment as an essential mechanism of coping with stress. Although specific members of the coral bacterial community may have greater sensitivity, the maintenance of the general community structure even after prolonged exposure to elevated temperature underscores the resilience of this community to higher temperatures. The key to the stability of the bacterial community of A. digitifera may lie in its diversity and functional redundancy, with multiple species contributing to the metabolic demands of the host through their ability to access alternative metabolic pathways that may be critical for adaptability of the holobiont during conditions of stress.
However, despite the ability of the bacterial community to adapt to local conditions through the selection of advantageous metabolic genes (Kelly et al., 2014), sustained environmental stress will impact nutrient cycling and have lasting effects on the holobiont defense systems with the loss of community‐mediated growth control mechanisms. This emphasizes the importance of maintaining the structure of the community, as disturbances that disrupt the natural abundance of certain bacteria may allow opportunistic members to proliferate or pathogenic bacteria to invade coral tissues (Krediet, Ritchie, Alagely, et al., 2013; Lee et al., 2016). The ability of the coral‐associated bacterial community to rapidly shift in response to external conditions can either exacerbate the effects of stress or support the rapid adaptation of corals to the changing environment (Reshef, Koren, Loya, Zilber‐Rosenberg, & Rosenberg, 2006).
Changes in the microbial community could directly reflect shifts in environmental parameters and could be used to detect changes in coral fitness in response to the environment. Understanding the connections between certain bacterial groups with nutrient cycling potential or pathogenic effects will contribute further insights into the role of the microbiome in the resilience of corals to stress and disease.
Conflict of Interest
The authors declare no conflict of interest.
Supporting information
Acknowledgements
The authors thank the Bolinao Marine Laboratory for assistance with collections and experimental setups. This study was funded by the University of the Philippines System Enhanced Creative Work and Research Grant (ECWRG 2015‐1‐011) to CC. LAD was supported by the UP Marine Science Institute Biodiversity Conservation Grant and the DOST‐SEI‐ASTHRDP Scholarship Program.
Gajigan AP, Diaz LA, Conaco C. Resilience of the prokaryotic microbial community of Acropora digitifera to elevated temperature. MicrobiologyOpen. 2017;6:e478 https://doi.org/10.1002/mbo3.478
References
- Ainsworth, T. D. , Fine, M. , Blackall, L. L. , & Hoegh‐Guldberg, O. (2006). Fluorescence in situ hybridization and spectral imaging of coral‐associated bacterial communities. Applied and Environmental Microbiology, 72, 3016–3020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ainsworth, T. D. , & Gates, R. D. (2016). Ocean Biology. Corals’ microbial sentinels. Science, 352, 1518–1519. [DOI] [PubMed] [Google Scholar]
- Ainsworth, T. D. , & Hoegh‐Guldberg, O. (2009). Bacterial communities closely associated with coral tissues vary under experimental and natural reef conditions and thermal stress. Aquatic Biology, 4, 289–296. [Google Scholar]
- Ainsworth, T. , Krause, L. , Bridge, T. , Torda, G. , Raina, J. B. , Zakrzewski, M. , … Leggat, W . (2015). The coral core microbiome identifies rare bacterial taxa as ubiquitous endosymbionts. The ISME Journal, 9, 2261–2274. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Apprill, A. , McNally, S. , Parsons, R. , & Weber, L. (2015). Minor revision to V4 region SSU rRNA 806R gene primer greatly increases detection of SAR11 bacterioplankton. Aquatic Microbial Ecology, 75, 129–137. [Google Scholar]
- Arboleda, M. , & Reichardt, W. (2008). Epizoic communities of prokaryotes on healthy and diseased Scleractinian Corals in Lingayen Gulf, Philippines. Microbial Ecology, 57, 117–128. [DOI] [PubMed] [Google Scholar]
- Barshis, D. J. , Ladner, J. T. , Oliver, T. A. , Seneca, F. O. , Traylor‐Knowles, N. , & Palumbi, S. R. (2013). Genomic basis for coral resilience to climate change. Proceedings of the National Academy of Sciences of the United States of America, 110, 1387–1392. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bayer, T. , Neave, M. J. , Alsheikh‐Hussain, A. , Aranda, M. , Yum, L. K. , Mincer, T. , … Voolstra, C. R . (2013). The microbiome of the Red Sea coral Stylophora pistillata is dominated by tissue‐associated Endozoicomonas bacteria. Applied and Environment Microbiology, 79, 4759–4762. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ben‐Haim, Y. , Thompson, F. L. , Thompson, C. C. , Cnockaert, M. C. , Hoste, B. , Swings, J. , & Rosenberg, E . (2003). Vibrio coralliilyticus sp. nov., a temperature‐dependent pathogen of the coral Pocillopora damicornis . International Journal of Systematic and Evolutionary Microbiology, 53, 309–315. [DOI] [PubMed] [Google Scholar]
- Blackall, L. L. , Wilson, B. , & van Oppen, M. J. (2015). Coral‐the world's most diverse symbiotic ecosystem. Molecular Ecology, 24, 5330–5347. [DOI] [PubMed] [Google Scholar]
- Bourne, D. G. , Dennis, P. G. , Uthicke, S. , Soo, R. M. , Tyson, G. W. , & Webster, N . (2013). Coral reef invertebrate microbiomes correlate with the presence of photosymbionts. ISME Journal, 7, 1452–1458. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bourne, D. , Iida, Y. , Uthicke, S. , & Smith‐Keune, C. (2007). Changes in coral‐associated microbial communities during a bleaching event. The ISME Journal, 2, 350–363. [DOI] [PubMed] [Google Scholar]
- Bourne, D. , Iida, Y. , Uthicke, S. , & Smith‐Keune, C. (2008). Changes in coral‐associated microbial communities during a bleaching event. ISME Journal, 2, 350–363. [DOI] [PubMed] [Google Scholar]
- Bourne, D. G. , Morrow, K. M. , & Webster, N. S. (2016). Insights into the coral microbiome: underpinning the health and resilience of reef ecosystems. Annual Review of Microbiology, 70, 317–340. [DOI] [PubMed] [Google Scholar]
- Brown, B. E. (1997). Coral bleaching: causes and consequences. Coral Reefs, 16, S129–S138. [Google Scholar]
- Brown, B. E. , & Bythell, J. C. (2005). Perspectives on mucus secretion in reef corals. Marine Ecology Progress Series, 296, 291–309. [Google Scholar]
- Brown, C. T. , Hug, L. A. , Thomas, B. C. , Sharon, I. , Castelle, C. J. , Singh, A. , … Banfield, J. F . (2015). Unusual biology across a group comprising more than 15% of domain Bacteria. Nature, 523, 208–211. [DOI] [PubMed] [Google Scholar]
- Caporaso, J. G. , Lauber, C. L. , Walters, W. A. , Berg‐Lyons, D. , Lozupone, C. A. , Turnbaugh, P. J. , … Knight, R . (2010). Global patterns of 16S rRNA diversity at a depth of millions of sequences per sample. Proceedings of the National Academy of Sciences, 108, 4516–4522. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cardini, U. , Bednarz, V. N. , Naumann, M. S. , Van Hoytema, N. , Rix, L. , Foster, R. A ., … Wild, C. (2015). Functional significance of dinitrogen fixation in sustaining coral productivity under oligotrophic conditions. Proceedings of the Royal Society B: Biological Sciences, 282, 20152257. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cardini, U. , van Hoytema, N. , Bednarz, V. N. , Rix, L. , Foster, R. A. , Al‐Rshaidat, M. M. , & Wild, C . (2016). Microbial dinitrogen fixation in coral holobionts exposed to thermal stress and bleaching. Environmental Microbiology, 18, 2620–2633. [DOI] [PubMed] [Google Scholar]
- Ceh, J. , van Keulen, M. , & Bourne, D. G. (2013). Intergenerational transfer of specific bacteria in corals and possible implications for offspring fitness. Microbial Ecology, 65, 227–231. [DOI] [PubMed] [Google Scholar]
- Dinsdale, E. A. , Pantos, O. , Smriga, S. , Edwards, R. A. , Angly, F. , Wegley, L. , … Rohwer, F . (2008). Microbial ecology of four coral atolls in the Northern Line Islands. PLoS ONE, 3, e1584. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dobretsov, S. , & Qian, P.‐Y. (2004). The role of epibotic bacteria from the surface of the soft coral Dendronephthya sp. in the inhibition of larval settlement. Journal of Experimental Marine Biology and Ecology, 299, 35–50. [Google Scholar]
- Downs, C. A. , McDougall, K. E. , Woodley, C. M. , Fauth, J. E. , Richmond, R. H. , Kushmaro, A. , … Kramarsky‐Winter, E. (2013). Heat‐stress and light‐stress induce different cellular pathologies in the symbiotic dinoflagellate during coral bleaching. PLoS ONE, 8, e77173. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Edgar, R. C. , Haas, B. J. , Clemente, J. C. , Quince, C. , & Knight, R. (2011). UCHIME improves sensitivity and speed of chimera detection. Bioinformatics, 27, 2194–2200. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Frias‐Lopez, J. , Zerkle, A. L. , Bonheyo, G. T. , & Fouke, B. W. (2002). Partitioning of bacterial communities between seawater and healthy, black band diseased, and dead coral surfaces. Applied and Environmental Microbiology, 68, 2214–2228. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garren, M. , & Azam, F. (2011). Corals shed bacteria as a potential mechanism of resilience to organic matter enrichment. The ISME Journal, 6, 1159–1165. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garren, M. , Raymundo, L. , Guest, J. , Harvell, C. D. , & Azam, F. (2009). Resilience of coral‐associated bacterial communities exposed to fish farm effluent. PLoS ONE, 4, e7319. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garren, M. , Son, K. , Tout, J. , Seymour, J. R. , & Stocker, R. (2015). Temperature‐induced behavioral switches in a bacterial coral pathogen. ISME Journal, 10, 1363–72. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gignoux‐Wolfsohn, S. A. , & Vollmer, S. V. (2015). Identification of candidate coral pathogens on white band disease‐infected staghorn coral. PLoS ONE, 10, e0134416. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Glockner, F. O. , Kube, M. , Bauer, M. , Teeling, H. , Lombardot, T. , Ludwig, W. , … Reinhardt, R . (2003). Complete genome sequence of the marine planctomycete Pirellula sp. strain 1. Proceedings of the National Academy of Sciences of the United States of America, 100, 8298–8303. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guest, J. , Baird, A. , Maynard, J. , Muttaqin, E. , Edwards, A. J. , Campbell, S. J. , … Chou, L. M . (2012). Contrasting patterns of coral bleaching susceptibility in 2010 suggest an adaptive response to thermal stress. PLoS ONE, 7, e33353. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hadfield, M. G. (2011). Biofilms and marine invertebrate larvae: what bacteria produce that larvae use to choose settlement sites. Annual Review of Marine Science, 3, 453–470. [DOI] [PubMed] [Google Scholar]
- Hester, E. R. , Barott, K. L. , Nulton, J. , Vermeij, M. J. , & Rohwer, F. L. (2016). Stable and sporadic symbiotic communities of coral and algal holobionts. ISME Journal, 10, 1157–1169. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hoegh‐Guldberg, O. (1999). Climate change, coral bleaching and the future of the world's coral reefs. Marine and Freshwater Research, 50, 839. [Google Scholar]
- Hume, B. C. C. , D'Angelo, C. , Smith, E. G. , Stevens, J. R. , Burt, J. , & Wiedenmann, J. (2015). Symbiodinium thermophilum sp. nov., a thermotolerant symbiotic alga prevalent in corals of the world's hottest sea, the Persian/Arabian Gulf. Scientific Reports, 5, 8562. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kelly, L. W. , Williams, G. J. , Barott, K. L. , Carlson, C. A. , Dinsdale, E. A. , Edwards, R. A. , … Rohwer, F . (2014). Local genomic adaptation of coral reef‐associated microbiomes to gradients of natural variability and anthropogenic stressors. Proceedings of the National Academy of Sciences of the United States of America, 111, 10227–10232. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kemp, D. W. , Rivers, A. R. , Kemp, K. M. , Lipp, E. K. , Porter, J. W. , & Wares, J. P. (2015). Spatial homogeneity of bacterial communities associated with the surface mucus layer of the reef‐building coral Acropora palmata . PLoS ONE, 10, e0143790. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keshavmurthy, S. , Meng, P. J. , Wang, J. T. , Kuo, C. Y. , Yang, S. Y. , Hsu, C. M. , … Chen, C. A. (2014). Can resistant coral‐Symbiodinium associations enable coral communities to survive climate change? A study of a site exposed to long‐term hot water input. PeerJ, 2, e327. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim, H. M. , Hwang, C. Y. , & Cho, B. C. (2009). Arcobacter marinus sp. nov. International Journal Of Systematic And Evolutionary Microbiology, 60, 531–536. [DOI] [PubMed] [Google Scholar]
- Kimes, N. E. , Grim, C. J. , Johnson, W. R. , Hasan, N. A. , Tall, B. D. , Kothary, M. H ., … Morris, P. J . (2012). Temperature regulation of virulence factors in the pathogen Vibrio coralliilyticus . ISME Journal, 6, 835–846. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Klindworth, A. , Pruesse, E. , Schweer, T. , Peplies, J. , Quast, C. , Horn, M. , & Glöckner, F. O. (2013). Evaluation of general 16S ribosomal RNA gene PCR primers for classical and next‐generation sequencing‐based diversity studies. Nucleic Acids Research, 41, e1. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Koren, O. , & Rosenberg, E. (2006). Bacteria associated with mucus and tissues of the coral Oculina patagonica in summer and winter. Applied and Environmental Microbiology, 72, 5254–5259. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kozich, J. J. , Westcott, S. L. , Baxter, N. T. , Highlander, S. K. , & Schloss, P. D. (2013). Development of a dual‐index sequencing strategy and curation pipeline for analyzing amplicon sequence data on the MiSeq Illumina sequencing platform. Applied and Environment Microbiology, 79, 5112–5120. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Krediet, C. J. , Ritchie, K. B. , Alagely, A. , & Teplitski, M. (2013). Members of native coral microbiota inhibit glycosidases and thwart colonization of coral mucus by an opportunistic pathogen. ISME Journal, 7, 980–990. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Krediet, C. J. , Ritchie, K. B. , Paul, V. J. , & Teplitski, M. (2013). Coral‐associated micro‐organisms and their roles in promoting coral health and thwarting diseases. Proceedings of the Royal Society B: Biological Sciences, 280, 20122328. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kuang, W. , Li, J. , Zhang, S. , & Long, L. (2015). Diversity and distribution of actinobacteria associated with reef coral Porites lutea . Frontiers in Microbiology, 6, 1094. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kvitt, H. , Rosenfeld, H. , Zandbank, K. , & Tchernov, D. (2011). Regulation of apoptotic pathways by Stylophora pistillata (Anthozoa, Pocilloporidae) to survive thermal stress and bleaching. PLoS ONE, 6, e28665. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lawler, S. N. , Kellogg, C. A. , France, S. C. , Clostio, R. W. , Brooke, S. D. , & Ross, S. W. (2016). Coral‐associated bacterial diversity is conserved across two deep‐sea Anthothela species. Frontiers in Microbiology, 7, 458. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee, S. T. , Davy, S. K. , Tang, S. L. , Fan, T. Y. , & Kench, P. S. (2015). Successive shifts in the microbial community of the surface mucus layer and tissues of the coral Acropora muricata under thermal stress. FEMS Microbiology Ecology, 91, fiv142. [DOI] [PubMed] [Google Scholar]
- Lee, S. T. M. , Davy, S. K. , Tang, S.‐L. , & Kench, P. S. (2016). Mucus sugar content shapes the bacterial community structure in thermally stressed Acropora muricata . Frontiers in Microbiology, 7, 371. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lema, K. A. , Willis, B. L. , & Bourne, D. G. (2012). Corals form characteristic associations with symbiotic nitrogen‐fixing bacteria. Applied and Environmental Microbiology, 78, 3136–3144. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lesser, M. P. , Bythell, J. C. , Gates, R. D. , Johnstone, R. W. , & Hoegh‐Guldberg, O. (2007). Are infectious diseases really killing corals? Alternative interpretations of the experimental and ecological data. Journal of Experimental Marine Biology and Ecology, 346, 36–44. [Google Scholar]
- Li, J. , Chen, Q. , Long, L. J. , Dong, J. D. , Yang, J. , & Zhang, S. (2014). Bacterial dynamics within the mucus, tissue and skeleton of the coral Porites lutea during different seasons. Scientific Reports, 4, 7320. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Littman, R. A. , Bourne, D. G. , & Willis, B. L. (2010). Responses of coral‐associated bacterial communities to heat stress differ with Symbiodinium type on the same coral host. Molecular Ecology, 19, 1978–1990. [DOI] [PubMed] [Google Scholar]
- Littman, R. A. , Willis, B. L. , Pfeffer, C. , & Bourne, D. G. (2009). Diversities of coral‐associated bacteria differ with location, but not species, for three acroporid corals on the Great Barrier Reef. FEMS Microbiology Ecology, 68, 152–163. [DOI] [PubMed] [Google Scholar]
- Lopez‐Perez, M. , Gonzaga, A. , Martin‐Cuadrado, A. B. , Onyshchenko, O. , Ghavidel, A. , Ghai, R. , & Rodriguez‐Valera, F. (2012). Genomes of surface isolates of Alteromonas macleodii: the life of a widespread marine opportunistic copiotroph. Scientific Reports, 2, 696. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lozupone, C. , & Knight, R. (2005). UniFrac: A new phylogenetic method for comparing microbial communities. Applied and Environmental Microbiology, 71, 8228–8235. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mahmoud, H. M. , & Kalendar, A. A. (2016). Coral‐associated actinobacteria: Diversity, abundance, and biotechnological potentials. Frontiers in Microbiology, 7, 204. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McKew, B. A. , Dumbrell, A. J. , Daud, S. D. , Hepburn, L. , Thorpe, E. , Mogensen, L. , & Whitby, C. (2012). Characterization of geographically distinct bacterial communities associated with coral mucus produced by Acropora spp. and Porites spp. Applied and Environment Microbiology, 78, 5229–5237. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Meron, D. , Atias, E. , Iasur Kruh, L. , Elifantz, H. , Minz, D. , Fine, M. , & Banin, E. (2010). The impact of reduced pH on the microbial community of the coral Acropora eurystoma . The ISME Journal, 5, 51–60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Miller, W. G. , Parker, C. T. , Rubenfield, M. , Mendz, G. L. , Wösten, M. M. , Ussery, D. W. , … Mandrell, R. E . (2007). The complete genome sequence and analysis of the epsilonproteobacterium Arcobacter butzleri . PLoS ONE, 2, e1358. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Morrow, K. M. , Moss, A. G. , Chadwick, N. E. , & Liles, M. R. (2012). Bacterial associates of two caribbean coral species reveal species‐specific distribution and geographic variability. Applied and Environmental Microbiology, 78, 6438–6449. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Neave, M. J. , Rachmawati, R. , Xun, L. , Michell, C. T. , Bourne, D. G. , Apprill, A. , & Voolstra, C. R. (2017). Differential specificity between closely related corals and abundant Endozoicomonas endosymbionts across global scales. ISME Journal, 11, 186–200. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Negri, A. , Webster, N. , Hill, R. , & Heyward, A. (2001). Metamorphosis of broadcast spawning corals in response to bacteria isolated from crustose algae. Marine Ecology Progress Series, 223, 121–131. [Google Scholar]
- Nithyanand, P. , Indhumathi, T. , Ravi, A. V. , & Pandian, S. K. (2011). Culture independent characterization of bacteria associated with the mucus of the coral Acropora digitifera from the Gulf of Mannar. World Journal of Microbiology & Biotechnology, 27, 1399–1406. [DOI] [PubMed] [Google Scholar]
- Palumbi, S. R. , Barshis, D. J. , Traylor‐Knowles, N. , & Bay, R. A. (2014). Mechanisms of reef coral resistance to future climate change. Science, 344, 895–898. [DOI] [PubMed] [Google Scholar]
- Parada, A. E. , Needham, D. M. , & Fuhrman, J. A. (2016). Every base matters: assessing small subunit rRNA primers for marine microbiomes with mock communities, time series and global field samples. Environmental Microbiology, 18, 1403–1414. [DOI] [PubMed] [Google Scholar]
- Peñaflor, E. L. , Skirving, W. J. , Strong, A. E. , Heron, S. F. , & David, L. T. (2009). Sea‐surface temperature and thermal stress in the coral triangle over the past two decades. Coral Reefs, 28, 841. [Google Scholar]
- Quast, C. , Pruesse, E. , Yilmaz, P. , Gerken, J. , Schweer, T. , Yarza, P. , … Glöckner, F. O . (2013). The SILVA ribosomal RNA gene database project: improved data processing and web‐based tools. Nucleic Acids Research, 41, D590–D596. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Raina, J. B. , Tapiolas, D. , Willis, B. L. , & Bourne, D. G. (2009). Coral‐associated bacteria and their role in the biogeochemical cycling of sulfur. Applied and Environmental Microbiology, 75, 3492–3501. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reshef, L. , Koren, O. , Loya, Y. , Zilber‐Rosenberg, I. , & Rosenberg, E. (2006). The coral probiotic hypothesis. Environmental Microbiology, 8, 2068–2073. [DOI] [PubMed] [Google Scholar]
- Riegl, B. , Bruckner, A. , Coles, S. L. , Renaud, P. , & Dodge, R. E. (2009). Coral Reefs. Annals of the New York Academy of Sciences, 1162, 136–186. [DOI] [PubMed] [Google Scholar]
- Ritchie, K. B. (2006). Regulation of microbial populations by coral surface mucus and mucus‐associated bacteria. Marine Ecology Progress Series, 322, 1–14. [Google Scholar]
- Ritchie, K. , & Smith, G. (2004). Microbial communities of coral surface mucopolysaccharide layers In Rosenberg E., & Loya Y. (Eds.), Coral Health and Disease (pp. 259–263). Berlin: Springer‐Verlag. [Google Scholar]
- Rodriguez‐Lanetty, M. , Granados‐Cifuentes, C. , Barberan, A. , Bellantuono, A. J. , & Bastidas, C. (2013). Ecological Inferences from a deep screening of the Complex Bacterial Consortia associated with the coral, Porites astreoides . Molecular Ecology, 22, 4349–4362. [DOI] [PubMed] [Google Scholar]
- Rohwer, F. , Breitbart, M. , Jara, J. , Azam, F. , & Knowlton, N. (2001). Diversity of bacteria associated with the Caribbean coral Montastraea franksi . Coral Reefs, 20, 85–91. [Google Scholar]
- Rohwer, F. , Seguritan, V. , Azam, F. , & Knowlton, N. (2002). Diversity and distribution of coral‐associated bacteria. Marine Ecology Progress Series, 243, 1–10. [Google Scholar]
- Rosenberg, E. , Koren, O. , Reshef, L. , Efrony, R. , & Zilber‐Rosenberg, I. (2007). The role of microorganisms in coral health, disease and evolution. Nature Reviews Microbiology, 5, 355–362. [DOI] [PubMed] [Google Scholar]
- Santos, H. F. , Carmo, F. L. , Duarte, G. , Dini‐Andreote, F. , Castro, C. B. , Rosado, A. S. … Peixoto, R. S. (2014). Climate change affects key nitrogen‐fixing bacterial populations on coral reefs. ISME Journal, 8, 2272–2279. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schloss, P. D. (2008). Evaluating different approaches that test whether microbial communities have the same structure. ISME Journal, 2, 265–275. [DOI] [PubMed] [Google Scholar]
- Schloss, P. D. , Westcott, S. L. , Ryabin, T. , Hall, J. R. , Hartmann, M. , Hollister, E. B. , … Weber, C. F . (2009). Introducing mothur: open‐source, platform‐independent, community‐supported software for describing and comparing microbial communities. Applied and Environmental Microbiology, 75, 7537–7541. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Segata, N. , Izard, J. , Waldron, L. , Gevers, D. , Miropolsky, L. , Garrett, W. S. , & Huttenhower, C. (2011). Metagenomic biomarker discovery and explanation. Genome Biology, 12, R60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sekar, R. , Kaczmarsky, L. T. , & Richardson, L. L. (2008). Microbial community composition of black band disease on the coral host Siderastrea siderea from three regions of the wider Caribbean. Marine Ecology Progress Series, 362, 85–98. [Google Scholar]
- Shinzato, C. , Shoguchi, E. , Kawashima, T. , Hamada, M. , Hisata, K. , Tanaka, M. , … Satoh, N . (2011). Using the Acropora digitifera genome to understand coral responses to environmental change. Nature, 476, 320–323. [DOI] [PubMed] [Google Scholar]
- Shnit‐Orland, M. , & Kushmaro, A. (2009). Coral mucus‐associated bacteria: A possible first line of defense. FEMS Microbiology Ecology, 67, 371–380. [DOI] [PubMed] [Google Scholar]
- Singleton, D. R. , Furlong, M. A. , Rathbun, S. L. , & Whitman, W. B. (2001). Quantitative comparisons of 16S rRNA gene sequence libraries from environmental samples. Applied and Environment Microbiology, 67, 4374–4376. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Speck, M. D. , & Donachie, S. P. (2012). Widespread Oceanospirillaceae bacteria in Porites spp. Journal of Marine Biology, 2012, 1–7. [Google Scholar]
- Sunagawa, S. , DeSantis, T. Z. , Piceno, Y. M. , Brodie, E. L. , DeSalvo, M. K. , Voolstra, C. R. , … Medina, M . (2009). Bacterial diversity and white plague disease‐associated community changes in the Caribbean coral Montastraea faveolata . The ISME Journal, 3, 512–521. [DOI] [PubMed] [Google Scholar]
- Sunagawa, S. , Woodley, C. M. , & Medina, M. (2010). Threatened corals provide underexplored microbial habitats. PLoS ONE, 5, e9554. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thompson, F. L. , Iida, T. , & Swings, J. (2004). Biodiversity of vibrios. Microbiology and Molecular Biology Reviews, 68, 403–431. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thompson, J. R. , Rivera, H. E. , Closek, C. J. , & Medina, M. (2014). Microbes in the coral holobiont: Partners through evolution, development, and ecological interactions. Frontiers in Cellular and Infection Microbiology, 4, 176. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thompson, D. , & van Woesik, R. (2009). Corals escape bleaching in regions that recently and historically experienced frequent thermal stress. Proceedings of the Royal Society B: Biological Sciences, 276, 2893–2901. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Thurber, R. V. , Willner‐Hall, D. , Rodriguez‐Mueller, B. , Desnues, C. , Edwards, R. A. , Angly, F. , … Rohwer, F . (2009). Metagenomic analysis of stressed coral holobionts. Environmental Microbiology, 11, 2148–2163. [DOI] [PubMed] [Google Scholar]
- Veron, J. . (2000). Corals of the World. Townsville: Australian Institute of Marine Science. [Google Scholar]
- Wang, Q. , Garrity, G. M. , Tiedje, J. M. , & Cole, J. R. (2007). Naive Bayesian classifier for rapid assignment of rRNA sequences into the new bacterial taxonomy. Applied and Environment Microbiology, 73, 5261–5267. [DOI] [PMC free article] [PubMed] [Google Scholar]
- van de Water, J. A. , Ainsworth, T. D. , Leggat, W. , Bourne, D. G. , Willis, B. L. , & van Oppen, M. J. (2015). The coral immune response facilitates protection against microbes during tissue regeneration. Molecular Ecology, 24, 3390–3404. [DOI] [PubMed] [Google Scholar]
- Webster, N. S. , Smith, L. D. , Heyward, A. J. , Watts, J. E. , Webb, R. I. , Blackall, L. L. , & Negri, A. P. (2004). Metamorphosis of a scleractinian coral in response to microbial biofilms. Applied and Environment Microbiology, 70, 1213–1221. [DOI] [PMC free article] [PubMed] [Google Scholar]
- White, J. R. , Nagarajan, N. , & Pop, M. (2009). Statistical methods for detecting differentially abundant features in clinical metagenomic samples. PLoS Computational Biology, 5, e1000352. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wild, C. , Huettel, M. , Klueter, A. , Kremb, S. G. , Rasheed, M. Y. , & Jørgensen, B. B. (2004). Coral mucus functions as an energy carrier and particle trap in the reef ecosystem. Nature, 428, 66–70. [DOI] [PubMed] [Google Scholar]
- Winnepenninckx, B. , Backeljau, T. , & De Wachter, R. (1993). Extraction of high molecular weight DNA from molluscs. Trends in Genetics, 9, 407. [DOI] [PubMed] [Google Scholar]
- Wirsen, C. O. , Sievert, S. M. , Cavanaugh, C. M. , Molyneaux, S. J. , Ahmad, A. , Taylor, L. T. , … Taylor, C. D . (2002). Characterization of an autotrophic sulfide‐oxidizing marine Arcobacter sp. that produces filamentous sulfur. Applied and Environmental Microbiology, 68, 316–325. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zehr, J. P. , Mellon, M. T. , & Zani, S. (1998). New nitrogen‐fixing microorganisms detected in oligotrophic oceans by amplification of nitrogenase (nifH) genes. Applied and Environment Microbiology, 64, 5067. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.