1 Perspectives Paper: 1 A horizon scan of priorities for coastal marine microbiome research 2 3 Stacey M. Trevathan-Tackett1*, Craig Sherman1, Megan J. Huggett2,3, Alexandra H. 4 Campbell4,5, Bonnie Laverock6, Valentina Hurtado-McCormick7, Justin Seymour7, Alana 5 Firl8, Lauren Messer9, Tracy Ainsworth4,10, Karita L. Negandhi11, Daniele Daffonchio12, 6 Suhelen Egan4, Aschwin H. Engelen13, Marco Fusi12,14, Torsten Thomas4, Laura Vann8, 7 Alejandra Hernandez-Agreda10,15, Han Ming Gan1, Ezequiel M. Marzinelli4,16,17, Peter D. 8 Steinberg4,16,17, Leo Hardtke7, Peter I. Macreadie1 9 10 1 Deakin University, Geelong, Centre for Integrative Ecology, School of Life and 11 Environmental Sciences, Burwood and Waurn Ponds Campuses, VIC, 3130 Australia 12 2Centre for Marine Ecosystems Research and Centre for Ecosystem Management, School of 13 Science, 270 Joondalup Dr, Edith Cowan University, Joondalup 6027 WA Australia 14 3School of Environmental and Life Sciences, The University of Newcastle, 10 Chittaway Rd, 15 Ourimbah 2258 NSW Australia 16 4Centre for Marine Bio-Innovation, School of Biological, Earth and Environmental Sciences, 17 University of New South Wales, Sydney NSW 2052, Australia 18 5Faculty of Science, Health, Education & Engineering, University of the Sunshine Coast, 19 QLD 4556, Australia 20 6School of Science, Auckland University of Technology, Private Bag 92006, Auckland, New 21 Zealand 22 7Climate Change Cluster, University of Technology Sydney, 15 Broadway, Ultimo, NSW 23 2007, Australia 24 8Genome Center, University of California, Davis, California 95616 25 2 9Australian Centre for Ecogenomics, University of Queensland, St Lucia, Brisbane, QLD, 26 4072, Australia 27 10Australian Research Council Centre of Excellence for Coral Reef Studies, James Cook 28 University, Townsville, QLD, 4811, Australia 29 11Department of earth and planetary sciences, Macquarie University, North Ryde, NSW 30 2109, Australia 31 12King Abdullah University of Science and Technology (KAUST), Red Sea Research Center 32 (RSRC), Thuwal 23955-6900, Saudi Arabia 33 13Centre for Marine Sciences (CCMAR), Universidade do Algarve, Campus de Gambelas, 34 8005-139 Faro, Portugal 35 14School of Applied Sciences, Edinburgh Napier University, Edinburgh, UK 36 15The College of Public Health, Medical and Veterinary Sciences, James Cook University, 37 Townsville, QLD, 4811, Australia 38 16Sydney Institute of Marine Science, 19 Chowder Bay Rd, Mosman, NSW 2088, Australia 39 17Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological 40 University, Singapore 637551 41 42 *Corresponding Author. E-mail: s.trevathantackett@deakin.edu.au 43 44 3 Abstract 45 Research into the microbiomes of natural environments is changing the way ecologists and 46 evolutionary biologists view the importance of microbes in ecosystem function. This is 47 particularly relevant in ocean environments, where microbes constitute the majority of 48 biomass and control most of the major biogeochemical cycles, including those that regulate 49 the Earth's climate. Coastal marine environments provide goods and services that are 50 imperative to human survival and well-being (e.g. fisheries, water purification), and emerging 51 evidence indicates that these ecosystem services often depend on complex relationships 52 between communities of microorganisms (the ‘microbiome’) and their hosts or environment 53 – termed the ‘holobiont’. Understanding of coastal ecosystem function must therefore be 54 framed under the holobiont concept, whereby macroorganisms and their associated 55 microbiomes are considered as a synergistic ecological unit. Here we evaluated the current 56 state of knowledge on coastal marine microbiome research and identified key questions 57 within this growing research area. Although the list of questions is broad and ambitious, 58 progress in the field is increasing exponentially, and the emergence of large, international 59 collaborative networks and well-executed manipulative experiments are rapidly advancing 60 the field of coastal marine microbiome research. 61 62 63 Keywords: bioremediation, core microbiome, dysbiosis, functional diversity, environmental 64 stress, evolution, holobiont, microbial ecology 65 66 ___________________________________________________________________________ 67 68 69 4 Background 70 Coastal marine ecosystems provide a range of ecologically and economically important 71 ecosystem services, including habitat provisions, nutrient cycling, coastal protection and 72 fisheries enhancement1. The health and services of these ecosystems are inherently linked to 73 the microorganisms residing in these ecosystems (e.g. pollution remediation, disease and drug 74 discovery2-4). As we increase our understanding of the importance of coastal marine 75 microorganisms and their genetic makeup (i.e. the microbiome, see Box 1), the number of 76 research articles describing the distribution, structure, and function of microbiomes 77 associated with coastal marine ecosystems has flourished (Supplementary Figs. 1 and 2). The 78 ecosystem services are largely attributed to the habitat-forming organisms, such as corals, 79 sponges, macroalgae, seagrasses, mangroves and saltmarshes, which form the foundation of 80 these ecosystems. Furthermore, due to the reliance of coastal marine ecosystem health on 81 these habitat-forming organisms, the field has realized the importance of understanding the 82 macroorganisms and their microbiomes as a synergistic ecological unit (i.e. holobiont, see 83 Box 1). As a result, there has been a relative surge in host-associated microbiome research in 84 recent years (Supplementary Fig. 1) aimed at identifying how microbiomes influence host 85 phenotype, physiology, and development5-7. Although our understanding of several 86 fundamental concepts in coastal marine microbial ecology has increased7,8, coastal 87 microbiome research -- particularly in the context of holobionts -- is still in its infancy, 88 especially relative to other microbiome fields, such as the human microbiome. A large 89 number of open questions currently limits our capacity to assess how microbial processes 90 influence the ecology of these environments, both under contemporary conditions and under 91 future environmental change. Therefore, there is a clear need to prioritize and define key 92 questions for future research that will allow for better assessments of how microbial 93 processes truly influence the ecology and health of coastal marine environments. 94 5 95 [suggested Box 1 placement] 96 97 Evaluating the state of the science 98 To evaluate the current state of coastal marine microbiome research, we surveyed the current 99 literature, then ‘horizon scanned’ with experts in the field to identify major research gaps, in 100 order to determine where future challenges lie and ultimately progress this field of research 101 (see Box 2 for description of the approach and limitations). For the literature search, we 102 focused on six key holobionts that form the foundation of these coastal ecosystems - corals, 103 sponges, macroalgae, seagrasses, mangroves and saltmarshes. We also considered the 104 microbiomes of sediments and the water column within coastal marine ecosystems. The key 105 findings from the literature survey include identification of areas of progress, as well as 106 holobiont systems that need more attention (Supplementary Figs. 1 and 2). For example, 107 research on seawater- and sediment-associated microbiomes has dominated coastal marine 108 microbiome literature to-date (consistently ≥ 50% of the total number of studies), while host-109 associated microbiome research is steadily increasing and has generally focused on coral and 110 sponge holobionts (Supplementary Fig. 1). In the last five years, however, the diversity and 111 quantity of microbiome and holobiont research has incrementally increased with the inclusion 112 of macrophyte-associated microbiome studies, although mangrove- and saltmarsh-associated 113 microbiome research is still nascent (Supplementary Fig. 1). Additionally, the methodologies 114 used to describe coastal marine microbiomes has diversified over time from predominantly 115 microscopy, cell counts, and community fingerprinting techniques, to sequencing-dominated 116 technologies (Supplementary Fig. 1). The literature survey also identified geographic 117 hotspots and gaps in microbiome studies (Supplementary Fig. 2). The coastlines of Australia, 118 Europe, the northern Mediterranean Sea, the Red Sea and US are relatively well-sampled in 119 6 multiple ecosystem types, while there are clear regional gaps for host-associated microbiome 120 studies along the South American, African and northern Asian coastlines. Some of the well-121 studied regions are dominated by studies on specific host-associated microbiomes 122 (Supplementary Fig. 2). For instance, seagrasses have been heavily studied in the temperate 123 US, while the biodiversity hotspots in the Indo-Pacific have been dominated by studies on 124 coral- and sponge-associated microbiomes (Supplementary Fig. 2). 125 126 The horizon scan resulted in 108 questions key to progressing coastal marine microbiome 127 research. Nearly half of the questions (~50) directly or indirectly concerned host-associated 128 microbiomes, with the remaining covering a range of fundamental microbiome ecology or 129 methodological topics independent of a specific ecosystem, host or substrate. In assessing the 130 literature and identifying priority research questions via the horizon scanning exercise (see 131 Box 2 for the methodology used), we outline seven microbiome research themes relevant to 132 deciphering the role of microbiomes within coastal marine ecosystems. The themes begin 133 with microbiome questions, followed by host-microbiome themes, and lastly questions 134 concerning microbiomes and holobionts in the environment (Box Diagram 1). While some of 135 the themes are holobiont-centric, we do not focus on one particular holobiont system. Rather 136 the themes represent general concepts that can be applied to multiple substrate- or host-137 associated, or free-living microbiome systems. Therefore, we have provided a diversity of 138 references to support the presented themes throughout, with the aim to create a 139 comprehensive vision that may unify the strategy of research on coastal marine microbiomes.140 7 141 [suggested Box 2 placement] 142 143 Key research themes in coastal marine microbiome research 144 145 Microbiome 146 147 Theme 1: How can community structure be matched to microbiome function? 148 In coastal marine ecosystems, enormous microbial diversity has been revealed via, for 149 instance, phylogenetic analyses of the 16S rRNA gene (e.g. 8-10). However, it is important to 150 define the function of a microbiome in order to understand how it is likely to influence its 151 host and the ecosystem11. Currently, the best way to directly determine the function of the 152 entire microbiome is via metagenomic and metatranscriptomic sequencing12-16. The recent 153 availability of many genome reconstruction or binning approaches17 offers a greater capacity 154 to obtain near-whole genomes out of metagenomes, allowing a better understanding of the 155 function of the microbiome members. However, our ability to successfully annotate 156 functional genes within metagenomic and metatranscriptomic datasets remains outstripped by 157 the availability of sequencing data itself. For example, extensive sequencing of the global 158 ocean microbiome found that 40% of core orthologous genes were of unknown function18. 159 160 Another approach to link diversity with function is to identify the ‘core microbiome’, or the 161 persistent and functionally essential members of host-associated microbiomes, possibly a key 162 determinant of host well-being and therefore overall ecosystem functioning and health (Fig. 163 1)8,19. For example, conserved bacterial taxonomic groups, which constitute the coral core 164 microbiome, play a critical role in the success of the coral-zooxanthellae symbiosis19. Other 165 8 organisms, such as the green seaweed Ulva mutabilis, require a core set of functions from 166 their microbiome, rather than the presence of specific taxa20. 167 Connecting diversity with function drives central ecological questions such as: (1) How does 168 microbial community diversity influence functional aspects (e.g. resilience) of the host, 169 microbiome and environment; and (2) How can we define the function of a coastal 170 microbiome? Yet despite substantial effort in recovering metagenomes and 171 metatranscriptomes from dominant marine hosts, there remain significant challenges in 172 demonstrating causation between shifts in the microbiome and shifts in host health due to 173 reduced capabilities to manipulate microbiomes in the field18 (e.g. manipulative field 174 experiments, see Box 3). We recognize this as a particular challenge for microbial ecologists. 175 Therefore, we identify several questions that we hope will move the field forward and lead 176 into innovative approaches that determine the functional roles of coastal marine microbiomes, 177 and thereby resolve the relationship between microbiome diversity and their functions: 178 ● How can novel techniques, e.g. single cell raman spectroscopy21, be applied to 179 complex microbiomes and holobionts to interrogate microbial functions in situ? 180 ● How can intensive efforts for isolating coastal and host-associated microbes (i.e. 181 ‘culturomics’22) open the door for tracking the function of candidate genes and 182 investigating homology, predictability and certainty of curated gene function? 183 ● How does identifying the core microbiome (taxa or set of functions, e.g. depicted in 184 Fig. 1b-c, respectively) offer valuable insights towards advancing in-depth 185 identification and experimental manipulation? 186 187 [suggested placement for Figure 1] 188 189 9 Theme 2: At which spatial and temporal scales do the microbiomes of coastal organisms 190 change? 191 192 Host-associated microbiomes are highly dynamic communities that change at both small (i.e. 193 ecological and physiological) and large (i.e. evolutionary and geographical) timescales. 194 Substantial variability on very small spatial scales (i.e. within host) can be driven by host 195 provisions, such as nutrient and oxygen availability10,23, as well as by trophic- and quorum 196 sensing-related interactions among members of the microbiomes within a physical niche (e.g. 197 24,25). Hosts also differ in microbiome community structure depending upon host distribution 198 in a population (e.g. center vs. edge of a seagrass meadow26), and microbiomes on host 199 species can also vary across large environmental gradients27. However, for some holobionts 200 such as seaweeds, geographical variability in surface-associated microbiomes is relatively 201 low even at continental scales, relative to other factors such as host health condition9. Short-202 term temporal variability can also be surprisingly consistent, with predictable successional 203 patterns over periods of days to weeks occurring in the epiphytic bacterial communities of 204 macroalgae28, corals29 and sponges30. However, evidence for the scales at which coastal 205 marine microbiomes shift in time and space, and the apparent drivers behind these shifts, is 206 often conflicting. Studies showing host-specificity and stability in the microbiome over time 207 and location10,28,31,32 contradict studies that suggest that microbial communities are highly 208 dependent on the host physiological or environmental conditions9,33,34. These conflicting 209 patterns prevent us from making generalizations about the stability or variability of coastal 210 host-associated microbial communities (e.g. Theme 5). 211 212 At evolutionary time scales, there is little doubt that hosts and their associated microbiomes 213 influence each others’ evolution, and indeed at very large time scales, these interactions are 214 10 the basis for fundamental macroevolutionary events35. For individual marine systems, 215 however, the details of how hosts and their microbial associates affect each other on shorter 216 evolutionary time scales is limited, and whether or not these effects are broadly reciprocal 217 (i.e. coevolutionary). To date, there is limited evidence among benthic marine hosts for 218 coevolution with their microbiome34,36, both because of the multiple interplaying factors that 219 ultimately influence evolutive patterns, and because of the challenges in demonstrating 220 formal coevolutionary relationships37. In some instances broad taxa of marine hosts and their 221 microbiota appear to reciprocally evolve in response to one another38, but in others selective 222 effects appear to be limited to the host and individual members of its microbiome rather than 223 the entire microbial community39. Further complexities in teasing out the evolution of 224 members in a holobiont include both internal microenvironments of the host that act like 225 discrete coevolving ecosystems40, as well as the disparate evolutionary timescales that 226 influence the host and the diversity of the microbiome members41. Evolutionary patterns 227 within holobiont spatial niches/compartments have been shown for Scleractinian corals and 228 their microbiomes, whereby the ecological relatedness of host-associated microbial 229 communities parallels the phylogeny of related host species, and therefore evolutionary 230 changes in the host associate with ecological changes in the microbiota42. This 231 coevolutionary pattern, or phylosymbiosis was strongest in the coral skeleton compared to the 232 coral tissue and mucus43. Although many coral-associated bacteria were host-specific, only a 233 select minority of coral-associated bacterial families showed co-phylogenetic signals 234 consistent with long-term host-microbe co-diversification43. 235 236 Here, we outline key questions to progress our understanding of the scales at which 237 microbiomes shift: 238 239 11 ● What are the implications of disparate evolutionary timescales between the host and 240 its microbiota? 241 ● How does the resolution at which we study microbiomes influence how we interpret 242 differences in their composition and function at spatial and temporal scales? 243 ● Do the holobiont members differentiate between beneficial and detrimental 244 relationships in order to selectively favor the transmission of mutualistic partners 245 between generations, and if so, what are the mechanisms? 246 247 To improve our understanding of the temporal and spatial dynamics of host-associated 248 microbiomes, a structured approach to characterize spatial and temporal variation at multiple 249 scales for both taxonomic and functional characteristics is needed. Future research should 250 focus not only on descriptive studies, but also on perturbation experiments to assess resilience 251 and stability under the context of variable systems44-46. Investigating microbiome evolution is 252 inherently challenging, therefore clearly defining the boundaries of the question (e.g. 253 phylogenetic vs functional level or the whole microbiome vs individual members), as well as 254 identifying the limitations of what can be tested is necessary. Additional reflection on 255 (co)evolution in systems other than coastal marine ecosystems may provide insight that could 256 progress these questions. Examples include the formation of niches by symbiotic microbiota40 257 and the broader literature on geographic aspects of coevolution (e.g. 47). 258 259 260 Microbiome and Host 261 262 Theme 3: How are host-microbiome interactions formed? 263 12 Several studies have established that most benthic organisms, including seagrasses10, corals31 264 and macroalgae48, carry microbiomes that are distinct from the surrounding sediment or 265 seawater. Yet, the timing and underlying mechanisms of microbiome acquisition (either host-266 directed selection, or microbe-direct colonization) remain largely unresolved. Chemical 267 signaling, specifically secondary metabolites produced by host species independently or in 268 response to environmental or microbial cues, or signaling from microbial taxa that have 269 already colonized the host, have been suggested to be important factors in both host defense 270 against pathogenic microbes and microbiome colonization. For example, the pathogen Vibrio 271 coralliilyticus has been shown to be attracted to corals that increase their production of the 272 sulfur compound dimethylsulfoniopropionate (DMSP) under heat stress49. Conversely, in 273 seaweeds such as Lobophora variegata, secondary metabolite production acts as a defense 274 strategy by preventing colonization of pathogenic microbes, such as saprophytic marine 275 fungi50. 276 277 In addition to host-microbe interactions, some studies have suggested a role for microbe-278 microbe interactions in determining microbiome composition, including lottery models51 and 279 symbiotic modes of interaction31. It has also been shown that microbiome composition is 280 affected by host condition (e.g. seaweed9; corals49), as well as environmental conditions (see 281 Theme 5). Although there are few global census studies of the microbiome of particular 282 marine species, recent studies in seagrasses10,33 suggest that microbial functions and 283 microbiome composition are also affected by geographic location, indicating an influential 284 role of the environment in shaping microbiome composition. Taken together, we hypothesize 285 that the active role of the host in determining microbiome composition lies along a 286 continuum, ranging from being determined by host condition to being determined by 287 environmental factors, which no doubt affect host condition. Where the system lies within the 288 13 continuum is largely determined by host species. Additional studies in coastal marine 289 ecosystems are needed to elucidate further: 290 ● What are the differing selection strategies between host species that determines 291 whether the microbiome is shaped more by the environment or by the host? 292 ● What are the chemical pathways or specific processes by which a host attracts specific 293 microbes, e.g. as observed in the model organism Arabidopsis microbiome52? 294 ● Does the host species dynamically change its selection strategies as a function of 295 microbial colonization, or changing environmental conditions? 296 297 To address these questions, controlled experiments in mesocosm systems are needed for the 298 use of model organisms and standardized initial conditions. Tuneable manipulation of 299 environmental parameters, addition of other microbial species, comparing a variety of host 300 genotypes, and characterizing host exudate composition, could elucidate mechanistic 301 interactions between host and microbiome, and discern the conditions under which a 302 mechanism can be expected to occur. Some studies have made use of mesocosm 303 systems44,53,54, and we expect even further advances from the use of controlled systems. 304 305 306 Theme 4: To what extent is the resilience and health of the holobiont determined by the 307 structure and function of its microbiota? 308 The importance of microbes to the health of plants and animals is now well accepted. The 309 microbial components of the holobiont can aid in digestion, provide essential vitamins and 310 nutrients, protect from invading pathogenic organisms and stimulate developmental 311 processes7,55,56. Therefore, any disturbance to the host microbiome are likely to result in a 312 14 breakdown of holobiont function (or dysbiosis), which can manifest itself as disease. 313 Analogous disease concepts have been proposed for chronic conditions in humans, including 314 common periodontal and gastrointestinal disorders, which are thought to result from a 315 disturbance to the natural microbiota rather than infection by a singular pathogen57,58. While 316 less well understood for marine holobionts, microbial dysbiosis may also play a role in 317 diseases, for example, the bleaching diseases of invertebrates and seaweeds (e.g. see recent 318 reviews59,60). However, with some exceptions61, the majority of these observations are based 319 on correlative data, and the extent to which disease is a direct result of microbial dysbiosis 320 remains an important research question. To fully appreciate the role of microbial dysbiosis 321 we need to understand the core components of a healthy microbiome and identify those 322 beneficial consortia that offer holobiont resilience. Importantly, given the capacity of 323 microbes to rapidly respond, adapt and evolve to environmental conditions, the host 324 microbiome is also likely to be instrumental in assisting the adaptation of higher organisms to 325 future climate conditions or other anthropogenic stressors62. 326 327 Structure and function of the microbiota within a holobiont can have important links to 328 broader scale holobiont health and resilience. These connections are likely to aid in 329 identifying core microbiome members and their corresponding functions essential for 330 holobiont health (i.e. Theme 1). As we move to a changing climate, several key questions 331 remain: 332 ● How do the interactions among microbiomes, within or across different niches of the 333 same host affect host, resilience and homeostasis? 334 ● What are the criteria to designate specific taxa as beneficial core microbiome 335 members or sentinels of dysbiosis in marine organisms? 336 15 ● To what degree are members of the transient microbiome a source of functional 337 redundancy and thus providing resilience during environmental change? 338 339 Looking to the future, having sound knowledge and access to culturable, beneficial members 340 of the core microbiota will have applied uses; for example, as biomarkers for the early 341 detection of host stress or for the development of probiotic consortia that can be used to 342 support aquaculture and marine restoration programs (Theme 6). However, taxa not 343 considered part of the core microbiome under current conditions may become more important 344 (core) under future conditions. 345 346 347 348 Microbiome, Holobiont & the Environment 349 350 Theme 5: What is the role of the tripartite interaction, host-microbiome-environment, on 351 holobiont resilience? 352 353 Holobionts living in the dynamic ocean-land interface of coastal ecosystems63 can be exposed 354 to substantial diel changes in temperature, salinity, tidal levels, light, oxygen, and nutrients64. 355 Their resilience and adaptation is at least partially influenced by the microbiomes that 356 modulate the environmental conditions to which they are exposed65. The environment can act 357 as a source for holobiont microbiota that in turn are shaped by strong selective forces driven 358 by the host biology and behaviours. For example, fiddler crabs carapace and gut66 are 359 colonized by different pools of microbial colonists that are taken up from the environment, 360 16 but the burrowing and filter feeding behaviors of the crabs finely select such colonists from 361 the sediment after strongly reconditioning its geochemical properties67. 362 363 The effects of either short- or long-term environmental changes on host-microbiome 364 interactions are inherently complex and thus difficult to predict68. The intrinsic environmental 365 variability, for instance linked to seasonal changes69, perturbation events70, or a combination 366 of these71, strongly influence microbiome diversity and functionality. Environmental stressors 367 that can interact in opposing, additive or synergistic ways to influence hosts, microbiomes 368 and their interactions, can lead to positive, negative or neutral impacts on them72. 369 370 Using as an example thermal stress, frequently investigated in coastal marine microbiome 371 research, we should consider that all organisms, whether microbial or macroscopic, have 372 optimal thermal tolerance thresholds73. Thermal stress has been correlated with functional 373 and/or structural shifts in microbiomes of corals74, sponges75 and oysters76, among others. 374 Higher temperatures can induce virulence in otherwise commensal microbes77, and/or 375 decrease the host chemical defences, with continued stress leading to the break-down of 376 symbioses, the introduction of new microbes (e.g. opportunistic pathogens) and, eventually, 377 deterioration of the host61,75. 378 379 The ecological interactions within and among holobionts can also be indirect, for instance, 380 microbiome recruitment by one host that may be affected by the exudates of another nearby 381 host23,78. Host proximity may affect microbiome compositions, such as for algal turfs on the 382 surface of Porites coral that were associated with increased alpha diversity of coral surface 383 microbes, particularly of pathogenic bacterial taxa79. Host coexistence may also provide a 384 more suitable habitat, e.g. seagrasses in anoxic sediments are favored by the aerobic sulfide-385 17 oxidizing bacterial symbionts associated with benthic burrowing bivalves, which detoxify the 386 anoxic sediment80. 387 388 Such tripartite interactions are highly complex and challenging to investigate in ‘real-world’ 389 scenarios. We envisage the following research questions as priorities for the future research 390 on coastal marine microbiomes: 391 392 ● How do environmental changes and stressors shape the functional redundancy of 393 coastal microbiomes? 394 ● What are the environmental factors that determine and select microbiome members as 395 beneficial or harmful for a host? 396 ● What are the chemical signals and how do they modulate the ecological interactions 397 of microbiomes within and between holobionts and microbiomes? 398 399 Investigations using real-world scenarios like those on combined multi-stressors, such as 400 heat, pH (ocean acidification), and oxygen availability, are still rare68,81. However, in order to 401 address the above question, such approaches are essential to build more ecologically reliable 402 models on how host-microbiome interactions respond and adapt to changes82. Additionally, 403 the holobiont approach sets a research framework, to comprehensively explore the adaptive 404 and evolutionary patterns of organismal resilience and ecological function, in response to the 405 critical challenges imposed by multiple combined environmental changes83,84. 406 407 408 409 18 Theme 6: How can we ‘manage’ microbiomes in the coastal environment and in association 410 with hosts? 411 412 Management or manipulation of microbial functions and communities are well-established 413 techniques in bioremediation of terrestrial and aquatic ecosystems – for instance, those 414 impacted by hydrocarbons and toxins contamination85. Principal approaches involve either 415 biostimulation (the process of ‘activating’ indigenous microbes via, for example, nutrient 416 amendments) or bioaugmentation (the process of inoculating the ecosystem with non-417 indigenous microbes that have desired metabolic properties85), which have both been applied 418 at ecosystem scales86,87. While these approaches have been less well-tested for marine 419 systems, biostimulation strategies have been applied to deal with oil spills in ocean waters 420 (e.g. Exxon Valdes or Deep Horizon disasters), primarily by supplying growth limiting 421 nutrients, such as phosphate, to the site of contamination86. Biostimulation and 422 bioaugmentation have also been used to accelerate degradation of polycyclic aromatic 423 hydrocarbons in marine coastal sediments88. 424 425 Host-associated microbial communities can also in principle be managed, as exemplified over 426 the last few years by the development of sophisticated pre- and probiotic strategies for 427 disease prevention and health improvement of humans, plants and some aquaculture 428 species89-91. The advances in these hosts are facilitated in an increasingly detailed 429 understanding of microbial diversity and functional processes, but such information is sparse 430 for most natural marine hosts, thus preventing rational designs of pre- and probiotic 431 strategies.62,92 Taken together, we envisage the following questions to be areas of increasing 432 research: 433 434 19 ● What are the key conditions to establish microbial-driven bioremediation processes in 435 the coastal environment? 436 ● How does microbial manipulation in the early lifecycle stages of a host influence the 437 performance and health of more mature host stages? 438 ● What is the role of microbial communities in facilitating the restoration of key hosts 439 in impacted marine habitats? 440 441 With the increasing urbanization of our coastlines and the increasing need to use polluted 442 sites for recreational, private or commercial purposes, microbial-driven bioremediation will 443 be one of the key tools to tackle this issue. Engagement and involvement of the local and 444 regional stakeholders in the early stages of research will be essential for successful 445 implementation. Additionally, as there is an increasing interest in developing probiotics or 446 improving microbial symbiont function of important habitat-forming holobionts, global 447 networks or initiatives, such as the Beneficial Microorganisms for Marine Organisms 448 (BMMO), are powerful tools to progress this work, as has been shown for corals62,92. 449 450 451 Theme 7: To what extent are coastal marine holobionts and their interactions with the 452 environment relevant to human health and well-being? 453 Coastal environments, including their associated biota, are the principal interface for human 454 exposure to marine microbiomes and these interactions can sometimes have detrimental 455 impacts on human health (Fig. 2). Human pathogens present within marine microbiomes 456 include both indigenous marine microbes and enteric microbes that are exogenously 457 introduced to coastal habitats via sewage and urban storm-water93 (Fig. 2). The microbiomes 458 of benthic marine flora and fauna often display a high representation of marine pathogens - in 459 20 particular members of the Vibrio genus94. Several species within this genus are highly 460 virulent and dangerous human pathogens, and in the USA alone are cumulatively responsible 461 for health costs exceeding $250 million yr-1 95. In addition to native marine microbes, enteric 462 pathogens that become, at least transiently, incorporated into marine microbiomes following 463 exposure to coastal pollution also pose a significant health risk. Indeed, due to (i) the 464 preference for coastal and estuarine habitats among many native marine pathogens94 and (ii) 465 the regular exposure of coastal flora and fauna to human waste streams, the microbiomes of 466 coastal organisms represent potentially important hotspots and reservoirs of human 467 pathogens93 (Fig. 2). On the other hand, there is recent evidence that some marine macro-468 organisms, specifically seagrasses, may act as effective natural filtration systems that remove 469 human pathogens from coastal ecosystems, potentially through the production of biocides by 470 the plant or its microbiome96 (Fig. 2). 471 472 As the global human population rapidly increases its dependence and impact upon coastal 473 environments97, it is imperative that we develop an understanding of the potential human 474 health consequences of increasing contact with marine microbiomes. This is particularly true, 475 given that there is emerging evidence that climate change and the anthropogenic degradation 476 of coastal habitats are enhancing the occurrence and virulence of dangerous human pathogens 477 within these ecosystems98 (Fig. 2). Within this specific context, we identify several key 478 questions that remain unanswered, including: 479 480 ● Are potential human pathogens persistent or ephemeral members of the microbiomes 481 of coastal organisms? 482 ● To what extent are environmental change and degradation enhancing the occurrence, 483 persistence and virulence of human pathogens within coastal microbiomes? 484 21 ● To what degree do enteric pathogens introduced to coastal microbiomes via human 485 waste streams influence the health of the benthic coastal macro-organisms? 486 487 New analytical approaches for interpreting microbiome data provide several opportunities to 488 answer these questions. For instance the detection of novel “indicator” organisms99 or 489 genes100 within microbiome data-sets delivers potentially powerful capacity to detect 490 environmental perturbations and human contamination within coastal waters that goes far 491 beyond standard indicators of human contamination (i.e. Faecal Indicator Bacteria [FIB]), 492 which are often limited in sensitivity and explanatory power101. The analysis of coastal 493 microbiome data also provides a facility to detect novel or emerging pathogens that are 494 missed by standard FIB monitoring approaches102,103. Finally, the application of analytical 495 approaches such as SourceTracker104 and random forest analyses105 allow for microbiome 496 data to be directly used as a sensitive new tool for tracking sources of contamination or 497 signals of environmental change. 498 499 [suggested placement for Figure 2] 500 [suggested placement for Box 3] 501 502 Synthesis and Outlook 503 Coastal marine microbiome research represents a direct pathway to understanding how 504 microbes affect – both positively and deleteriously – the coastal ecosystems on which human 505 populations so heavily rely. The themes and questions presented here, summarized in a 506 conceptual framework (Fig. 3), include resolving the spatial, temporal, and evolutionary 507 scales at which the holobionts and microbiomes function, resolving how holobionts change in 508 response to environmental stimuli and each other, and determining the scope for how 509 22 microbiomes can be managed. Summarizing the future of coastal microbiome research 510 through the horizon scan and literature survey has identified two overarching concepts 511 common across the themes that reflect the current state of the science, as well as how we 512 envision the science will progress: microbiome function and utilizing manipulative 513 approaches. 514 515 Defining microbiomes, either functionally or within the framework of a core microbiome, 516 was a fundamental concept shared by all the themes. As outlined in Theme 1 and the 517 literature survey, the field has made large strides in how we define microbiomes via 518 taxonomic descriptions from amplicon sequencing. For some holobionts and ecosystems like 519 mangrove and saltmarshes, gathering basic information on what microbiota are present and 520 how they may be functioning is still lacking and would benefit from global-scale initiatives, 521 such as recent efforts for seagrasses and sponges10,106. Conversely, the microbiome and 522 holobiont systems that already have solid taxonomic foundations are looking to investigate 523 how the microbiota function, alone and together with their hosts, in coastal marine 524 ecosystems in order to answer the pressing ecological questions presented. 525 526 Such investigations, as shown throughout the themes, are inherently complex, whereby the 527 questions and concepts presented in one theme relied on the understanding of another theme. 528 For example, teasing apart the relationship between microbiome and host health and 529 resilience (Theme 4) depends on the temporal scale (Theme 2) and environmental conditions 530 (Theme 5) that influence the interactions, but each of these themes in themselves also 531 influence how microbiota are selected and form holobionts (Theme 3). The ever-changing 532 nature of the ecological processes that influence the microbiomes and holobionts in the 533 natural environment necessitates manipulative experimental approaches in order to tease 534 23 apart the questions presented. In some cases, such as the evolutionary, multi-stressor or 535 management questions, highly controlled experiments are the best options currently available 536 to progress the respective themes. Here, the use of model organisms may provide insight, for 537 example, on selection mechanisms between host and microbe (Theme 3), and microbiome-538 driven restoration (Theme 6). The large national and international collaborations or 539 consortium efforts that have produced the descriptive data on environmental microbiomes to-540 date, may be equally useful in progressing hypothesis-driven questions through concerted 541 manipulative experimental approaches107, e.g. temperature effects on holobiont resilience at 542 the biogeographic limits of the host (Themes, 5, 4 and 2, respectively) or how holobionts can 543 act as sources or sinks of pathogenic microbiota under various point source or diffuse 544 pollution scenarios (Theme 7). In summary, although the list of research themes we present 545 here is broad and ambitious, the ongoing collaborative networks along with well-executed 546 hypothesis-driven manipulative experiments are significantly progressing the definition and 547 functional relationship between the core microbiome and host, illuminating global 548 microbiome biogeography, and identifying key regional- and global-scale environmental 549 influences on coastal marine microbiomes and holobionts. 550 551 [suggested placement for Figure 3] 552 553 Data availability: The original questions for the horizon scan are available in the 554 supplementary materials. 555 556 Code availability: The code used the extract literature from databases is available in the 557 supplementary materials. 558 24 Literature Cited 559 560 1 Liquete, C. et al. Current status and future prospects for the assessment of marine 561 and coastal ecosystem services: a systematic review. 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AHE was 875 supported by fellowship SFRH/BPD/107878/2015 from the Portuguese Science 876 Foundation (FCT). DD was supported by King Abdullah University of Science and 877 Technology (baseline research funds). STT was supported by Deakin University’s SEBE 878 Postdoctoral Industry Fellowship, the Mary Collins Trust and the Alfred Deakin 879 Postdoctoral Research Fellowship. We thank Jennifer Martiny, Steven Robbins, Gene 880 Tyson, Claudia Weihe and Katrine Whiteson for their input in the horizon scanning 881 exercise. We thank Leena Koop for producing the conceptual designs. 882 883 884 Author Contributions: 885 S.T.-T. conceived the idea; S.T.-T., C.S. and P.I.M. developed and led the workshop; S.T.-T., 886 C.S., P.I.M., M.J.H., A.H.C., B.L., V.H.-M., J.S., L.M., T.A. and K.L.H. attended the 887 workshop that structured the themes of the manuscript; S.T.-T., C.S., P.I.M., M.J.H., A.H.C., 888 B.L., V.H.-M., J.S., L.M., T.A., K.L.H., A.F., D.D., S.E., A.H.E., M.F., T.T., L.V., A.H.-A., 889 H.M.G., E.M.M. and P.D.S. contributed to the questions and wrote the manuscript; A.F., 890 V.H.-M., S.T.-T. and L.H. contributed to the literature search. 891 31 892 The authors have no competing interests. 893 894 32 Figure Legends 895 896 Fig. 1: Determining microbiome contribution to coastal ecosystem health. a. This paper on 897 coastal marine microbiomes highlights six key holobionts that form the foundation of coastal 898 ecosystems: corals, macroalgae, seagrasses, mangroves (sponges and saltmarshes not shown 899 here). b. The core microbiome concept allows the identification of both persistent microbial 900 phylotypes, and c. core functional roles played by microbes within holobionts, seawater and 901 the sediment. Different microbes can constitute persistent microbiomes across varying 902 spatial, temporal, organism and ecosystem scales (intersection in Venn diagram, b). 903 However, these ubiquitous microbial communities are likely to present functional redundancy 904 across coastal environments (similar relative abundance in functional genes, c), playing 905 crucial roles in the functioning and health of coastal marine ecosystems. OTU = operational 906 taxonomic unit, KEGG = Kyoto Encyclopedia of Genes and Genomes. Photo credits: coral 907 reef: Alexander J. Fordyce; mangrove: Michael Bradley; seagrass and macroalgae: 908 Pommeyrol Vincent and Ethan Daniels, respectively / Shutterstock. 909 910 Fig. 2: Conceptual design of the potential relationships between coastal marine microbiomes 911 and humans. (1) Coastal pollution, including stormwater and sewage effluence, introduce 912 potentially pathogenic microbiota to coastal marine ecosystems. (2) Endemic marine 913 pathogens, including Vibrio and toxic cyanobacteria, persist in coastal marine ecosystems. (3) 914 Coastal aquaculture species can become contaminated by endemic and introduced pathogens, 915 which can both (i) cause mortality, e.g. oysters, and (ii) have health implications for human 916 consumers. (4) Endemic pathogens, e.g. Vibrio, can cause holobiont disease. (5) According to 917 Lamb et al. 96, coastal macrophytes may act as natural pathogen filters, buffering the impact 918 of pathogens for humans and coastal marine ecosystems. Climate change and CO2-mediated 919 33 pollution also represent major impacts that humans have on coastal microbiomes. These 920 impacts, for example, may result in increased occurrence and virulence of pathogens like 921 Vibrio via the warming of sea surface temperatures (2), and increased coastal pollution due to 922 the greater frequency of storm events (1). The industry and global warming symbols are 923 courtesy of the Integration and Application Network, University of Maryland Center for 924 Environmental Science (ian.umces.edu/symbols/). 925 926 Fig. 3: A conceptual diagram depicting several of the major research themes in coastal 927 marine microbiome research. The diagram highlights several interactions that occur at 928 multiple spatial levels. a. Using the macroalgae Ulva sp. as an example, the inset highlights 929 six host-microbiome interactions and associations in relation to the ‘baseline’ holobiont 930 (center host + microbiome). b, c. More broadly, the holobiont-scale of interactions and 931 associations can also apply to large-scale or ecosystem-level scenarios, whereby the 932 holobiont interacts with environmental microbiomes (e.g. sediments/substrates, seawater) and 933 neighboring inter- and intra-species holobionts, while also being influenced by environmental 934 or climatic conditions (not depicted here). 935 936 34 Boxes 937 Box 1: Key Definitions 938 Dysbiosis: An imbalance or disruption of the normally beneficial symbiotic relationship 939 between the host and its associated microbiota. A dysbiotic microbiota may result in poor 940 host health and/or reduced capacity for resistance to environmental perturbation. 941 Holobiont: An ecological unit formed by a host and its associated microbiome(s). 942 Horizon scanning: A technique used to systematically identify the gaps, challenges and 943 opportunities in a field with the aim to outline future priorities and is often employed by 944 eliciting the perspectives of experts in the field. 945 Metagenomics: The study of microbial community structure, function and interactions 946 through the sequencing and analysis of genetic material directly extracted from the 947 environment. 948 Metatranscriptomics: The study of the expressed genes in an environment or holobiont. 949 Microbiome: The sum of the microbial consortia (and their genetic material) in an 950 environment. The microbiome typically includes a diversity of prokaryotes (bacteria and 951 archaea), eukaryotes (fungi and protozoa) and viruses. 952 Operational taxonomic unit (OTU): Marker genes from multiple individuals that were 953 clustered/grouped on the basis of sequence similarity to represent a taxonomic group. 954 Phenotype: The observable characteristics of an organism, influenced by genetics and the 955 environment. 956 Phylogenetic marker genes: A genetic marker whose sequence is used to delineate 957 taxonomic and evolutionary relationships. Examples are the 16S rRNA gene in 958 prokaryotes and 18S rRNA gene and ITS (internal transcribed spacer regions) in 959 eukaryotes. 960 Quorum sensing: The ability to regulate gene expression in response to changes in cell-961 population density through the production and detection of specific chemical signal 962 molecules (autoinducers) within or among populations. 963 964 965 966 967 968 35 Box 2: Literature Search and Horizon Scan Methodology 969 Approach: First, we surveyed the literature to identify the breadth of research to-date and 970 evaluate the state of understanding in the field of coastal, estuarine, and marine microbiome 971 research. A detailed description of the literature search, including the script that was used, 972 can be found in Supplementary Methods. In brief, the SCOPUS database was used for 973 searching, with keywords including: seagrass, mangrove, saltmarsh, macroalgae, coral, 974 sponge, seaweed, seawater and sediment. This resulted in 671 publications, after irrelevant 975 publications were excluded. We then manually scanned these publications to extract 976 information on methods, host type, and GPS location of sampling site. The content of these 977 papers was then used quantitatively and qualitatively in this paper to report on the state of the 978 science. 979 980 Second, we used a modified horizon scanning method108 to identify key questions in coastal 981 marine microbiome research. This approach uses expert solicitation to provide strategic 982 foresight into the key research gaps for future research; an approach that has been historically 983 underutilized in environmental science109, yet can provide a powerful approach to prioritizing 984 a research agenda when appropriately structured110,111. Briefly (more details provided in 985 Supplementary Data 1), the approach involved asking experts in the field of microbiome 986 research to freely contribute what they considered to be the most pending questions (10 987 maximum) in coastal and estuarine microbiome science – i.e. what are the major research 988 gaps and where do the challenges lie? Experts were initially selected from within the lead 989 and last author’s research networks and based on who the lead/last author perceived to be at 990 the forefront of the research field through the aforementioned literature search. To this end, 991 the selection of authors could be considered haphazard. 992 993 A total of 34 experts were approached by email, spanning 12 institutions from Australia, 994 Europe, Saudi Arabia and the United States (US). Of the invited experts, 28 experts (84%) 995 contributed responses (after two email reminders) and submitted 108 questions collectively. 996 A workshop was held at Deakin University (Melbourne, Australia) on 6-7 July 2017 to refine 997 the questions based on the voting process as described in Sutherland et al. 108. The questions 998 were grouped into major research themes and are presented herein to discuss the research 999 gaps in the context of the questions that underpinned them. Therefore, the themes presented 1000 below are not in a particular order of importance; they are arranged in a way that starts with 1001 36 microbiome-centric concepts, to relationships between microbiome and host, and lastly to 1002 broader interactions within and across microbiomes, the holobiont and the environment (Box 1003 Diagram). 1004 1005 [suggested Box Diagram placement. Caption below] 1006 Box Diagram: Conceptual design depicting the seven themes resulting from the horizon 1007 scanning exercise. 1008 1009 Limitations: Horizon scanning approaches have limitations, which, most importantly, 1010 include the risk of questions being inherently biased by the interests of the researchers108. To 1011 limit this bias, we made an effort to solicit questions from researchers across a wide range of 1012 sub-fields, including plankton, sediment/substrate, seagrass, seaweed, coral, sponge and 1013 mangrove microbiomes. Additionally, while the solicited scientists work internationally, we 1014 were aware of potential biogeographic biases that could influence the questions. Therefore, in 1015 the original request for questions, we asked the scientists to keep their questions global in 1016 order to avoid national- or regional-specific topics. 1017 1018 1019 37 Box 3: Methodological challenges 1. Molecular Approaches DNA and RNA sequencing has been increasingly used as the preferred technique in coastal marine microbiome studies (Supplementary Fig. 1), yet several challenges have the potential to limit the production of reliable datasets. Such molecular challenges are broadly found in microbiome research, so we outline two current challenges in coastal marine microbiome research and suggest promising techniques that could help overcome these issues: Challenges Potential Solutions & Benefits • Host genome contamination in (meta)genomic studies on host-associated microbiomes • Pre-and post-sequencing removal of contaminating host cells and DNA sequences via o Physical removal of host tissue, e.g. centrifugation, Percoll separation o In-silico removal of well-curated host DNA sequences post-sequencing o Removal of methylated eukaryotic host DNA*112 o Host-specific blocking primers Bioinformatic challenges • The level of taxonomic resolution needed in order to address questions on microbial composition and function • Employ amplicon sequencing approaches using universal primers as a first step (e.g. optimal gene segments V3 and V4), with added approaches, such as meta-‘omics’, for a more comprehensive understanding on microbial dynamics and functional roles. • The arbitrarily defined 97% sequence similarity designation of operational taxonomic units (OTUs) • Use the most up-to-date and statistically valid methods for inferring the highest taxonomic resolution, e.g. 113-115. Benefits include o Higher resolution profiles of microbial communities in a unit o Directly comparable between datasets o Genotype discrimination could also be improved by longer sequences 2. Manipulative Experiments Laboratory manipulative experiments are key to addressing hypotheses in many of the research themes addressed here. Yet, while field microbiome experiments are essential to answer questions under natural, real-world conditions, field manipulations of host-microbiome interactions in coastal marine ecosystems are rare116,117. Challenges include the logistics of excluding prokaryotes in the environment e.g. sterilization or antibiotics, but, for holobionts that are easily transportable, could be overcome with antibiotic treatment in the laboratory before field deployment118. Such a combination of innovatively designed laboratory and field experiments likely hold the key to teasing out important microbiome and holobiont interactions. Experiments that exclude or add specific microbes, resources, or isotope tracers would be useful in understanding functions and fine-scale interactions (e.g. beneficial microbiota53), while the manipulation of environmental conditions could be used to simulate climate change, stress, or pollution scenarios (e.g. adding oil-degrading and plant growth promoting bacteria to oil spills in mangrove forests54,119). Additionally, large simulator laboratories and in situ manipulative experiments could be a potential middle ground for testing hypotheses that have inherent field challenges44. 3. Coastal Marine Microbiome Management We discussed in Themes 4 and 6 the possibilities of managing and manipulating microbes in coastal marine ecosystems to aid in pollution and eutrophication remediation, restoration, disease management and enhancing host health and growth. With the current momentum in this space, we predict that several challenges and questions will arise, such as, ‘Can a managed or manipulated microbiome outlive its function, and if so, what impacts does this have on the microbiome, holobiont or ecosystem?’, ‘Is there a way to ‘stop’ a microbial function or remove a community once a particular job has been done?’, and ‘How resilient would a managed or manipulated microbiome be to disturbances and how would they be monitored to know if a desirable or undesirable outcome is achieved?’. Lastly, we predict that one of the key challenges will be to incorporate applied microbiome research into local, regional and national policy and methodology. As Bourlat et al.120 also outlined, we suggest that stakeholders need to be identified and engaged at the state and national levels early on in the research. *This will lead to the removal of any methylated DNA including that from protists and occasionally fungi, depending on the methylation rate. 38 1020 Coral reefs Seagrasses Core/persistent microbiome = 3 shared OTUs 3 14 7 4 3 9 3 Community A Community B Community C a b c Core/persistent microbiome = 11 functions R e la ti v e a b u n d a n c e ( % ) C o m m u n it y A C o m m u n it y B C o m m u n it y C C o m m u n it y x ... KEGG categories MacroalgaeMangroves Microbiome 1: Defining 2: Scale Microbiome & Host 3: Assembly and disassembly 4: Resilience Holobiont & Environment 5: Tripartite interactions 6: Management 7: Human connection