Acknowledgement
This research was supported by a National Research Foundation (NRF) grant funded by the Korean government (MSIT) (NRF-2022M3I6A1085991) to KYK. Additional support was provided by the BK-21 FOUR program through National Research Foundation of Korea (NRF) under Ministry of Education to KYK.
References
- Arendsee, Z., Li, J., Singh, U., Seetharam, A., Dorman, K. & Wurtele, E. S. 2019. phylostratr: a framework for phylostratigraphy. Bioinformatics 35:3617–3627. doi.org/10.1093/bioinformatics/btz171
- Bjorbækmo, M. F. M., Brodie, J., Krabberød, A. K., et al. 2023. 18S rDNA gene metabarcoding of microeukaryotes and epi-endophytes in the holobiome of seven species of large brown algae. J. Phycol. 59:859–878. doi.org/10.1111/jpy.13377
- Bolger, A. M., Lohse, M. & Usadel, B. 2014. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30:2114–2120. doi.org/10.1093/bioinformatics/btu170
- Bringloe, T. T. 2023. Unraveling brown seaweed eukaryomes through metabarcoding. J. Phycol. 59:856–858. doi.org/10.1111/jpy.13383
- Burfeid-Castellanos, A. M., Martín-Martín, R. P., Kloster, M., Angulo-Preckler, C., Avila, C. & Beszteri, B. 2021. Epiphytic diatom community structure and richness is determined by macroalgal host and location in the South Shetland Islands (Antarctica). PLoS ONE 16:e0250629. doi.org/10.1371/journal.pone.0250629
- Cappelatti, L., Mauffrey, A. R. L. & Griffin, J. N. 2020. Functional diversity of habitat formers declines scale-dependently across an environmental stress gradient. Oecologia 194:135–149. doi.org/10.1007/s00442-020-04746-1
- Chamberlain, S. & Vanhoorne, B. 2023. worrms: World Register of Marine Species (WoRMS) Client. R package version 0.4.3. Available from: https://cran.r-project.org/package=worrms. Accessed Sep 20, 2024.
- Chemello, R. & Milazzo, M. 2002. Effect of algal architecture on associated fauna: some evidence from phytal molluscs. Mar. Biol. 140:981–990. doi.org/10.1007/s00227-002-0777-x
- Chen, Y.-Y., Edgar, G. J. & Fox, R. J. 2021. The nature and ecological significance of epifaunal communities within marine ecosystems. In Hawkins, S. J., Lemasson, A. J., Allcock, A. L., et al. (Eds.) Oceanography and Marine Biology: and Annual Review. CRC Press, Boca Raton, FL, pp. 585–720.
- El-Khaled, Y. C., Daraghmeh, N., Tilstra, A., et al. 2022. Fleshy red algae mats act as temporary reservoirs for sessile invertebrate biodiversity. Commun. Biol. 5:579. doi.org/10.1038/s42003-022-03523-5
- Florez, J. Z., Camus, C., Hengst, M. B. & Buschmann, A. H. 2017. A functional perspective analysis of macroalgae and epiphytic bacterial community interaction. Front. Microbiol. 8:2561. doi.org/10.3389/fmicb.2017.02561
- Fong, C. R., Ryznar, E. R., Smith, L. L. & Fong, P. 2023. Towards a trait-based framework for marine macroalgae: using categorical data to explore the nature of emergent functional groups. J. Ecol. 111:1848–1865. doi.org/10.1111/1365-2745.14144
- Gallardo, D., Oliva, F. & Ballesteros, M. 2021. Marine invertebrate epibionts on photophilic seaweeds: importance of algal architecture. Mar. Biodivers. 51:16. doi.org/10.1007/s12526-020-01151-y
- Gibbons, E. G. & Quijón, P. A. 2023. Macroalgal features and their influence on associated biodiversity: implications for conservation and restoration. Front. Mar. Sci. 10:1304000. doi.org/10.3389/fmars.2023.1304000
- Hwang, E. K., Choi, H. G. & Kim, J. K. 2020. Seaweed resources of Korea. Bot. Mar. 63:395–405. doi.org/10.1515/bot-2020-0007
- Jin, S., Lee, H.-G., Park, C. & Kim, K. Y. 2023. Small-organelle-enriched metagenomics: an improved method for environmental DNA-based identification of marine plankton. Limnol. Oceanogr. Methods 21:178–191. doi.org/10.1002/lom3.10538
- Jo, J., Lee, H. G., Kim, K. Y. & Park, C. 2019. SoEM: a novel PCR-free biodiversity assessment method based on small-organelles enriched metagenomics. Algae 34:57–70. doi.org/10.4490/algae.2019.34.2.26
- Keith, S. A., Kerswell, A. P. & Connolly, S. R. 2014. Global diversity of marine macroalgae: environmental conditions explain less variation in the tropics. Glob. Ecol. Biogeogr. 23:517–529. doi.org/10.1111/geb.12132
- Kembel, S. W., Cowan, P. D., Helmus, M. R., et al. 2010. Picante: R tools for integrating phylogenies and ecology. Bioinformatics 26:1463–1464. doi.org/10.1093/bioinformatics/btq166
- Kim, H. M., Jo, J., Park, C., Choi, B.-J., Lee, H.-G. & Kim, K. Y. 2019. Epibionts associated with floating Sargassum horneri in the Korea Strait. Algae 34:303–313. doi.org/10.4490/algae.2019.34.12.10
- Kim, S. Y., Boo, S. M., Yoon, H. S. & Kim, M. S. 2023. Insight into the species identification and distribution of Grateloupiaceae (Halymeniales, Rhodophyta) having Grateloupia filicina-like morphology in the Northwest Pacific. Algae 38:23–38. doi.org/10.4490/algae.2023.38.3.14
- Koehl, M. A. R. & Daniel, T. L. 2022. Hydrodynamic interactions between macroalgae and their epibionts. Front. Mar. Sci. 9:872960. doi.org/10.3389/fmars.2022.872960
- Lachnit, T., Meske, D., Wahl, M., Harder, T. & Schmitz, R. 2011. Epibacterial community patterns on marine macroalgae are host-specific but temporally variable. Environ. Microbiol. 13:655–665. doi.org/10.1111/j.1462-2920.2010.02371.x
- Lenzo, D., Colangelo, M. A., Pasteris, A., Rindi, F., Pistocchi, R. & Pezzolesi, L. 2023. Understanding the role of macroalgal complexity and allelochemicals production in invasive and non-invasive macroalgae in the north-western Adriatic Sea: effect on the associated communities. Water 15:1697. doi.org/10.3390/w15091697
- Littler, M. M. & Littler, D. S. 1984. Relationships between macroalgal functional form groups and substrata stability in a subtropical rocky-intertidal system. J. Exp. Mar. Biol. Ecol. 74:13–34. doi.org/10.1016/0022-0981(84)90035-2
- Liu, J., Meng, Z., Liu, X. & Zhang, X.-H. 2019. Microbial assembly, interaction, functioning, activity and diversification: a review derived from community compositional data. Mar. Life Sci. Technol. 1:112–128. doi.org/10.1007/s42995-019-00004-3
- Logares, R., Deutschmann, I. M., Junger, P. C., et al. 2020. Disentangling the mechanisms shaping the surface ocean microbiota. Microbiome 8:55. doi.org/10.1186/s40168-020-00827-8
- Machado, J. P. G. & Oliveira, V. P. 2024. The distribution of seaweed forms and foundational assumptions in seaweed biology. Sci. Rep. 14:22407. doi.org/10.1038/s41598-024-73857-z
- Magoč, T. & Salzberg, S. L. 2011. FLASH: fast length adjustment of short reads to improve genome assemblies. Bioinformatics 27:2957–2963. doi.org/10.1093/bioinformatics/btr507
- Malik, S. A. A., Bedoux, G., Garcia Maldonado, J. Q., Freile-Pelegrín, Y., Robledo, D. & Bourgougnon, N. 2020. Defence on surface: macroalgae and their surface-associated microbiome. In Bourgougnon, N. (Ed.) Advances in Botanical Research. Vol. 95. Seaweeds around the World: State of Art and Perspectives. Elsevier, Amsterdam, pp. 327–368. doi.org/10.1016/bs.abr.2019.11.009
- Manca, F., Benedetti-Cecchi, L., Bradshaw, C. J. A., et al. 2024. Projected loss of brown macroalgae and seagrasses with global environmental change. Nat. Commun. 15:5344. doi.org/10.1038/s41467-024-48273-6
- Menaa, F., Wijesinghe, P. A. U. I., Thiripuranathar, G., et al. 2020. Ecological and industrial implications of dynamic seaweed-associated microbiota interactions. Mar. Drugs 18:641. doi.org/10.3390/md18120641
- Milke, F., Wagner-Doebler, I., Wienhausen, G. & Simon, M. 2022. Selection, drift and community interactions shape microbial biogeographic patterns in the Pacific Ocean. ISME J. 16:2653–2665. doi.org/10.1038/s41396-022-01318-4
- Miller, R. J., Reed, D. C. & Brzezinski, M. A. 2011. Partitioning of primary production among giant kelp (Macrocystis pyrifera), understory macroalgae, and phytoplankton on a temperate reef. Limnol. Oceanogr. 56:119–132. doi.org/10.4319/lo.2011.56.1.0119
- Min, J. & Kim, K. Y. 2023. Diversity and assembly of planktonic protist communities in the Jeju Strait, Korea. Front. Mar. Sci. 10:1225640. doi.org/10.3389/fmars.2023.1225640
- Oksanen, J., Simpson, G. L., Blanchet, F. G., et al. 2025. vegan: Community Ecology Package. R package version 2.6-10. Available from: https://CRAN.R-project.org/package=vegan. Accessed Sep 20, 2024.
- Paine, E. R., Schmid, M., Boyd, P. W., Diaz-Pulido, G. & Hurd, C. L. 2021. Rate and fate of dissolved organic carbon release by seaweeds: a missing link in the coastal ocean carbon cycle. J. Phycol. 57:1375–1391. doi.org/10.1111/jpy.13198
- Paradis, E. & Schliep, K. 2019. ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R. Bioinformatics 35:526–528. doi.org/10.1093/bioinformatics/bty633
- Pearman, W. S., Duffy, G. A., Liu, X. P., Gemmell, N. J., Morales, S. E. & Fraser, C. I. 2023. Macroalgal microbiome biogeography is shaped by environmental drivers rather than geographical distance. Ann. Bot. 133:169–182. doi.org/10.1093/aob/mcad151
- R Core Team. 2024. R: A Language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available from: https://www.R-project.org/. Accessed Sep 20, 2024.
- Ryznar, E. R., Fong, P. & Fong, C. R. 2021. When form does not predict function: empirical evidence violates functional form hypotheses for marine macroalgae. J. Ecol. 109:833–846. doi.org/10.1111/1365-2745.13509
- Saarinen, A., Salovius-Laurén, S. & Mattila, J. 2018. Epifaunal community composition in five macroalgal species: what are the consequences if some algal species are lost? Estuar. Coast. Shelf Sci. 207:402–413. doi.org/10.1016/j.ecss.2017.08.009
- Saha, M., Dittami, S. M., Chan, C. X., et al. 2024. Progress and future directions for seaweed holobiont research. New Phytol. 244:364–376. doi.org/10.1111/nph.20018
- Schneider, C. A., Rasband, W. S. & Eliceiri, K. W. 2012. NIH Image to ImageJ: 25 years of image analysis. Nat. Methods 9:671–675. doi.org/10.1038/nmeth.2089
- Smith, L. L., Grier, S. R. & Fong, P. 2025. Selecting functional traits that capture trade-offs for intertidal macroalgae provides a roadmap for future studies. J. Phycol. 61:792–804. doi.org/10.1111/jpy.70027
- Vass, M., Székely, A. J., Lindström, E. S. & Langenheder, S. 2020. Using null models to compare bacterial and microeukaryotic metacommunity assembly under shifting environmental conditions. Sci. Rep. 10:2455. doi.org/10.1038/s41598-020-59182-1
- Vranken, S., Robuchon, M., Dekeyzer, S., et al. 2023. Algae-Traits: a trait database for (European) seaweeds. Earth Syst. Sci. Data 15:2711–2754. doi.org/10.5194/essd-15-2711-2023
- Wahl, M. 2008. Ecological lever and interface ecology: epibiosis modulates the interactions between host and environment. Biofouling 24:427–438. doi.org/10.1080/08927010802339772
- Wahl, M., Goecke, F., Labes, A., Dobretsov, S. & Weinberger, F. 2012. The second skin: ecological role of epibiotic biofilms on marine organisms. Front. Microbiol. 3:292. doi.org/10.3389/fmicb.2012.00292
- Whitaker, D. & Christman, M. 2014. clustsig: Significant Cluster Analysis. R package version 1.1. Available from: https://github.com/cran/clustsig. Accessed Sep 20, 2024.
- Xie, X., He, Z., Hu, X., Wang, Q. & Yang, Y. 2023. The composition, function and assembly mechanism of epiphytic microbial communities on Gracilariopsis lemaneiformis. J. Exp. Mar. Biol. Ecol. 564:151909. doi.org/10.1016/j.jembe.2023.151909
- Zuccarello, G. C., Gachon, C. M. M., Badis, Y., Murúa, P., Garvetto, A. & Kim, G. H. 2024. Holocarpic oomycete parasites of red algae are not Olpidiopsis, but neither are they all Pontisma or Sirolpidium (Oomycota). Algae 39:43–50. doi.org/10.4490/algae.2024.39.3.8