Published January 19, 2026 | Version v1
Journal article Open

Applying flukeprint environmental DNA to detect skin-associated bacteria from free-ranging West Coast Transient killer whales Orcinus orca rectipinnus

  • 1. Whales Initiative, Ocean Wise, Vancouver, Canada
  • 2. California Killer Whale Project, Monterey, United States of America

Description

Globally, vessel strikes, entanglements, and ocean pollution negatively impact cetaceans by compromising skin integrity and health through direct injury or disease and by increasing susceptibility to chronic bacterial, viral, or fungal infections. Characterizing skin microbial assemblages in free-living cetaceans offers a means to evaluate and establish baseline trends in skin conditions. Currently, skin microbial data are collected only via biopsy sampling, which is a mildly invasive approach that represents only a small surface area of skin. In this study, we employed non-invasive environmental DNA (eDNA) flukeprint sampling of West Coast Transient killer whales in California and British Columbia to evaluate the method's effectiveness in detecting unique skin-associated bacteria. Using a paired approach, we found a greater number of bacterial exact sequence variants and bacterial genera unique to flukeprints compared with seawater controls. Functional pathways of unique flukeprint bacterial exact sequence variants were dominated by predicted functions likely related to DNA replication and repair, cell signaling, and protein folding. We compared bacterial results with visual skin condition assessments and other factors, finding that flukeprint bacteria are explained by a combination of geographic region, sampling month, whale age, whale sex, and the percentage of skin lesions visible in lateral photographs. This work demonstrates the applicability of eDNA flukeprint sampling for improving understanding of cetacean skin health, with implications for studying endangered or surface-elusive cetaceans that are not good candidates for biopsy sampling.

Files

MBMG_article_174578.pdf

Files (7.7 MB)

Name Size Download all
md5:ac18bfece556f2384b845a139e067082
7.4 MB Preview Download
md5:b7523cf1fbe8dbfcf39177c24f2eff1f
320.3 kB Preview Download

Linked records

Additional details

References

  • Acevedo-Whitehouse K, Rocha-Gosselin A, Gendron D (2010) A novel non-invasive tool for disease surveillance of free-ranging whales and its relevance to conservation programs. Animal Conservation 13(2): 217–225. https://doi.org/10.1111/j.1469-1795.2009.00326.x
  • Alter SE, King CD, Chou E, Chin SC, Rekdahl M, Rosenbaum HC (2022) Using environmental DNA to detect whales and dolphins in the New York Bight. Frontiers in Conservation Science 3: 820377. https://doi.org/10.3389/fcosc.2022.820377
  • Apprill A, Mooney TA, Lyman E, Stimpert AK, Rappé MS (2011a) Humpback whales harbour a combination of specific and variable skin bacteria. Environmental Microbiology Reports 3(2): 223–232. https://doi.org/10.1111/j.1758-2229.2010.00213.x
  • Apprill A, Mooney TA, Lyman E, Stimpert AK, Rappé MS (2011b) Humpback whales harbour a combination of specific and variable skin bacteria. Environmental Microbiology Reports 3(2): 223–232. https://doi.org/10.1111/j.1758-2229.2010.00213.x
  • Apprill A, Robbins J, Eren AM, Pack AA, Reveillaud J, Mattila D, Moore M, Niemeyer M, Moore KMT, Mincer TJ (2014) Humpback whale populations share a core skin bacterial community: Towards a health index for marine mammals? PLoS ONE 9(3): e90785. https://doi.org/10.1371/journal.pone.0090785
  • Apprill A, Miller CA, Moore MJ, Durban JW, Fearnbach H, Barrett-Lennard LG (2017) Extensive Core Microbiome in Drone-Captured Whale Blow Supports a Framework for Health Monitoring. mSystems 2: 10.1128/msystems.00119-17. https://doi.org/10.1128/msystems.00119-17
  • Apprill A, Miller CA, Van Cise AM, U'Ren JM, Leslie MS, Weber L, Baird RW, Robbins J, Landry S, Bogomolni A, Waring G (2020) Marine mammal skin microbiotas are influenced by host phylogeny. Royal Society Open Science 7(5): 192046. https://doi.org/10.1098/rsos.192046
  • Aubin DJS, Smith TG, Geraci JR (1990) Seasonal epidermal molt in beluga whales, Delphinapterus leucas. Canadian Journal of Zoology 68(2): 359–367. https://doi.org/10.1139/z90-051
  • Avila IC, Kaschner K, Dormann CF (2018) Current global risks to marine mammals: Taking stock of the threats. Biological Conservation 221: 44–58. https://doi.org/10.1016/j.biocon.2018.02.021
  • Bai S, Zhang P, Zhang C, Du J, Du X, Zhu C, Liu J, Xie P, Li S (2021) Comparative study of the gut microbiota among four different marine mammals in an aquarium. Frontiers in Microbiology 12: 769012. https://doi.org/10.3389/fmicb.2021.769012
  • Baker CS, Steel D, Nieukirk S, Klinck H (2018) Environmental DNA (eDNA) from the wake of the whales: Droplet digital PCR for detection and species identification. Frontiers in Marine Science 5: 133. https://doi.org/10.3389/fmars.2018.00133
  • Baker CS, Claridge D, Dunn C, Fetherston T, Baker DN, Klinck H, Steel D (2023) Quantification by droplet digital PCR and species identification by metabarcoding of environmental (e)DNA from Blainville's beaked whales, with assisted localization from an acoustic array. PLoS ONE 18(9): e0291187. https://doi.org/10.1371/journal.pone.0291187
  • Balvočiūtė M, Huson DH (2017) SILVA, RDP, Greengenes, NCBI and OTT — How do these taxonomies compare? BMC Genomics 18(S2): 114. https://doi.org/10.1186/s12864-017-3501-4
  • Bayer B, Vojvoda J, Offre P, Alves RJE, Elisabeth NH, Garcia JA, Volland J-M, Srivastava A, Schleper C, Herndl GJ (2016) Physiological and genomic characterization of two novel marine thaumarchaeal strains indicates niche differentiation. The ISME Journal 10(5): 1051–1063. https://doi.org/10.1038/ismej.2015.200
  • Bearzi M, Rapoport S, Chau J, Saylan C (2009) Skin lesions and physical deformities of coastal and offshore common bottlenose dolphins (Tursiops truncatus) in Santa Monica Bay and adjacent areas, California. Ambio 38(2): 66–71. https://doi.org/10.1579/0044-7447-38.2.66
  • Beineke A, Siebert U, Wohlsein P, Baumgärtner W (2010) Immunology of whales and dolphins. Veterinary Immunology and Immunopathology 133(2–4): 81–94. https://doi.org/10.1016/j.vetimm.2009.06.019
  • Bennington SM, Bourke SD, Wilkinson SP, Englebert N, Bond DM, Jeunen G-J, Dawson S, Slooten E, Dillingham PW, Rayment WJ, Alexander A (2024) New insights into the population structure of Hector's dolphin (Cephalorhynchus hectori) revealed using environmental DNA. Environmental DNA 6(5): e70024. https://doi.org/10.1002/edn3.70024
  • Bertulli C, Cecchetti A, Van Bressem M-F, Van Waerebeek K (2012) Skin disorders in common minke whales and white-beaked dolphins off Iceland, a photographic assessment. Journal of Marine Animals & Their Ecology 5: 29–40.
  • Bierlich KC, Miller C, DeForce E, Friedlaender AS, Johnston DW, Apprill A (2018) Temporal and regional variability in the skin microbiome of humpback whales along the western Antarctic Peninsula. Applied and Environmental Microbiology 84(5): e02574–e17. https://doi.org/10.1128/AEM.02574-17
  • Black NA, Talty CM, Schulman-Janiger A, Srinivasan M (2023) Mammal Hunting Killer Whales off Monterey, California: A 30-Year Synthesis. In: Srinivasan M, Würsig B (Eds) Social Strategies of Carnivorous Mammalian Predators: Hunting and Surviving as Families. Springer International Publishing, Cham, 283–333. https://doi.org/10.1007/978-3-031-29803-5_8
  • Bland JA, Brock TD (1973) The marine bacterium Leucothrix mucor as an algal epiphyte. Marine Biology 23(4): 283–292. https://doi.org/10.1007/BF00389335
  • Bossart GD, Cray C, Solorzano JL, Decker SJ, Cornell LH, Altman NH (1996) Cutaneous papillomaviral-like papillomatosis in a killer whale (Orcinus orca). Marine Mammal Science 12(2): 274–281. https://doi.org/10.1111/j.1748-7692.1996.tb00576.x
  • Bowman JP, Nichols DS (2005) Novel members of the family Flavobacteriaceae from Antarctic maritime habitats including Subsaximicrobium wynnwilliamsii gen. nov., sp. nov., Subsaximicrobium saxinquilinus sp. nov., Subsaxibacter broadyi gen. nov., sp. nov., Lacinutrix copepodicola gen. nov., sp. nov., and novel species of the genera Bizionia, Gelidibacter and Gillisia. International Journal of Systematic and Evolutionary Microbiology 55(4): 1471–1486. https://doi.org/10.1099/ijs.0.63527-0
  • Bressem M-FV, Waerebeek KV, Reyes JC, Félix F, Echegaray M, Siciliano S, Beneditto APD, Flach L, Viddi F, Avila IC, Herrera JC, Tobón IC, Bolaños-Jiménez J, Moreno IB, Ott PH, Sanino GP, Castineira E, Montes D, Crespo E, Flores PAC, Haase B, de Souza SMFM, Laeta M, Fragoso AB (2007) A preliminary overview of skin and skeletal diseases and traumata in small cetaceans from South American waters. The Latin American Journal of Aquatic Mammals 6(1): 7–42. https://doi.org/10.5597/lajam00108
  • Bressem M-FV, Raga JA, Guardo GD, Jepson PD, Duignan PJ, Siebert U, Barrett T, Santos MC de O, Moreno IB, Siciliano S, Aguilar A, Waerebeek KV (2009a) Emerging infectious diseases in cetaceans worldwide and the possible role of environmental stressors. Diseases of Aquatic Organisms 86: 143–157. https://doi.org/10.3354/dao02101
  • Bressem M-FV, Waerebeek KV, Aznar FJ, Raga JA, Jepson PD, Duignan P, Deaville R, Flach L, Viddi F, Baker JR, Beneditto APD, Echegaray M, Genov T, Reyes J, Felix F, Gaspar R, Ramos R, Peddemors V, Sanino GP, Siebert U (2009b) Epidemiological pattern of tattoo skin disease: A potential general health indicator for cetaceans. Diseases of Aquatic Organisms 85: 225–237. https://doi.org/10.3354/dao02080
  • California Killer Whale Project (2023) California Killer Whale Project 2023 Field Guide, 52 pp. https://www.californiakillerwhaleproject.org/_files/ugd/6354fd_4617a36f2eb74cda9ed126e45570aae8.pdf
  • Callewaert C, Ravard Helffer K, Lebaron P (2020) Skin microbiome and its interplay with the environment. American Journal of Clinical Dermatology 21(S1): 4–11. https://doi.org/10.1007/s40257-020-00551-x
  • Capone KA, Dowd SE, Stamatas GN, Nikolovski J (2011) Diversity of the human skin microbiome early in life. The Journal of Investigative Dermatology 131(10): 2026–2032. https://doi.org/10.1038/jid.2011.168
  • Caspi R, Billington R, Fulcher CA, Keseler IM, Kothari A, Krummenacker M, Latendresse M, Midford PE, Ong Q, Ong WK, Paley S, Subhraveti P, Karp PD (2018) The MetaCyc database of metabolic pathways and enzymes. Nucleic Acids Research 46(D1): D633–D639. https://doi.org/10.1093/nar/gkx935
  • Centelleghe C, Carraro L, Gonzalvo J, Rosso M, Esposti E, Gili C, Bonato M, Pedrotti D, Cardazzo B, Povinelli M, Mazzariol S (2020) The use of Unmanned Aerial Vehicles (UAVs) to sample the blow microbiome of small cetaceans. PLoS ONE 15(7): e0235537. https://doi.org/10.1371/journal.pone.0235537
  • Chen H (2022) VennDiagram: Generate High-Resolution Venn and Euler Plots. https://cran.r-project.org/web/packages/VennDiagram/index.html [March 19, 2025]
  • Chiarello M, Villéger S, Bouvier C, Auguet JC, Bouvier T (2017) Captive bottlenose dolphins and killer whales harbor a species-specific skin microbiota that varies among individuals. Scientific Reports 7(1): 15269. https://doi.org/10.1038/s41598-017-15220-z
  • Clegg ILK, Butterworth A (2017) Assessing the Welfare of Cetacea. In: Butterworth A (Ed.) Marine Mammal Welfare: Human Induced Change in the Marine Environment and its Impacts on Marine Mammal Welfare. Springer International Publishing, Cham, 183–211. https://doi.org/10.1007/978-3-319-46994-2_12
  • Cloern JE, Abreu PC, Carstensen J, Chauvaud L, Elmgren R, Grall J, Greening H, Johansson JOR, Kahru M, Sherwood ET, Xu J, Yin K (2016) Human activities and climate variability drive fast-paced change across the world's estuarine–coastal ecosystems. Global Change Biology 22(2): 513–529. https://doi.org/10.1111/gcb.13059
  • Comeau AM, Li WKW, Tremblay J-É, Carmack EC, Lovejoy C (2011) Arctic Ocean microbial community structure before and after the 2007 record sea ice minimum. PLoS ONE 6(11): e27492. https://doi.org/10.1371/journal.pone.0027492
  • Comeau AM, Douglas GM, Langille MGI (2017) Microbiome Helper: A custom and streamlined workflow for microbiome research. mSystems 2: 10.1128/msystems.00127-16. https://doi.org/10.1128/msystems.00127-16
  • Corsi E, Calambokidis J, Flynn KR, Steiger GH (2022) Killer whale predatory scarring on mysticetes: A comparison of rake marks among blue, humpback, and gray whales in the eastern North Pacific. Marine Mammal Science 38(1): 223–234. https://doi.org/10.1111/mms.12863
  • Crain CM, Halpern BS, Beck MW, Kappel CV (2009) Understanding and managing human threats to the coastal marine environment. Annals of the New York Academy of Sciences 1162(1): 39–62. https://doi.org/10.1111/j.1749-6632.2009.04496.x
  • Crummett LT (2020) Acidification decreases microbial community diversity in the Salish Sea, a region with naturally high pCO2. PLoS ONE 15(10): e0241183. https://doi.org/10.1371/journal.pone.0241183
  • Dan ME, Portner EJ, Bowman JS, Semmens BX, Owens SM, Greenwald SM, Choy CA (2024) Using low volume eDNA methods to sample pelagic marine animal assemblages. PLoS ONE 19(5): e0303263. https://doi.org/10.1371/journal.pone.0303263
  • de Bruyn PJN, Tosh CA, Terauds A (2013) Killer whale ecotypes: Is there a global model? Biological Reviews of the Cambridge Philosophical Society 88(1): 62–80. https://doi.org/10.1111/j.1469-185X.2012.00239.x
  • Dominguez-Sanchez CA, Ferguson SH, Edkins T, Young BG, Kringorn J (2023) Pilot study: Decoding the skin microbiome of bowhead (Balaena mysticetus) and killer whales (Orcinus orca) in Nunavut, Canada. Arctic Science 10(1): 169–188. https://doi.org/10.1139/as-2023-0028
  • dos Santos RA, Blabolil P (2025) Comparison of bioinformatic pipelines for eDNA metabarcoding data analysis of fish populations. Fishes 10(5): 214. https://doi.org/10.3390/fishes10050214
  • Douglas GM, Maffei VJ, Zaneveld JR, Yurgel SN, Brown JR, Taylor CM, Huttenhower C, Langille MGI (2020) PICRUSt2 for prediction of metagenome functions. Nature Biotechnology 38(6): 685–688. https://doi.org/10.1038/s41587-020-0548-6
  • Dully V, Wilding TA, Mühlhaus T, Stoeck T (2021) Identifying the minimum amplicon sequence depth to adequately predict classes in eDNA-based marine biomonitoring using supervised machine learning. Computational and Structural Biotechnology Journal 19: 2256–2268. https://doi.org/10.1016/j.csbj.2021.04.005
  • Dwyer S, Visser I (2011) Cookie cutter shark (Isistius sp.) bites on cetaceans, with particular reference to killer whales (Orca) (Orcinus orca). Aquatic Mammals 37(2): 111–138. https://doi.org/10.1578/AM.37.2.2011.111
  • Eldridge SA, Mortazavi F, Rice FL, Ketten DR, Wiley DN, Lyman E, Reidenberg JS, Hanke FD, DeVreese S, Strobel SM, Rosene DL (2022) Specializations of somatosensory innervation in the skin of humpback whales (Megaptera novaeangliae). The Anatomical Record : Advances in Integrative Anatomy and Evolutionary Biology 305(3): 514–534. https://doi.org/10.1002/ar.24856
  • Farrell MJ, Govender D, Hajibabaei M, van der Bank M, Davies TJ (2018) Bacterial diversity in the waterholes of the Kruger National Park: an eDNA metabarcoding approach. Trends in DNA Barcoding and Metabarcoding 1: 229–242. https://doi.org/10.1139/gen-2018-0064
  • Fisheries and Oceans Canada (2013) Information in Support of the Identification of Critical Habitat for Transient Killer Whales (Orcinus orca) off the West Coast of Canada, 14 pp. https://waves-vagues.dfo-mpo.gc.ca/Library/349619.pdf
  • Fisheries and Oceans Canada (2019) Stock Assessment of Pacific Harbour Seals (Phoca vitulina richardsi) in Canada in 2019, 10 pp. https://waves-vagues.dfo-mpo.gc.ca/library-bibliotheque/41073654.pdf
  • Fisheries and Oceans Canada (2024) 2014 population assessment of Pacific harbour seal (Phoca vitulina richardsi) in the Strait of Georgia, 8 pp. https://publications.gc.ca/collections/collection_2024/mpo-dfo/fs70-6/Fs70-6-2024-027-eng.pdf
  • Fitz-Gibbon S, Tomida S, Chiu B-H, Nguyen L, Du C, Liu M, Elashoff D, Erfe MC, Loncaric A, Kim J, Modlin RL, Miller JF, Sodergren E, Craft N, Weinstock GM, Li H (2013) Propionibacterium acnes strain populations in the human skin microbiome associated with acne. The Journal of Investigative Dermatology 133(9): 2152–2160. https://doi.org/10.1038/jid.2013.21
  • Flynn JM, Brown EA, Chain FJJ, MacIsaac HJ, Cristescu ME (2015) Toward accurate molecular identification of species in complex environmental samples: Testing the performance of sequence filtering and clustering methods. Ecology and Evolution 13(11): 2252–2266. https://doi.org/10.1002/ece3.1497
  • Foote AD, Thomsen PF, Sveegaard S, Wahlberg M, Kielgast J, Kyhn LA, Salling AB, Galatius A, Orlando L, Gilbert MTP (2012) Investigating the potential use of environmental DNA (eDNA) for genetic monitoring of marine mammals. PLoS ONE 7(8): e41781. https://doi.org/10.1371/journal.pone.0041781
  • García-Machado E, Normandeaau E, Côté G, Bernatchez L (2023) How eDNA data filtration, sequence coverage, and primer selection influence assessment of fish communities in northern temperate lakes. Environmental DNA 5(6): 1216–1233. https://doi.org/10.1002/edn3.444
  • Gaydos JK, Leger JS, Raverty S, Nollens H, Haulena M, Ward EJ, Emmons CK, Hanson MB, Balcomb K, Ellifrit D, Weiss MN, Giles D (2023) Epidemiology of skin changes in endangered Southern Resident killer whales (Orcinus orca). PLoS ONE 18: e0286551. https://doi.org/10.1371/journal.pone.0286551
  • Glaeser SP, Silva LMR, Prieto R, Silva MA, Franco A, Kämpfer P, Hermosilla C, Taubert A, Eisenberg T (2022) A preliminary comparison on faecal microbiomes of free-ranging large baleen (Balaenoptera musculus, B. physalus, B. borealis) and toothed (Physeter macrocephalus) whales. Microbial Ecology 83(1): 18–33. https://doi.org/10.1007/s00248-021-01729-4
  • Grice EA, Segre JA (2011) The skin microbiome. Nature Reviews. Microbiology 9(4): 244–253. https://doi.org/10.1038/nrmicro2537
  • Grimes C, Brent LJN, Weiss MN, Franks DW, Balcomb KC, Ellifrit DK, Ellis S, Croft DP (2022) The effect of age, sex, and resource abundance on patterns of rake markings in resident killer whales (Orcinus orca). Marine Mammal Science 38(3): 941–958. https://doi.org/10.1111/mms.12908
  • Hamilton PK, Marx MK (2005) Skin lesions on North Atlantic right whales: Categories, prevalence and change in occurrence in the 1990s. Diseases of Aquatic Organisms 68: 71–82. https://doi.org/10.3354/dao068071
  • Herr H, Burkhardt-Holm P, Heyer K, Siebert U, Selling J (2020) Injuries, malformations, and epidermal conditions in cetaceans of the Strait of Gibraltar. Aquatic Mammals 46(2): 215–235. https://doi.org/10.1578/AM.46.2.2020.215
  • Hicks BD, St. Aubin DJ, Geraci JR, Brown WR (1985) Epidermal growth in the bottlenose dolphin, Tursiops truncatus. The Journal of Investigative Dermatology 85: 60–63. https://doi.org/10.1111/1523-1747.ep12275348
  • Hogg CJ, Rogers TL, Shorter A, Barton K, Miller PJO, Nowacek D (2009) Determination of steroid hormones in whale blow: It is possible. Marine Mammal Science 25(3): 605–618. https://doi.org/10.1111/j.1748-7692.2008.00277.x
  • Hong J, Karaoz U, de Valpine P, Fithian W (2022) To rarefy or not to rarefy: Robustness and efficiency trade-offs of rarefying microbiome data. Bioinformatics 38(9): 2389–2396. https://doi.org/10.1093/bioinformatics/btac127
  • Hooker SK, Whitehead H, Gowans S (2002) Ecosystem consideration in conservation planning: Energy demand of foraging bottlenose whales (Hyperoodon ampullatus) in a marine protected area. Biological Conservation 104(1): 51–58. https://doi.org/10.1016/S0006-3207(01)00153-7
  • Hooper R, Brealey JC, van der Valk T, Alberdi A, Durban JW, Fearnbach H, Robertson KM, Baird RW, Bradley Hanson M, Wade P, Gilbert MTP, Morin PA, Wolf JBW, Foote AD, Guschanski K (2019) Host-derived population genomics data provides insights into bacterial and diatom composition of the killer whale skin. Molecular Ecology 28(2): 484–502. https://doi.org/10.1111/mec.14860
  • Houghton J, Baird RW, Emmons CK, Hanson MB (2015) Changes in the occurrence and behavior of mammal-eating killer whales in southern British Columbia and Washington State, 1987–2010. Northwest Science 89(2): 154–169. https://doi.org/10.3955/046.089.0207
  • Jeunen G-J, Lipinskaya T, Gajduchenko H, Golovenchik V, Moroz M, Rizevsky V, Semenchenko V, Gemmell NJ (2022) Environmental DNA (eDNA) metabarcoding surveys show evidence of non-indigenous freshwater species invasion to new parts of Eastern Europe. Metabarcoding and Metagenomics 6: e68575. https://doi.org/10.3897/mbmg.6.e68575
  • Jia B, Garlock E, Allison MJ, Michaud R, Lo R, Round JM, Helbing CC, Verreault J, Brinkman FSL (2022) Investigating the relationship between the skin microbiome and flame retardant exposure of the endangered St. Lawrence Estuary beluga. Frontiers in Environmental Science 10: 954060. https://doi.org/10.3389/fenvs.2022.954060
  • Kang I, Lim Y, Cho J-C (2018) Complete genome sequence of Granulosicoccus antarcticus type strain IMCC3135T, a marine gammaproteobacterium with a putative dimethylsulfoniopropionate demethylase gene. Marine Genomics 37: 176–181. https://doi.org/10.1016/j.margen.2017.11.005
  • Kaufmann J, Schering A (2014) Analysis of Variance ANOVA. In: Wiley StatsRef: Statistics Reference Online. John Wiley & Sons, Ltd. https://doi.org/10.1002/9781118445112.stat06938
  • Kelly MT, Brock TD (1969) Physiological Ecology of Leucothrix mucor. Journal of General Microbiology 59(2): 153–162. https://doi.org/10.1099/00221287-59-2-153
  • Keselman HJ, Rogan JC (1977) The Tukey multiple comparison test: 1953–1976. Psychological Bulletin 84(5): 1050–1056. https://doi.org/10.1037/0033-2909.84.5.1050
  • Kiszka J, Van Bressem M-F, Pusineri C (2009) Lobomycosis-like disease and other skin conditions in Indo-Pacific bottlenose dolphins Tursiops aduncus from the Indian Ocean. Diseases of Aquatic Organisms 84: 151–157. https://doi.org/10.3354/dao02037
  • Koch MS, Silva VDPD, Bracarense APFRL, Domit C (2018) Environmental aspects and diseases related to immunosuppression in cetaceans: A concise review. Veterinary Medicine 39: 2897. https://doi.org/10.5433/1679-0359.2018v39n6p2897
  • Kolde R (2025) pheatmap: Pretty Heatmaps. https://cran.r-project.org/web/packages/pheatmap/index.html [September 18, 2025]
  • Lavrador AS, Amaral FG, Moutinho J, Vieira PE, Costa FO, Duarte S (2024) Comprehensive DNA metabarcoding-based detection of non-indigenous invertebrates in recreational marinas through a multi-substrate approach. Marine Environmental Research 200: 106660. https://doi.org/10.1016/j.marenvres.2024.106660
  • Leadbetter JR (2003) Cultivation of recalcitrant microbes: Cells are alive, well and revealing their secrets in the 21st century laboratory. Current Opinion in Microbiology 6(3): 274–281. https://doi.org/10.1016/S1369-5274(03)00041-9
  • Lebeer S, Vanderleyden J, De Keersmaecker SCJ (2008) Genes and molecules of lactobacilli supporting probiotic action. Microbiology and molecular biology reviews: MMBR 72: 728–764, Table of Contents. https://doi.org/10.1128/MMBR.00017-08
  • Leyden JJ, McGiley KJ, Mills OH, Kligman AM (1975) Age-related changes in the resident bacterial flora of the human face. The Journal of Investigative Dermatology 65(4): 379–381. https://doi.org/10.1111/1523-1747.ep12607630
  • Li J, McLaughlin RW, Chen M, Liu YL, Xie HX, Wan XL, Zhou JY, Zheng JS (2020) First case of Shewanella indica isolated from a Bryde's whale (Balaenoptera edeni) stranded in the northern Beibu Gulf, China. Antonie van Leeuwenhoek 113(9): 1385–1391. https://doi.org/10.1007/s10482-020-01444-z
  • Li C, Xie H, Sun Y, Zeng Y, Tian Z, Chen X, Sanganyado E, Lin J, Yang L, Li P, Liang B, Liu W (2022) Insights on gut and skin wound microbiome in stranded Indo-Pacific finless porpoise (Neophocaena phocaenoides). Microorganisms 10(7): 1295. https://doi.org/10.3390/microorganisms10071295
  • Lindström ES, Langenheder S (2012) Local and regional factors influencing bacterial community assembly. Environmental Microbiology Reports 4(1): 1–9. https://doi.org/10.1111/j.1758-2229.2011.00257.x
  • Lucas FS, Moureau B, Jourdie V, Heeb P (2005) Brood size modifications affect plumage bacterial assemblages of European starlings. Molecular Ecology 14(2): 639–646. https://doi.org/10.1111/j.1365-294X.2005.02436.x
  • Maćkiewicz A, Ratajczak W (1993) Principal components analysis (PCA). Computers & Geosciences 19(3): 303–342. https://doi.org/10.1016/0098-3004(93)90090-R
  • Maldini D, Riggin J, Cecchetti A, Cotter MP (2010) Prevalence of epidermal conditions in California coastal bottlenose dolphins (Tursiops truncatus) in Monterey Bay. Ambio 39(7): 455–462. https://doi.org/10.1007/s13280-010-0066-8
  • Martin M (2011) Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet. Journal 17(1): 10–12. https://doi.org/10.14806/ej.17.1.200
  • Martineau D (2007) Potential synergism between stress and contaminants in free-ranging cetaceans. International Journal of Comparative Psychology 20(2): 194–216. https://doi.org/10.46867/IJCP.2007.20.02.06
  • Mathews EA, Keller S, Weiner DB (1988) A method to collect and process skin biopsies for cell culture from free-ranging gray whales (Eschrichtius robustus). Marine Mammal Science 4(1): 1–12. https://doi.org/10.1111/j.1748-7692.1988.tb00178.x
  • McMurdie P, Holmes S (2014) Waste not, want not: Why rarefying microbiome data is inadmissible. PLoS Computational Biology 10(4): e1003531. https://doi.org/10.1371/journal.pcbi.1003531
  • Milián-García Y, Pyne C, Lindsay K, Romero A, Hanner RH (2023) Unveiling invasive insect threats to plant biodiversity: Leveraging eDNA metabarcoding and saturated salt trap solutions for biosurveillance. PLoS ONE 18(8): e0290036. https://doi.org/10.1371/journal.pone.0290036
  • Morin PA, Parsons KM, Archer FI, Ávila-Arcos MC, Barrett-Lennard LG, Dalla Rosa L, Duchêne S, Durban JW, Ellis GM, Ferguson SH, Ford JK, Ford MJ, Garilao C, Gilbert MTP, Kaschner K, Matkin CO, Petersen SD, Robertson KM, Visser IN, Wade PR, Ho SYW, Foote AD (2015) Geographic and temporal dynamics of a global radiation and diversification in the killer whale. Molecular Ecology 24(15): 3964–3979. https://doi.org/10.1111/mec.13284
  • Morin PA, McCarthy ML, Fung CW, Durban JW, Parsons KM, Perrin WF, Taylor BL, Jefferson TA, Archer FI (2024) Revised taxonomy of eastern North Pacific killer whales (Orcinus orca): Bigg's and resident ecotypes deserve species status. Royal Society Open Science 11(3): 231368. https://doi.org/10.1098/rsos.231368
  • Mouton M, Botha A (2012) Cutaneous Lesions in Cetaceans: An Indicator of Ecosystem Status? In: New Approaches to the Study of Marine Mammals. BoD – Books on Demand, 123–150. https://doi.org/10.5772/54432
  • Mueller RS, Bryson S, Kieft B, Li Z, Pett-Ridge J, Chavez F, Hettich RL, Pan C, Mayali X (2015) Metagenome sequencing of a coastal marine microbial community from Monterey Bay, California. Genome Announcements 3: 10.1128/genomea.00341-15. https://doi.org/10.1128/genomea.00341-15
  • Murphy CJ, Collier MA, Jacoby A-M, Patterson EM, Wallen MM, Mann J, Bansal S (2025) Automated skin lesion detection and prevalence estimation in Tamanend's bottlenose dolphins. Ecological Informatics 85: 102942. https://doi.org/10.1016/j.ecoinf.2024.102942
  • Ndongo S, Lagier J-C, Fournier P-E, Raoult D, Khelaifia S (2016) "Prevotellamassilia timonensis," a new bacterial species isolated from the human gut. New Microbes and New Infections 5: 102–103. https://doi.org/10.1016/j.nmni.2016.06.014
  • Needham DM, Chow C-ET, Cram JA, Sachdeva R, Parada A, Fuhrman JA (2013) Short-term observations of marine bacterial and viral communities: Patterns, connections and resilience. The ISME Journal 7(7): 1274–1285. https://doi.org/10.1038/ismej.2013.19
  • Nicholls CR, Peters KJ, Cagnazzi D, Hanf D, Parra GJ (2023) Incidence of shark-inflicted bite injuries on Australian snubfin (Orcaella heinsohni) and Australian humpback (Sousa sahulensis) dolphins in coastal waters off east Queensland, Australia. Ecology and Evolution 13(5): e10026. https://doi.org/10.1002/ece3.10026
  • Nisi AC, Welch H, Brodie S, Leiphardt C, Rhodes R, Hazen EL, Redfern JV, Branch TA, Barreto AS, Calambokidis J, Clavelle T, Dares L, de Vos A, Gero S, Jackson JA, Kenney RD, Kroodsma D, Leaper R, McCauley DJ, Moore SE, Ovsyanikova E, Panigada S, Robinson CV, White T, Wilson J, Abrahms B (2024) Ship collision risk threatens whales across the world's oceans. Science 386(6724): 870–875. https://doi.org/10.1126/science.adp1950
  • Noren DP, Mocklin JA (2012) Review of cetacean biopsy techniques: Factors contributing to successful sample collection and physiological and behavioral impacts. Marine Mammal Science 28(1): 154–199. https://doi.org/10.1111/j.1748-7692.2011.00469.x
  • O'Mahony ÉN, Sremba AL, Keen EM, Robinson N, Dundas A, Steel D, Wray J, Baker CS, Gaggiotti OE (2024) Collecting baleen whale blow samples by drone: A minimally intrusive tool for conservation genetics. Molecular Ecology Resources 24(8): e13957. https://doi.org/10.1111/1755-0998.13957
  • Oksanen J, Simpson GL, Blanchet FG, Kindt R, Legendre P, Minchin PR, O'Hara RB, Solymos P, Stevens MHH, Szoecs E, Wagner H, Barbour M, Bedward M, Bolker B, Borcard D, Carvalho G, Chirico M, De Caceres M, Durand S, Evangelista HBA, FitzJohn R, Friendly M, Furneaux B, Hannigan G, Hill MO, Lahti L, McGlinn D, Ouellette M-H, Ribeiro Cunha E, Smith T, Stier A, Ter Braak CJF, Weedon J, Borman T (2001) vegan. Community Ecology Package. 2: 6–10. https://doi.org/10.32614/CRAN.package.vegan
  • Parsons KM, Everett M, Dahlheim M, Park L (2018) Water, water everywhere: Environmental DNA can unlock population structure in elusive marine species. Royal Society Open Science 5(8): 180537. https://doi.org/10.1098/rsos.180537
  • Parsons KM, May SA, Gold Z, Dahlheim M, Gabriele C, Straley JM, Moran JR, Goetz K, Zerbini AN, Park L, Morin PA (2024) Using eDNA to Supplement Population Genetic Analyses for Cryptic Marine Species: Identifying population boundaries for Alaska harbour porpoises. Molecular Ecology 34(5): e17563. https://doi.org/10.1111/mec.17563
  • Pascoal F, Tomasino MP, Piredda R, Quero GM, Torgo L, Poulain J, Galand PE, Fuhrman JA, Mitchell A, Tinta T, Turk Dermastia T, Fernandez-Guerra A, Vezzi A, Logares R, Malfatti F, Endo H, Dąbrowska AM, De Pascale F, Sánchez P, Henry N, Fosso B, Wilson B, Toshchakov S, Ferrant GK, Grigorov I, Vieira FRJ, Costa R, Pesant S, Magalhães C (2023) Inter-comparison of marine microbiome sampling protocols. ISME Communications 3(1): 84. https://doi.org/10.1038/s43705-023-00278-w
  • Perez Perez GI, Gao Z, Jourdain R, Ramirez J, Gany F, Clavaud C, Demaude J, Breton L, Blaser MJ (2016) Body site is a more determinant factor than human population Diversity in the healthy skin microbiome. PLoS ONE 11(4): e0151990. https://doi.org/10.1371/journal.pone.0151990
  • Pirotta V, Smith A, Ostrowski M, Russell D, Jonsen ID, Grech A, Harcourt R (2017) An economical custom-built drone for assessing whale health. Frontiers in Marine Science 4: 425. https://doi.org/10.3389/fmars.2017.00425
  • Pitman RL, Durban JW, Joyce T, Fearnbach H, Panigada S, Lauriano G (2020) Skin in the game: Epidermal molt as a driver of long-distance migration in whales. Marine Mammal Science 36(2): 565–594. https://doi.org/10.1111/mms.12661
  • Porter TM, Hajibabaei M (2022) MetaWorks: A flexible, scalable bioinformatic pipeline for high-throughput multi-marker biodiversity assessments. PLoS ONE 17(9): e0274260. https://doi.org/10.1371/journal.pone.0274260
  • Qiagen (2020) DNeasy® Blood & Tissue Handbook. http://www.bea.ki.se/documents/EN-DNeasy%20handbook.pdf
  • Qin W, Martens-Habbena W, Kobelt JN, Stahl DA (2016) Candidatus Nitrosopumilaceae. In: Bergey's Manual of Systematics of Archaea and Bacteria. John Wiley & Sons, Ltd, 1–2. https://doi.org/10.1002/9781118960608.fbm00262
  • R Core Team (2024) R: A Language and Environment for Statistical Computing. https://www.R-project.org/
  • Raverty SA, Gaydos JK, St. Leger J (2014) Killer whale necropsy and disease testing protocol, 82 pp. https://static1.squarespace.com/static/5b071ddea2772cebc1662831/t/5b29e3bb352f539b40739ecd/1529471951000/Orca-necropsy-protocol-FINAL-May-15-2014.pdf
  • Raverty SA, Rhodes LD, Zabek E, Eshghi A, Cameron CE, Hanson MB, Schroeder JP (2017) Respiratory microbiome of endangered Southern Resident killer whales and microbiota of surrounding sea surface microlayer in the eastern North Pacific. Scientific Reports 7(1): 394. https://doi.org/10.1038/s41598-017-00457-5
  • Raverty S, Leger JS, Noren DP, Huntington KB, Rotstein DS, Gulland FMD, Ford JKB, Hanson MB, Lambourn DM, Huggins J, Delaney MA, Spaven L, Rowles T, Barre L, Cottrell P, Ellis G, Goldstein T, Terio K, Duffield D, Rice J, Gaydos JK (2020) Pathology findings and correlation with body condition index in stranded killer whales (Orcinus orca) in the northeastern Pacific and Hawaii from 2004 to 2013. PLoS ONE 15: e0242505. https://doi.org/10.1371/journal.pone.0242505
  • Reji L, Tolar BB, Chavez FP, Francis CA (2020) Depth-differentiation and seasonality of planktonic microbial assemblages in the Monterey Bay upwelling system. Frontiers in Microbiology 11: 1075. https://doi.org/10.3389/fmicb.2020.01075
  • Rhodes LD, Emmons CK, Wisswaesser G, Wells AH, Hanson MB (2022) Bacterial microbiomes from mucus and breath of southern resident killer whales (Orcinus orca). Conservation Physiology 10(1): coac014. https://doi.org/10.1093/conphys/coac014
  • Rhodes LD, Adams NG, Gallego Simon R, Kavanaugh MT, Alin SR, Feely RA (2024) Nearshore microbial communities of the Pacific Northwest coasts of Canada and the U.S. Frontiers in Marine Science 11: 1430930. https://doi.org/10.3389/fmars.2024.1430930
  • Robeck TR, St. Leger JA, Robeck HE, Nilson E, Dold C (2019) Evidence of variable agonistic behavior in killer whales (Orcinus orca) based on age, sex, and ecotype. Aquatic Mammals 45: 430–446. https://doi.org/10.1578/AM.45.4.2019.430
  • Robinson CV, Nuuttila HK (2020) Don't hold your breath: Limited DNA capture using non-invasive blow sampling for small cetaceans. Aquatic Mammals 46(1): 32–41. https://doi.org/10.1578/AM.46.1.2020.32
  • Robinson CV, Porter TM, Maitland VC, Wright MT, Hajibabaei M (2022) Multi-marker metabarcoding resolves subtle variations in freshwater condition: Bioindicators, ecological traits, and trophic interactions. Ecological Indicators 145: 109603. https://doi.org/10.1016/j.ecolind.2022.109603
  • Robinson CV, Dracott K, Glover RD, Warner A, Migneault A (2024) DNA from dives: Species detection of humpback whales (Megaptera novaeangliae) from flukeprint eDNA. Environmental DNA 6(2): e524. https://doi.org/10.1002/edn3.524
  • Robinson CV, Laqua E, Migneault A, Sutton GJ, Dracott K, Bachert A (2025a) Gone in a splash? Temporal dynamics of flukeprint environmental DNA (eDNA) detection for common coastal northeast Pacific cetacean species. Environmental DNA 7(3): e70132. https://doi.org/10.1002/edn3.70132
  • Robinson CV, Laqua EJ, Warner A, Sutton GJ, Judson MWD, Dracott K (2025b) Sexing from seawater: Application of environmental DNA beyond species detection for cetaceans. Environmental DNA 7(4): e70173. https://doi.org/10.1002/edn3.70173
  • Robles-Malagamba MJ, Walsh MT, Ahasan MS, Thompson P, Wells RS, Jobin C, Fodor AA, Winglee K, Waltzek TB (2020) Characterization of the bacterial microbiome among free-ranging bottlenose dolphins (Tursiops truncatus). Heliyon 6(6): e03944. https://doi.org/10.1016/j.heliyon.2020.e03944
  • Rodriguez LK, Bonis LD, McKee J, McKenna JA, Urvois T, Barbaccia E, Dillane E, Lanfredi C, Hjellnes H, Jung A, Villa E, Azzellino A, Westgaard J-I, Quéméré E, Thalinger B (2025) Inter-laboratory ring test for environmental DNA extraction protocols: Implications for marine megafauna detection using three novel qPCR assays. Metabarcoding and Metagenomics 9: e128235. https://doi.org/10.3897/mbmg.9.128235
  • Rognes T, Flouri T, Nichols B, Quince C, Mahé F (2016) VSEARCH: A versatile open source tool for metagenomics. PeerJ 4: e2584. https://doi.org/10.7717/peerj.2584
  • Ross PS (2002) The role of immunotoxic environmental contaminants in facilitating the emergence of infectious diseases in marine mammals. Human and Ecological Risk Assessment 8(2): 277–292. https://doi.org/10.1080/20028091056917
  • Ross AA, Müller KM, Weese JS, Neufeld JD (2018) Comprehensive skin microbiome analysis reveals the uniqueness of human skin and evidence for phylosymbiosis within the class Mammalia. Proceedings of the National Academy of Sciences of the United States of America 115(25): E5786–E5795. https://doi.org/10.1073/pnas.1801302115
  • RStudio (2023) RStudio: Integrated Development Environment for R. http://www.rstudio.com/
  • Santos B, Afonso L, Alves F, Dinis A, Ferreira R, Correia AM, Valente R, Gil Á, Castro LFC, Sousa-Pinto I, Rosso M, Centelleghe C, Mazzariol S, Magalhães C, Tomasino MP (2024) Hidden in the blow - a matrix to characterise cetaceans' respiratory microbiome: Short-finned pilot whale as case study. Metabarcoding and Metagenomics 8: e121060. https://doi.org/10.3897/mbmg.8.121060
  • Schloerke B, Cook D, Larmarange J, Briatte F, Marbach M, Thoen E, Elberg A, Toomet O, Crowley J, Hofmann H, Wickham H (2024) GGally: Extension to "ggplot2." https://cran.r-project.org/web/packages/GGally/index.html [June 21, 2025]
  • Schloss PD (2024) Rarefaction is currently the best approach to control for uneven sequencing effort in amplicon sequence analyses. MSphere 9(2): e0035423. https://doi.org/10.1128/msphere.00354-23
  • Sehnal L, Brammer-Robbins E, Wormington AM, Blaha L, Bisesi J, Larkin I, Martyniuk CJ, Simonin M, Adamovsky O (2021) Microbiome composition and function in aquatic vertebrates: Small organisms making big impacts on aquatic animal health. Frontiers in Microbiology 12: 567408. https://doi.org/10.3389/fmicb.2021.567408
  • Sevellec M, Lacoursière-Roussel A, Normandeau E, Bernatchez L, Lynn Howland K (2025) Effect of eDNA metabarcoding temporal sampling strategies on detection of coastal biodiversity. Frontiers in Marine Science 12: 1522677. https://doi.org/10.3389/fmars.2025.1522677
  • Shapiro S, Wilk M (1965) An analysis of variance test for normality (complete samples). Biometrika 52(3–4): 591–611. https://doi.org/10.1093/biomet/52.3-4.591
  • Shenhav L, Thompson M, Joseph TA, Briscoe L, Furman O, Bogumil D, Mizrahi I, Pe'er I, Halperin E (2019) FEAST: Fast expectation-maximization for microbial source tracking. Nature Methods 16(7): 627–632. https://doi.org/10.1038/s41592-019-0431-x
  • Shields MW, Hysong-Shimazu S, Shields JC, Woodruff J (2018) Increased presence of mammal-eating killer whales in the Salish Sea with implications for predator-prey dynamics. PeerJ 6: e6062. https://doi.org/10.7717/peerj.6062
  • Shirazi S, Meyer RS, Shapiro B (2021) Revisiting the effect of PCR replication and sequencing depth on biodiversity metrics in environmental DNA metabarcoding. Ecology and Evolution 11(22): 15766–15779. https://doi.org/10.1002/ece3.8239
  • Small C, Nicholls R (2003) A global analysis of human settlement in coastal zones. Journal of Coastal Research 19: 584–599. https://www.jstor.org/stable/4299200
  • Sobell MG (2011) A Practical Guide to Ubuntu Linux. Pearson Education, 1307 pp.
  • St John J (2016) SeqPrep. https://github.com/jstjohn/SeqPrep/releases
  • Suarez-Bregua P, Álvarez-González M, Parsons KM, Rotllant J, Pierce GJ, Saavedra C (2022) Environmental DNA (eDNA) for monitoring marine mammals: Challenges and opportunities. Frontiers in Marine Science 9: 987774. https://doi.org/10.3389/fmars.2022.987774
  • Sun X, Kop LFM, Lau MCY, Frank J, Jayakumar A, Lücker S, Ward BB (2019) Uncultured Nitrospina-like species are major nitrite oxidizing bacteria in oxygen minimum zones. The ISME Journal 13(10): 2391–2402. https://doi.org/10.1038/s41396-019-0443-7
  • Sun S, Jones RB, Fodor AA (2020) Inference-based accuracy of metagenome prediction tools varies across sample types and functional categories. Microbiome 8(1): 46. https://doi.org/10.1186/s40168-020-00815-y
  • Székely D, Corfixen NL, Mørch LL, Knudsen SW, McCarthy ML, Teilmann J, Heide-Jørgensen MP, Olsen MT (2021) Environmental DNA captures the genetic diversity of bowhead whales (Balaena mysticetus) in West Greenland. Environmental DNA 3(1): 248–260. https://doi.org/10.1002/edn3.176
  • Tessler M, Brugler MR, DeSalle R, Hersch R, Velho LFM, Segovia BT, Lansac-Toha FA, Lemke TJ (2017) A global eDNA comparison of freshwater bacterioplankton assemblages focusing on large-river floodplain lakes of Brazil. Microbial Ecology 73(1): 61–74. https://doi.org/10.1007/s00248-016-0834-5
  • Toro F, Alarcón J, Márquez S, Capella J, Bahamonde P, Esperón F, Moreno-Switt A, Castro-Nallar E (2021) Composition and structure of the skin microbiota of rorquals off the Eastern South Pacific. FEMS Microbiology Ecology 97(5): fiab050. https://doi.org/10.1093/femsec/fiab050
  • Toro Cortes F (2019) The frontline: assessment of the skin bacterial communities of three species of rorquals from different environments with human impacts. Universidad Andrés Bello. https://repositorio.unab.cl/xmlui/handle/ria/54562 [June 21, 2025]
  • Towers J, Sutton G, Shaw T, Malleson M, Matkin D, Gisborne B, Forde J, Ellifrit D, Ellis G, Ford J, Doniol-Valcroze T (2019) Photo-identification catalogue, population status, and distribution of Bigg's killer whales known from coastal waters of British Columbia, Canada, [vi +] 299 pp.
  • Ul-Hasan S, Bowers RM, Figueroa-Montiel A, Licea-Navarro AF, Beman JM, Woyke T, Nobile CJ (2019) Community ecology across bacteria, archaea and microbial eukaryotes in the sediment and seawater of coastal Puerto Nuevo, Baja California. PLoS ONE 14(2): e0212355. https://doi.org/10.1371/journal.pone.0212355
  • Van Cise AM, Wade PR, Goertz CEC, Burek-Huntington K, Parsons KM, Clauss T, Hobbs RC, Apprill A (2020) Skin microbiome of beluga whales: Spatial, temporal, and health-related dynamics. Animal Microbiome 2(1): 39. https://doi.org/10.1186/s42523-020-00057-1
  • van Weelden C, Tixier P, Doniol-Valcroze T, Guinet C, Towers JR (2025) Divergent killer whale populations exhibit similar acquisition but different healing rates of conspecific scars. Behavioral Ecology and Sociobiology 79(3): 39. https://doi.org/10.1007/s00265-025-03576-6
  • Vendl C, Slavich E, Wemheuer B, Nelson T, Ferrari B, Thomas T, Rogers T (2020) Respiratory microbiota of humpback whales may be reduced in diversity and richness the longer they fast. Scientific Reports 10(1): 12645. https://doi.org/10.1038/s41598-020-69602-x
  • von Lampe F, Schellenberg J (2024) goeveg: Functions for Community Data and Ordinations. https://cran.r-project.org/web/packages/goeveg/index.html [January 31, 2025]
  • Wade PR, Forney KA (2007) Worldwide Distribution And Abundance Of Killer Whales. In: Estes JA, DeMaster DP, Doak DF, Williams TM, Brownell RL (Eds) Whales, Whaling, and Ocean Ecosystems. University of California Press, 145–162. https://doi.org/10.1525/9780520933200-016
  • Wang Q, Cole JR (2024) Updated RDP taxonomy and RDP Classifier for more accurate taxonomic classification. Microbiology Resource Announcements 13(4): e01063–e23. https://doi.org/10.1128/mra.01063-23
  • Wang Q, Garrity GM, Tiedje JM, Cole JR (2007) Naïve Bayesian Classifier for Rapid Assignment of rRNA sequences into the new bacterial taxonomy. Applied and Environmental Microbiology 73(16): 5261–5267. https://doi.org/10.1128/AEM.00062-07
  • Weber L, Apprill A (2020) Diel, daily, and spatial variation of coral reef seawater microbial communities. PLoS ONE 15(3): e0229442. https://doi.org/10.1371/journal.pone.0229442
  • Weiss S, Xu ZZ, Peddada S, Amir A, Bittinger K, Gonzalez A, Lozupone C, Zaneveld JR, Vázquez-Baeza Y, Birmingham A, Hyde ER, Knight R (2017) Normalization and microbial differential abundance strategies depend upon data characteristics. Microbiome 5(1): 27. https://doi.org/10.1186/s40168-017-0237-y
  • Wickham H, Chang W, Henry L, Pedersen TL, Takahashi K, Wilke C, Woo K, Yutani H, Dunnington D, van den Brand T, Posit PBC (2024) ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics. https://cran.r-project.org/web/packages/ggplot2/index.html [December 9, 2024]
  • Xu L, Wu Y-H, Jian S-L, Wang C-S, Wu M, Cheng L, Xu X-W (2016) Pseudohongiellanitratireducens sp. nov., isolated from seawater, and emended description of the genus Pseudohongiella. International Journal of Systematic and Evolutionary Microbiology 66(12): 5155–5160. https://doi.org/10.1099/ijsem.0.001489
  • Yang S-H, Seo H-S, Woo J-H, Oh H-M, Jang H, Lee J-H, Kim S-J, Kwon KK (2014) Carboxylicivirga gen. nov. in the family Marinilabiliaceae with two novel species, Carboxylicivirga mesophila sp. nov. and Carboxylicivirga taeanensis sp. nov., and reclassification of Cytophaga fermentans as Saccharicrinis fermentans gen. nov., comb. nov. International Journal of Systematic and Evolutionary Microbiology 64(Pt_4): 1351–1358. https://doi.org/10.1099/ijs.0.053462-0
  • Zhang J, Wang X, Huo D, Li W, Hu Q, Xu C, Liu S, Li C (2016) Metagenomic approach reveals microbial diversity and predictive microbial metabolic pathways in Yucha, a traditional Li fermented food. Scientific Reports 6(1): 32524. https://doi.org/10.1038/srep32524
  • Zhang S, Amanze C, Sun C, Zou K, Fu S, Deng Y, Liu X, Liang Y (2021) Evolutionary, genomic, and biogeographic characterization of two novel xenobiotics-degrading strains affiliated with Dechloromonas. Heliyon 7(6): e07181. https://doi.org/10.1016/j.heliyon.2021.e07181
  • Zinger L, Amaral-Zettler LA, Fuhrman JA, Horner-Devine MC, Huse SM, Welch DBM, Martiny JBH, Sogin M, Boetius A, Ramette A (2011) Global Patterns of Bacterial Beta-Diversity in Seafloor and Seawater Ecosystems. PLoS ONE 6(9): e24570. https://doi.org/10.1371/journal.pone.0024570
  • Zorz J, Willis C, Comeau AM, Langille MGI, Johnson CL, Li WKW, LaRoche J (2019) Drivers of Regional Bacterial Community Structure and Diversity in the Northwest Atlantic Ocean. Frontiers in Microbiology 10: 281. https://doi.org/10.3389/fmicb.2019.00281