

FOLLOWUS
1.Key Laboratory of Marine Ecosystem Dynamics, Second Institute of Oceanography, Ministry of Natural Resources, Hangzhou 310012, China
2.School of Oceanography, Shanghai Jiao Tong University, Shanghai 200030, China
3.Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai), Zhuhai 519082, China
4.Ningbo Institute of Oceanography, Ningbo 315832, China
sund@sio.org.cn
wangsio@sio.org.cn
Received:28 July 2024,
Accepted:25 September 2024,
Online First:16 December 2024,
Published:01 September 2025
Scan QR Code
FENG Yunzhi,SUN Dong,SHAO Qianwen,et al.Exploring seasonal fluctuations in the zooplankton communities from the WPWP epipelagic and mesopelagic zones by means of eDNA metabarcoding[J].Journal of Oceanology and Limnology,2025,43(05):1528-1542.
FENG Yunzhi,SUN Dong,SHAO Qianwen,et al.Exploring seasonal fluctuations in the zooplankton communities from the WPWP epipelagic and mesopelagic zones by means of eDNA metabarcoding[J].Journal of Oceanology and Limnology,2025,43(05):1528-1542. DOI: 10.1007/s00343-025-4205-2.
Understanding the seasonal variations of the zooplankton community’s structure in the Western Pacific Warm Pool (WPWP)—the most stable open marine environment in the Pacific Ocean—is crucial to predict the impacts of climate change on the ecosystem. However
knowledge on these variations in this region down to the mesopelagic zone is insufficient. In this study
the environmental DNA (eDNA) metabarcoding method was used to investigate the zooplankton community during summer
autumn
and winter
from the surface to a depth of 1 000 m spanning the epipelagic to mesopelagic zones. The zooplankton community structure exhibited seasonal fluctuations at multiple depths except for 200 and 1 000 m. In addition
a stronger zooplankton seasonality was particularly recorded in the epipelagic zone than in the mesopelagic zone
which is consistent with the environmental changes. The studied zooplanktons are dominated by medusae and copepods that showed distinct seasonality. At all depths
medusae exhibited greater seasonal variations than the overall zooplankton community
whereas the copepods did not exhibit significant seasonality. The environmental features and the seasons exerted greater influences on the structure of the zooplankton communities than did the spatial factors. The results of this study indicate that eDNA metabarcoding can provide novel insights into zooplankton assemblages due to its ability to capture a rich variety of medusae
which are often underestimated by net collection.
Adams C I M , Jeunen G J , Cross H et al . 2023 . Environmental DNA metabarcoding describes biodiversity across marine gradients . ICES Journal of Marine Science , 80 ( 4 ): 953 - 971 , https://doi.org/10.1093/icesjms/fsad017 https://doi.org/10.1093/icesjms/fsad017 .
Allan E A , Zhang W G , Lavery A C et al . 2021 . Environmental DNA shedding and decay rates from diverse animal forms and thermal regimes . Environmental DNA , 3 ( 2 ): 492 - 514 , https://doi.org/10.1002/edn3.141 https://doi.org/10.1002/edn3.141 .
Anderson M J . 2001 . A new method for non-parametric multivariate analysis of variance . Austral Ecology , 26 ( 1 ): 32 - 46 , https://doi.org/10.1111/j.1442-9993.2001.01070.pp.x https://doi.org/10.1111/j.1442-9993.2001.01070.pp.x .
Arz J A , Molina E . 2001 . Chapter C5b Planktic foraminiferal quantitative analysis across the Campanian/Maastrichtian boundary at Tercis (Landes, France) . Developments in Palaeontology and Stratigraphy , 19 : 338 - 348 , https://doi.org/10.1016/S0920-5446(01)80037-6 https://doi.org/10.1016/S0920-5446(01)80037-6 .
Beaugrand G , Ibañez F , Lindley J A et al . 2002 . Diversity of calanoid copepods in the North Atlantic and adjacent seas: species associations and biogeography . Marine Ecology Progress Series , 232 : 179 - 195 , https://doi.org/10.3354/meps232179 https://doi.org/10.3354/meps232179 .
Berry T E , Saunders B J , Coghlan M L et al . 2019 . Marine environmental DNA biomonitoring reveals seasonal patterns in biodiversity and identifies ecosystem responses to anomalous climatic events . PLoS Genetics , 15 ( 2 ): e 1007943 , https://doi.org/10.1371/journal.pgen.1007943 https://doi.org/10.1371/journal.pgen.1007943 .
Bohmann K , Evans A , Gilbert M T P et al . 2014 . Environmental DNA for wildlife biology and biodiversity monitoring . Trends in Ecology Evolution , 29 ( 6 ): 358 - 367 , https://doi.org/10.1016/j.tree.2014.04.003 https://doi.org/10.1016/j.tree.2014.04.003 .
Bopp L , Resplandy L , Orr J C et al . 2013 . Multiple stressors of ocean ecosystems in the 21st century: projections with CMIP5 models . Biogeosciences , 10 ( 10 ): 6225 - 6245 , https://doi.org/10.5194/bg-10-6225-2013 https://doi.org/10.5194/bg-10-6225-2013 .
Brotz L , Cheung W W L , Kleisner K et al . 2012 . Increasing jellyfish populations: trends in Large Marine Ecosystems . Hydrobiologia , 690 ( 1 ): 3 - 20 , https://doi.org/10.1007/s10750-012-1039-7 https://doi.org/10.1007/s10750-012-1039-7 .
Bucklin A , Peijnenburg K T C A , Kosobokova K N et al . 2021 . Toward a global reference database of COI barcodes for marine zooplankton . Marine Biology , 168 ( 6 ): 78 , https://doi.org/10.1007/s00227-021-03887-y https://doi.org/10.1007/s00227-021-03887-y .
Callahan B J , McMurdie P J , Rosen M J et al . 2016 . DADA2: high-resolution sample inference from Illumina amplicon data . Nature Methods , 13 ( 7 ): 581 - 583 , https://doi.org/10.1038/Nmeth.3869 https://doi.org/10.1038/Nmeth.3869 .
Caporaso J G , Kuczynski J , Stombaugh J et al . 2010 . QIIME allows analysis of high-throughput community sequencing data . Nature Methods , 7 ( 5 ): 335 - 336 , https://doi.org/10.1038/nmeth.f.303 https://doi.org/10.1038/nmeth.f.303 .
Cordier T , Esling P , Lejzerowicz F et al . 2017 . Predicting the ecological quality status of marine environments from eDNA metabarcoding data using supervised machine learning . Environmental Science Technology , 51 ( 16 ): 9118 - 9126 , https://doi.org/10.1021/acs.est.7b01518 https://doi.org/10.1021/acs.est.7b01518 .
Costello M J , Breyer S . 2017 . Ocean depths: the mesopelagic and implications for global warming . Current Biology , 27 ( 1 ): R36 - R38 , https://doi.org/10.1016/j.cub.2016.11.042 https://doi.org/10.1016/j.cub.2016.11.042 .
Cram J A , Weber T , Leung S W et al . 2018 . The role of particle size, ballast, temperature, and oxygen in the sinking flux to the deep sea . Global Biogeochemical Cycles , 32 ( 5 ): 858 - 876 , https://doi.org/10.1029/2017gb005710 https://doi.org/10.1029/2017gb005710 .
Cravatte S , Delcroix T , Zhang D X et al . 2009 . Observed freshening and warming of the western Pacific Warm Pool . Climate Dynamics , 33 ( 4 ): 565 - 589 , https://doi.org/10.1007/s00382-009-0526-7 https://doi.org/10.1007/s00382-009-0526-7 .
Dai L P , Li C L , Tao Z C et al . 2017 . Zooplankton abundance, biovolume and size spectra down to 3 000 m depth in the western tropical North Pacific during autumn 2014 . Deep Sea Research Part I: Oceanographic Research Papers , 121 : 1 - 13 , https://doi.org/10.1016/j.dsr.2016.12.015 https://doi.org/10.1016/j.dsr.2016.12.015 .
de Garidel-Thoron T , Rosenthal Y , Bassinot F et al . 2005 . Stable sea surface temperatures in the western Pacific warm pool over the past 1.75 million years . Nature , 433 ( 7023 ): 294 - 298 , https://doi.org/10.1038/nature03189 https://doi.org/10.1038/nature03189 .
Delcroix T . 1993 . Seasonal and interannual variability of sea surface temperatures in the tropical Pacific, 1969-1991 . Deep Sea Research Part I: Oceanographic Research Papers , 40 ( 11-12 ): 2217 - 2228 , https://doi.org/10.1016/0967-0637(93)90100-H https://doi.org/10.1016/0967-0637(93)90100-H .
Di Capua I , Piredda R , Mazzocchi M G et al . 2021 . Metazoan diversity and seasonality through eDNA metabarcoding at a Mediterranean long-term ecological research site . ICES Journal of Marine Science , 78 ( 9 ): 3303 - 3316 , https://doi.org/10.1093/icesjms/fsab059 https://doi.org/10.1093/icesjms/fsab059 .
Di Carlo B S , Ianora A , Fresi E et al . 1984 . Vertical zonation patterns for Mediterranean copepods from the surface to 3000 m at a fixed station in the Tyrrhenian sea . Journal of Plankton Research , 6 ( 6 ): 1031 - 1056 , https://doi.org/10.1093/plankt/6.6.1031 https://doi.org/10.1093/plankt/6.6.1031 .
Djurhuus A , Closek C J , Kelly R P et al . 2020 . Environmental DNA reveals seasonal shifts and potential interactions in a marine community . Nature Communications , 11 ( 1 ): 254 , https://doi.org/10.1038/s41467-019-14105-1 https://doi.org/10.1038/s41467-019-14105-1 .
Djurhuus A , Pitz K , Sawaya N A et al . 2018 . Evaluation of marine zooplankton community structure through environmental DNA metabarcoding . Limnology and Oceanography: Methods , 16 ( 4 ): 209 - 221 , https://doi.org/10.1002/lom3.10237 https://doi.org/10.1002/lom3.10237 .
Dray S , Bauman D , Blanchet G et al . 2023 . adespatial: multivariate multiscale spatial analysis . R package version 0.3- 24 . https://CRAN.R-project.org/package=adespatial. Accessed on 2024-02-01 https://CRAN.R-project.org/package=adespatial.Accessedon2024-02-01
Dray S , Legendre P , Peres-Neto P R . 2006 . Spatial modelling: a comprehensive framework for principal coordinate analysis of neighbour matrices (PCNM) . Ecological Modelling , 196 ( 3-4 ): 483 - 493 , https://doi.org/10.1016/j.ecolmodel.2006.02.015 https://doi.org/10.1016/j.ecolmodel.2006.02.015 .
Easson C G , Boswell K M , Tucker N et al . 2020 . Combined eDNA and acoustic analysis reflects diel vertical migration of mixed consortia in the Gulf of Mexico. Frontiers in Marine Science , 7 : 552 , https://doi.org/10.3389/fmars.2020.00552 https://doi.org/10.3389/fmars.2020.00552 .
Farjalla V F , Srivastava D S , Marino N A C et al . 2012 . Ecological determinism increases with organism size . Ecology , 93 ( 7 ): 1752 - 1759 , https://doi.org/10.1890/11-1144.1 https://doi.org/10.1890/11-1144.1 .
Feng Y Z , Sun D , Shao Q W et al . 2022 . Mesozooplankton biodiversity, vertical assemblages, and diel migration in the western tropical Pacific Ocean revealed by eDNA metabarcoding and morphological methods. Frontiers in Marine Science , 9 : 1004410 , https://doi.org/10.3389/fmars.2022.1004410 https://doi.org/10.3389/fmars.2022.1004410 .
Feng Y Z , Sun D , Shao Q W et al . 2023 . COI metabarcoding better reveals the seasonal variations in the zooplankton community in the western Pacific Warm Pool. Ecological Indicators , 156 : 111183 , https://doi.org/10.1016/j.ecolind.2023.111183 https://doi.org/10.1016/j.ecolind.2023.111183 .
Ficetola G F , Pansu J , Bonin A et al . 2015 . Replication levels, false presences and the estimation of the presence/absence from eDNA metabarcoding data . Molecular Ecology Resources , 15 ( 3 ): 543 - 556 , https://doi.org/10.1111/1755-0998.12338 https://doi.org/10.1111/1755-0998.12338 .
Folmer O , Black M , Hoeh W et al . 1994 . DNA primers for amplification of mitochondrial cytochrome c oxidase subunit I from diverse metazoan invertebrates . Molecular Marine Biology and Biotechnology , 3 ( 5 ): 294 - 299 . https://do 10.4028/www.scientific.net/DDF.7.460 http://dx.doi.org/10.4028/www.scientific.net/DDF.7.460
Furlan E M , Gleeson D , Hardy C M et al . 2016 . A framework for estimating the sensitivity of eDNA surveys . Molecular Ecology Resources , 16 ( 3 ): 641 - 654 , https://doi.org/10.1111/1755-0998.12483 https://doi.org/10.1111/1755-0998.12483 .
Govindarajan A F , Francolini R D , Jech J M et al . 2021 . Exploring the use of environmental DNA (eDNA) to detect animal taxa in the mesopelagic zone. Frontiers in Ecology and Evolution , 9 : 574877 , https://doi.org/10.3389/fevo.2021.574877 https://doi.org/10.3389/fevo.2021.574877 .
Hamner W M , Madin L P , Alldredge A L et al . 1975 . Underwater observations of gelatinous zooplankton: sampling problems, feeding biology, and behavior . Limnology and Oceanography , 20 ( 6 ): 907 - 917 , https://doi.org/10.4319/lo.1975.20.6.0907 https://doi.org/10.4319/lo.1975.20.6.0907 .
Hannides C C S , Popp B N , Close H G et al . 2020 . Seasonal dynamics of midwater zooplankton and relation to particle cycling in the North Pacific Subtropical Gyre. Progress in Oceanography , 182 : 102266 , https://doi.org/10.1016/j.pocean.2020.102266 https://doi.org/10.1016/j.pocean.2020.102266 .
Hays G C , Richardson A J , Robinson C . 2005 . Climate change and marine plankton . Trends in Ecology Evolution , 20 ( 6 ): 337 - 344 , https://doi.org/10.1016/j.tree.2005.03.004 https://doi.org/10.1016/j.tree.2005.03.004 .
Heino J , Erős T , Kotanen J et al . 2010 . Describing lake fish communities: do presence-absence and biomass data show similar spatial and environmental relationships? Boreal Environment Research , 15 : 69 - 80 .
Hsieh C H , Chiu T S , Shih C T . 2004 . Copepod diversity and composition as indicators of intrusion of the Kuroshio Branch Current into the northern Taiwan Strait in spring 2000 . Zoological Studies , 43 ( 2 ): 393 - 403 . https://do http://dx.doi.org/ http://dx.doi.org/http://dx.doi.org/
Hsu A C , Xue H J , Chai F et al . 2017 . Variability of the Pacific North Equatorial Current and its implications on Japanese eel ( Anguilla japonica ) larval migration . Fisheries Oceanography , 26 ( 3 ): 251 - 267 , https://doi.org/10.1111/fog.12189 https://doi.org/10.1111/fog.12189 .
Huntley M E , Lopez M D G , Zhou M et al . 2006 . Seasonal dynamics and ecosystem impact of mesozooplankton at station ALOHA based on optical plankton counter measurements . Journal of Geophysical Research: Oceans , 111 ( C5 ): C05 s 10 , https://doi.org/10.1029/2005jc002892 https://doi.org/10.1029/2005jc002892 .
Ji F F , Han D Y , Yan L et al . 2022 . Assessment of benthic invertebrate diversity and river ecological status along an urbanized gradient using environmental DNA metabarcoding and a traditional survey method. Science of the Total Environment , 806 : 150587 , https://doi.org/10.1016/j.scitotenv.2021.150587 https://doi.org/10.1016/j.scitotenv.2021.150587 .
Ju Q C , Jiang S , Tian J W et al . 2013 . Seasonal variability of the bifurcation of the North Equatorial Current . Journal of Hydrodynamics , 25 ( 4 ): 550 - 555 , https://doi.org/10.1016/s1001-6058(11)60395-9 https://doi.org/10.1016/s1001-6058(11)60395-9 .
Kamran M , Frontalini F , Xi D P et al . 2021 . Larger benthic foraminiferal response to the PETM in the Potwar Basin (Eastern Neotethys, Pakistan). Palaeogeography , Palaeoclimatology , Palaeoecology , 575 : 110450 , https://doi.org/10.1016/j.palaeo.2021.110450 https://doi.org/10.1016/j.palaeo.2021.110450 .
Kiemel K , Weithoff G , Tiedemann R . 2023 . DNA metabarcoding reveals impact of local recruitment, dispersal, and hydroperiod on assembly of a zooplankton metacommunity . Molecular Ecology , 32 ( 23 ): 6190 - 6209 , https://doi.org/10.1111/mec.16627 https://doi.org/10.1111/mec.16627 .
Kim Y Y , Qu T D , Jensen T et al . 2004 . Seasonal and interannual variations of the North Equatorial Current bifurcation in a high-resolution OGCM . Journal of Geophysical Research: Oceans , 109 ( C3 ): C 03040 , https://doi.org/10.1029/2003jc002013 https://doi.org/10.1029/2003jc002013 .
Kim D K , Park K Y , Jo H B et al . 2019 . Comparison of water sampling between environmental DNA metabarcoding and conventional microscopic identification: a case study in Gwangyang Bay, South Korea . Applied Sciences-Basel , 9 ( 16 ): 3272 , https://doi.org/10.3390/app9163272 https://doi.org/10.3390/app9163272 .
Kitamura M , Kobari T , Honda M C et al . 2016 . Seasonal changes in the mesozooplankton biomass and community structure in subarctic and subtropical time-series stations in the western North Pacific . Journal of Oceanography , 72 ( 3 ): 387 - 402 , https://doi.org/10.1007/s10872-015-0347-8 https://doi.org/10.1007/s10872-015-0347-8 .
Koppelmann R , Weikert H . 1999 . Temporal changes of deep-sea mesozooplankton abundance in the temperate NE Atlantic and estimates of the carbon budget . Marine Ecology Progress Series , 179 : 27 - 40 , https://doi.org/10.3354/meps179027 https://doi.org/10.3354/meps179027 .
Lai J S , Zou Y , Zhang J L et al . 2022 . Generalizing hierarchical and variation partitioning in multiple regression and canonical analyses using the rdacca. hp R package . Methods in Ecology and Evolution , 13 ( 4 ): 782 - 788 , https://doi.org/10.1111/2041-210x.13800 https://doi.org/10.1111/2041-210x.13800 .
Lamb P D , Fonseca V G , Maxwell D L et al . 2022 . Systematic review and meta-analysis: water type and temperature affect environmental DNA decay . Molecular Ecology Resources , 22 ( 7 ): 2494 - 2505 , https://doi.org/10.1111/1755-0998.13627 https://doi.org/10.1111/1755-0998.13627 .
Landry M R , Al-Mutairi H , Selph K E et al . 2001 . Seasonal patterns of mesozooplankton abundance and biomass at Station ALOHA . Deep Sea Research Part II: Topical Studies in Oceanography , 48 ( 8-9 ): 2037 - 2061 , https://doi.org/10.1016/S0967-0645(00)00172-7 https://doi.org/10.1016/S0967-0645(00)00172-7 .
Laroche O , Kersten O , Smith C R et al . 2020 . Environmental DNA surveys detect distinct metazoan communities across abyssal plains and seamounts in the western Clarion Clipperton Zone . Molecular Ecology , 29 ( 23 ): 4588 - 4604 , https://doi.org/10.1111/mec.15484 https://doi.org/10.1111/mec.15484 .
Leray M , Yang J Y , Meyer C P et al . 2013 . A new versatile primer set targeting a short fragment of the mitochondrial COI region for metabarcoding metazoan diversity: application for characterizing coral reef fish gut contents . Frontiers in Zoology , 10 ( 1 ): 34 , https://doi.org/10.1186/1742-9994-10-34 https://doi.org/10.1186/1742-9994-10-34 .
Li L Q , Keller G . 1998 . Maastrichtian climate, productivity and faunal turnovers in planktic foraminifera in South Atlantic DSDP sites 525A and 21 . Marine Micropaleontology , 33 ( 1-2 ): 55 - 86 , https://doi.org/10.1016/S0377-8398(97)00027-3 https://doi.org/10.1016/S0377-8398(97)00027-3 .
Lin M , Wang C G , Wang Y G et al . 2011 . Zooplanktonic diversity in the western Pacific . Biodiversity Science , 19 ( 6 ): 646 - 654 , https://doi.org/10.3724/SP.J.1003.2011.09178. https://doi.org/10.3724/SP.J.1003.2011.09178. (in Chinese with English abstract)
Long Y , Noman M A , Chen D W et al . 2021 . Western Pacific zooplankton community along latitudinal and equatorial transects in autumn 2017 (Northern Hemisphere) . Diversity , 13 ( 2 ): 58 , https://doi.org/10.3390/d13020058 https://doi.org/10.3390/d13020058 .
Longhurst A R . 2007 . Ecological Geography of the Sea. 2 nd edn . Academic Press , Amsterdam . 560 p, https://doi.org/10.1016/B978-0-12-455521-1.X5000-1 https://doi.org/10.1016/B978-0-12-455521-1.X5000-1 .
Madin L P , Horgan E F , Steinberg D K . 2001 . Zooplankton at the Bermuda Atlantic Time-series Study (BATS) station: diel, seasonal and interannual variation in biomass, 1994-1998 . Deep Sea Research Part II: Topical Studies in Oceanography , 48 ( 8-9 ): 2063 - 2082 , https://doi.org/10.1016/S0967-0645(00)00171-5 https://doi.org/10.1016/S0967-0645(00)00171-5 .
McCartin L J , Vohsen S A , Ambrose S W et al . 2022 . Temperature controls eDNA persistence across physicochemical conditions in seawater . Environmental Science Technology , 56 ( 12 ): 8629 - 8639 , https://doi.org/10.1021/acs.est.2c01672 https://doi.org/10.1021/acs.est.2c01672 .
Mills C E . 2001 . Jellyfish blooms: are populations increasing globally in response to changing ocean conditions? Hydrobiologia , 451 ( 1-3 ): 55 - 68 , https://doi.org/10.1023/A:1011888006302 https://doi.org/10.1023/A:1011888006302 .
Minamoto T , Fukuda M , Katsuhara K R et al . 2017 . Environmental DNA reflects spatial and temporal jellyfish distribution . PLoS One , 12 ( 2 ): e 0173073 , https://doi.org/10.1371/journal.pone.0173073 https://doi.org/10.1371/journal.pone.0173073 .
Morales-Nin B , Panfili J . 2005 . Seasonality in the deep sea and tropics revisited: what can otoliths tell us? Marine and Freshwater Research , 56 ( 5 ): 585 - 598 , https://doi.org/10.1071/Mf04150 https://doi.org/10.1071/Mf04150 .
Nastav B , Malej M , Malej Jr A et al . 2013 . Is it possible to determine the economic impact of jellyfish outbreaks on fisheries? a case study—Slovenia . Mediterranean Marine Science , 14 ( 1 ): 214 - 223 , https://doi.org/10.12681/mms.382 https://doi.org/10.12681/mms.382 .
Oksanen J , Blanchet F G , Friendly M et al . 2020 . Vegan: community ecology package . R package version 2 . 5 - 7 . https://cran.r-project.org/web/packages=vegan. Accessed on 2023-07-01 https://cran.r-project.org/web/packages=vegan.Accessedon2023-07-01 .
Pitt K A , Duarte C M , Lucas C H et al . 2013 . Jellyfish body plans provide allometric advantages beyond low carbon content . PLos One , 8 ( 8 ): e 72683 , https://doi.org/10.1371/journal.pone.0072683 https://doi.org/10.1371/journal.pone.0072683 .
Porath-Krause A , Strauss A T , Henning J A et al . 2022 . Pitfalls and pointers: an accessible guide to marker gene amplicon sequencing in ecological applications . Methods in Ecology and Evolution , 13 ( 2 ): 266 - 277 , https://doi.org/10.1111/2041-210x.13764 https://doi.org/10.1111/2041-210x.13764 .
Purcell J E , Uye S I , Lo W T . 2007 . Anthropogenic causes of jellyfish blooms and their direct consequences for humans: a review . Marine Ecology Progress Series , 350 : 153 - 174 , https://doi.org/10.3354/meps07093 https://doi.org/10.3354/meps07093 .
R Core Team . 2019 . R: a language and environment for statistical computing. R Foundation for Statistical Computing . Vienna, Austria . https://do 10.2307/j.ctvc77jrc.13 http://dx.doi.org/10.2307/j.ctvc77jrc.13
Ratnarajah L , Abu-Alhaija R , Atkinson A et al . 2023 . Monitoring and modelling marine zooplankton in a changing climate . Nature Communications , 14 ( 1 ): 564 , https://doi.org/10.1038/s41467-023-36241-5 https://doi.org/10.1038/s41467-023-36241-5 .
Reolid M , Ainsworth N R . 2022 . Changes in benthic microfossil assemblages before, during and after the early Toarcian biotic crisis in the Portland-Wight Basin (Kerr McGee 97/12-1 well, offshore southern England). Palaeogeography , Palaeoclimatology , Palaeoecology , 599 : 111044 , https://doi.org/10.1016/j.palaeo.2022.111044 https://doi.org/10.1016/j.palaeo.2022.111044 .
Richardson A J . 2008 . In hot water: zooplankton and climate change . ICES Journal of Marine Science , 65 ( 3 ): 279 - 295 , https://doi.org/10.1093/icesjms/fsn028 https://doi.org/10.1093/icesjms/fsn028 .
Robinson C , Steinberg D K , Anderson T R et al . 2010 . Mesopelagic zone ecology and biogeochemistry—a synthesis . Deep Sea Research Part II: Topical Studies in Oceanography , 57 ( 16 ): 1504 - 1518 , https://doi.org/10.1016/j.dsr2.2010.02.018 https://doi.org/10.1016/j.dsr2.2010.02.018 .
Robison B H . 2009 . Conservation of deep pelagic biodiversity . Conservation Biology , 23 ( 4 ): 847 - 858 , https://doi.org/10.1111/j.1523-1739.2009.01219.x https://doi.org/10.1111/j.1523-1739.2009.01219.x .
Rombouts I , Beaugrand G , Ibañez F et al . 2010 . A multivariate approach to large-scale variation in marine planktonic copepod diversity and its environmental correlates . Limnology and Oceanography , 55 ( 5 ): 2219 - 2229 , https://doi.org/10.4319/lo.2010.55.5.2219 https://doi.org/10.4319/lo.2010.55.5.2219 .
Rosindell J , Hubbell S P , Etienne R S . 2011 . The unified neutral theory of biodiversity and biogeography at age ten . Trends in Ecology Evolution , 26 ( 7 ): 340 - 348 , https://doi.org/10.1016/j.tree.2011.03.024 https://doi.org/10.1016/j.tree.2011.03.024 .
Ruhl H A , Smith Jr K L . 2004 . Shifts in deep-sea community structure linked to climate and food supply . Science , 305 ( 5683 ): 513 - 515 , https://doi.org/10.1126/science.1099759 https://doi.org/10.1126/science.1099759 .
Ruppert K M , Kline R J , Rahman M S . 2019 . Past, present, and future perspectives of environmental DNA (eDNA) metabarcoding: a systematic review in methods, monitoring, and applications of global eDNA . Global Ecology and Conservation , 17 : e 00547 , https://doi.org/10.1016/j.gecco.2019.e00547 https://doi.org/10.1016/j.gecco.2019.e00547 .
Saïdi E , Zaghbib-Turki D . 2016 . Planktonic foraminiferal biostratigraphy and quantitative analysis during the Campanian-Maastrichtian transition at the Oued Necham section (Kalâat Senan, central Tunisia) . Turkish Journal of Earth Sciences , 25 ( 6 ): 538 - 572 , https://doi.org/10.3906/yer-1602-13 https://doi.org/10.3906/yer-1602-13 .
Shao Q W , Sun D , Fang C et al . 2022 . Biodiversity and biogeography of abundant and rare microbial assemblages in the western subtropical Pacific Ocean. Frontiers in Microbiology , 13 : 839562 , https://doi.org/10.3389/fmicb.2022.839562 https://doi.org/10.3389/fmicb.2022.839562 .
Sheridan C C , Landry M R . 2004 . A 9-year increasing trend in mesozooplankton biomass at the Hawaii Ocean Time-Series Station ALOHA . ICES Journal of Marine Science , 61 ( 4 ): 457 - 463 , https://doi.org/10.1016/j.icesjms.2004.03.023 https://doi.org/10.1016/j.icesjms.2004.03.023 .
Steinberg D K , Landry M R . 2017 . Zooplankton and the ocean carbon cycle . Annual Review of Marine Science , 9 : 413 - 444 , https://doi.org/10.1146/annurev-marine-010814-015924 https://doi.org/10.1146/annurev-marine-010814-015924 .
Sun D , Wang C S . 2017 . Latitudinal distribution of zooplankton communities in the Western Pacific along 160°E during summer 2014 . Journal of Marine Systems , 169 : 52 - 60 , https://doi.org/10.1016/j.jmarsys.2017.01.011 https://doi.org/10.1016/j.jmarsys.2017.01.011 .
Suter L , Polanowski A M , Clarke L J et al . 2021 . Capturing open ocean biodiversity: comparing environmental DNA metabarcoding to the continuous plankton recorder . Molecular Ecology , 30 ( 13 ): 3140 - 3157 , https://doi.org/10.1111/mec.15587 https://doi.org/10.1111/mec.15587 .
Tang Q Q , Yang J , Sun D . 2022 . Functional diversity of copepod assemblages along a basin-scale latitudinal gradient in the North Pacific Ocean. Ecological Indicators , 141 : 109112 , https://doi.org/10.1016/j.ecolind.2022.109112 https://doi.org/10.1016/j.ecolind.2022.109112 .
Turner J T . 2004 . The importance of small planktonic copepods and their roles in pelagic marine food webs . Zoological Studies , 43 ( 2 ): 255 - 266 .
Valencia B , Landry M R , Décima M et al . 2016 . Environmental drivers of mesozooplankton biomass variability in the North Pacific Subtropical Gyre . Journal of Geophysical Research: Biogeosciences , 121 ( 12 ): 3131 - 3143 , https://doi.org/10.1002/2016jg003544 https://doi.org/10.1002/2016jg003544 .
Vinogradov M E , Shushkina E A . 2002 . Vertical distribution of gelatinous macroplankton in the North Pacific observed by manned submersibles Mir -1 and Mir -2 . Journal of Oceanography , 58 ( 2 ): 295 - 303 , https://doi.org/10.1023/A:1015813809541 https://doi.org/10.1023/A:1015813809541 .
Weltzin J F , Betancourt J L , Cook B I et al . 2020 . Seasonality of biological and physical systems as indicators of climatic variation and change . Climatic Change , 163 ( 4 ): 1755 - 1771 , https://doi.org/10.1007/s10584-020-02894-0 https://doi.org/10.1007/s10584-020-02894-0 .
Wilding T A , Stoeck T , Morrissey B J et al . 2023 . Maximising signal-to-noise ratios in environmental DNA-based monitoring. Science of the Total Environment , 858 : 159735 , https://doi.org/10.1016/j.scitotenv.2022.159735 https://doi.org/10.1016/j.scitotenv.2022.159735 .
Yang G , Li C L , Wang Y Q et al . 2017 . Spatial variation of the zooplankton community in the western tropical Pacific Ocean during the summer of 2014 . Continental Shelf Research , 135 : 14 - 22 , https://doi.org/10.1016/j.csr.2017.01.009 https://doi.org/10.1016/j.csr.2017.01.009 .
Zaiko A , Greenfield P , Abbott C et al . 2022 . Towards reproducible metabarcoding data: lessons from an international cross-laboratory experiment . Molecular Ecology Resources , 22 ( 2 ): 519 - 538 , https://doi.org/10.1111/1755-0998.13485 https://doi.org/10.1111/1755-0998.13485 .
Zang Y , Chen H J , Zhuang Y Y et al . 2023 . Latitudinal transition of epipelagic mesozooplankton in the northwestern Pacific in winter. Marine Environmental Research , 186 : 105915 , https://doi.org/10.1016/j.marenvres.2023.105915 https://doi.org/10.1016/j.marenvres.2023.105915 .
Zheng Z , Li S J , Xu Z Z . 1984 . Marine Planktology . Ocean Press , Beijing . 653 p. (in Chinese)
0
Views
14
Downloads
0
CSCD
Publicity Resources
Related Articles
Related Author
Related Institution
京公网安备11010802024621