Plankton diversity around Sempu Strait, Indonesia, revealed by eDNA metabarcoding

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DIAN ALIVIYANTI
SHAFIRA HAPSARI NOOR AMALIA
MUHAMMAD DAILAMI
ASEP AWALUDIN PRIHANTO
SYARIFAH HIKMAH JULINDA SARI
HEDER DJAMALUDIN
EKWAN NOFA WIRATNO

Abstract

Abstract. Aliviyanti D, Amalia SHN, Dailami M, Prihanto AA, Sari SHJ, Djamaludin H, Wiratno EN. 2025. Plankton diversity around Sempu Strait, Indonesia, revealed by eDNA metabarcoding. Biodiversitas 26: 5848-5856. Plankton diversity plays a critical role in assessing marine ecosystem health and productivity. Environmental DNA (eDNA) metabarcoding offers a highly informative tool for detecting plankton biodiversity more comprehensively compared to conventional methods. This study assessed plankton diversity and water quality in the Sempu Strait, Indonesia, by analyzing eDNA samples collected from five stations during a single sampling period in August 2024. Environmental parameters (temperature, salinity, pH, dissolved oxygen, nitrate, and phosphate) were measured and found within typical ranges, except for nitrate and phosphate, which exceeded marine quality thresholds. Water samples were filtered and amplified using the 18S V9 region, and sequences were processed using DADA2 and assigned taxonomically against the PR2 database. A total of 361 species across 341 genera were identified from 2.8 million raw reads. The Shannon-Wiener index (H') diversity indices range from 4.61 to 6.43, while Simpson's index (D) ranges from 0.964-0.997, indicating overall high alpha diversity. The most dominant phytoplankton genera were Leptocylindrus and Chaetoceros, while Neocalanus dominated the zooplankton community. Stations near anthropogenic activity showed distinct taxonomic profiles and higher nutrient concentrations. These findings confirm that eDNA metabarcoding is an effective and sensitive approach for monitoring marine plankton communities. This method enhances biodiversity detection and provides valuable reference for future ecological assessments and conservation planning in Indonesian coastal ecosystems.

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Akinnawo SO. 2023. Eutrophication: Causes, consequences, physical, chemical and biological techniques for mitigation strategies. Environ Challenges 12: 100733. DOI: 10.1016/j.envc.2023.100733.

Aliviyanti D, Suharjono S, Retnaningdyah C. 2017. The impact of dissolved nitrate and phosphate on maximum growth rate and carrying capacity of Oscillatoria in intensive shrimp (Litopenaeus vannamei) farming pond Situbondo, East Java, Indonesia. J Exp Life Sci 7 (1): 55-60. DOI: 10.21776/ub.jels.2016.007.01.11.

Amaral-Zettler LA, McCliment EA, Ducklow HW, Huse SM. 2009. A method for studying protistan diversity using massively parallel sequencing of V9 hypervariable regions of small-subunit ribosomal RNA genes. PLoS One 4: e6372. DOI: 10.1371/journal.pone.0006372.

Andriyono S, Alam MJ, Kim HW. 2019. Environmental DNA (eDNA) metabarcoding: Diversity study around the Pondok Dadap fish landing station, Malang, Indonesia. Biodiversitas 20 (12): 3772-3781. DOI: 10.13057/biodiv/d201241.

APHA [American Public Health Association]. 2017. Standard Methods for the Examination of Water and Wastewater (23rd ed.). Washington DC: American Public Health Association.

Astriana BH, Larasati CE. 2021. Diversitas plankton di perairan Pantai Sire Kabupaten Lombok Utara. Jurnal Ilmu Kelautan Lesser Sunda 1 (1): 9-14. DOI: 10.29303/jikls.v1i1.26.

Bintoro G, Isdianto A, Harahab N, Kurniawan A, Wicaksono AD, Maharditha R, Fathah AL, Putri BM, Haykal MF, Asadi MA, Setyanto A, Lelono TD, Luthfi OM, Pratiwi DC. 2023. Reef fish monitoring as a coral reef resilience indicator in the Sempu Strait, South of East Java, Indonesia. Biodiversitas 24: 4950-4959. DOI: 10.13057/biodiv/d240938.

Blomqvist P. 2001. A proposed standard method for composite sampling of water chemistry and plankton in small lakes. Environ Ecol Stat 8 (2): 121-134. DOI: 10.1023/A:1011382600134.

Bokulich NA, Subramanian S, Faith JJ, Gevers D, Gordon JI, Knight R, Mills DA, Caporaso JG. 2013. Quality-filtering vastly improves diversity estimates from Illumina amplicon sequencing. Nat Methods 10 (1): 57-59. DOI: 10.1038/nmeth.2276.

Callahan BJ, McMurdie PJ, Rosen MJ, Han AW, Johnson AJA, Holmes SP. 2016a. DADA2: High-resolution sample inference from Illumina amplicon data. Nat Methods 13: 581-583. DOI: 10.1038/nmeth.3869.

Chen K, Zhou M, Zhong Y, Waniek JJ, Shan C, Zhang Z. 2022. Effects of mixing and stratification on the vertical distribution and size spectrum of zooplankton on the shelf and slope of the northern South China Sea. Front Mar Sci 9: 870021. DOI: 10.3389/fmars.2022.870021.

Cheng C, Fei Z, Xiao P. 2023. Methods to improve the accuracy of next-generation sequencing. Front Bioeng Biotechnol 11: 982111. DOI: 10.3389/fbioe.2023.982111.

Devlin M, Brodie J. 2023. Nutrients and eutrophication. In: Reichelt-Brushett A (eds). Marine Pollution – Monitoring, Management and Mitigation. Springer Nature Switzerland, Cham. DOI: 10.1007/978-3-031-10127-4_4.

Dewi CSU, Wahyudi S, Tarno H, Wiadnya DGR, Iranawati F, Sukandar S, Martinah A, Sani LMI, Subhan B, Herandarudewi SM, Faiqoh E, Ciptadi G. 2025. Genetic of stranded Dugong dugon (Müller 1776) in the Java Sea, Indonesia, through COX1-based DNA barcoding. Biodiversitas 26 (2): 951-962. DOI: 10.13057/biodiv/d260244.

Du X, Xiong W, Li S, Zhan A. 2024. Conventional net tow versus environmental DNA for metabarcoding-based analysis of plankton-environment interactions in polluted aquatic ecosystems. Ecol Indic 158: 111356. DOI: 10.1016/j.ecolind.2023.111356.

Evita INM, Hariyati R, Hidayat JW. 2021. Kelimpahan dan keanekaragaman plankton sebagai bioindikator kualitas air di perairan Pantai Sayung Kabupaten Demak Jawa Tengah. Bioma 23 (1): 25-32. DOI: 10.14710/bioma.23.1.25-32.

Gao W, Chen Z, Li Y, Pan Y, Zhu J, Guo S, Hu L, Huang J. 2018. Bioassessment of a drinking water reservoir using plankton: High throughput sequencing vs traditional morphological method. Water 10 (1): 82. DOI: 10.3390/w10010082.

Gelis MMN, Canino A, Bouchez A, Domaizon I, Laplace-Treyture C, Rimet F, Alric B. 2024. Assessing the relevance of DNA metabarcoding compared to morphological identification for lake phytoplankton monitoring. Sci Total Environ 914: 169774. DOI: 10.1016/j.scitotenv.2023.169774.

Georges O, Fernández S, Martinez JL, Garcia-Vazquez E. 2021. DNA metabarcoding illustrates biological pollution threats of Red Sea-Dead Sea water conveyance to Dead Sea biodiversity. Mar Pollut Bull 168: 112451. DOI: 10.1016/j.marpolbul.2021.112451.

He X, Jeffery NW, Stanley RRE, Hamilton LC, Rubidge EM, Abbott CL. 2023. eDNA metabarcoding enriches traditional trawl survey data for monitoring biodiversity in the marine environment. ICES J Mar Sci 80 (5): 1-10. DOI: 10.1093/icesjms/fsad083.

Hou LT, Wang BS, Lai CC, Chen TY, Shih YY, Shiah FK, Ko CY. 2022. Effects of mixed layer depth on phytoplankton biomass in a tropical marginal ocean: A multiple timescale analysis. Earths Future 10 (5): e2020EF001842. DOI: 10.1029/2020EF001842.

Hwang JS, Dahms HU, Tseng LC, Chen QC. 2007. Intrusions of the Kuroshio current in the northern South China Sea affect copepod assemblages of the Luzon Strait. J Exp Mar Biol Ecol 352 (1): 12-27. DOI: 10.1016/j.jembe.2007.06.034.

Ibarbalz FM, Henry N, Brandão MC et al. 2019. Global trends in marine plankton diversity across kingdoms of life. Cell 179 (5): 1084-1097.e21. DOI: 10.1016/j.cell.2019.10.008.

Isles PDF, Creed IF, Jonsson A, Bergström AK. 2021. Trade-offs between light and nutrient availability across gradients of dissolved organic carbon lead to spatially and temporally variable responses of lake phytoplankton biomass to browning. Ecosystems 24 (8): 1837-1852. DOI: 10.1007/s10021-021-00619-7.

Ji F, Yan L, Yan S, Qin T, Shen J, Zha J. 2021. Estimating aquatic plant diversity and distribution in rivers from Jingjinji region, China, using environmental DNA metabarcoding and a traditional survey method. Environ Res 199: 111348. DOI: 10.1016/j.envres.2021.111348.

Kuncoro I, Zamani NP, Subhan B, Cahyani NKD. 2023. eDNA assessment of scleractinian diversity and distribution in Lemukutan Island, Indonesia. Biodiversitas 24: 4185-4191. DOI: 10.13057/biodiv/d240758.

Kwok KWH, Souissi S, Dur G, Won EJ, Lee JS. 2015. Copepods as reference species in estuarine and marine waters. In: Amiard-Triquet C, Amiard JC, Mouneyrac C (eds). Aquatic Ecotoxicology. Academic Press, London. DOI: 10.1016/B978-0-12-800949-9.00012-7.

Martin M. 2011. Cutadapt removes adapter sequences from high-throughput sequencing reads. EMBnet J 17: 10-12. DOI: 10.14806/ej.17.1.200.

Nguyen AT, Dao TS, Strady E, Nguyen TTN, Aimé J, Gratiot N, Némery J. 2022. Phytoplankton characterization in a tropical tidal river impacted by a megacity: The case of the Saigon River (Southern Vietnam). Environ Sci Pollut Res 29 (3): 4076-4092. DOI: 10.1007/s11356-021-15850-x.

Nindarwi DD, Samara SH, Santanumurti MB. 2021. Nitrate and phosphate dynamics of phytoplankton abundance in Kanceng River, Sepuluh, Bangkalan, East Java, Indonesia. IOP Conf Ser: Earth Environ Sci 679 (1): 012063. DOI: 10.1088/1755-1315/679/1/012063.

Oduor NA, Cristina SC, Costa P. 2023. Sources of anthropogenic nutrients and their implications on nutrient chemistry and ecological conditions of Ria Formosa lagoon, Portugal. Reg Stud Mar Sci 61: 102843. DOI: 10.1016/j.rsma.2023.102843.

Pemerintah Republik Indonesia. 2021. Peraturan Pemerintah No. 22 Tahun 2021 tentang Perlindungan dan Pengelolaan Lingkungan Hidup. Sekretariat Negara, Jakarta.

R Core Team. 2024. R: A Language and Environment for Statistical Computing, Vienna, Austria. R Foundation for Statistical Computing.

https://www.R-project.org/.

Rachman A, Purwandana A, Fitriya N. 2021. Phytoplankton community structure of the Makassar Strait, Indonesia. IOP Conf Ser Earth Environ Sci 789: 012006. DOI: 10.1088/1755-1315/789/1/012006.

Retnaningdyah C, Hakim L, Arisoesilaningsih E, Sumani S, Setiahadi R, Mukhtasor M. 2025. Phytoplankton diversity as a health indicator of coastal ecosystems in Prigi Bay, Trenggalek District, East Java, Indonesia. Biodiversitas 26: 2198-2209. DOI: 10.13057/biodiv/d260518.

Stefanni S, Stankovi? D, Borme D, De Olazabal A, Jureti? T, Pallavicini A, Tirelli V. 2018. Multi-marker metabarcoding approach to study mesozooplankton at basin scale. Sci Rep 8: 12085. DOI: 10.1038/s41598-018-30157-7.

Susanti E, Widoretno MR, Prihatinningtyas E, Akhdiana I, Riffiani R, Henny C, Toruan RL. 2022. Phytoplankton diversity in Jakarta Bay Estuary, Indonesia. IOP Conf Ser: Earth Environ Sci 1062 (1): 012014. DOI: 10.1088/1755-1315/1062/1/012014.

Wang F, Xie Y, Wu W, Sun P, Wang L, Huang B. 2019. Picoeukaryotic diversity and activity in the northwestern Pacific Ocean based on rDNA and rRNA high-throughput sequencing. Front Microbiol 9: 3259. DOI: 10.3389/fmicb.2018.03259.

Yamindago A, Lee N, Woo S, Yum S. 2020. Impact of zinc oxide nanoparticles on the bacterial community of Hydra magnipapillata. Mol Cell Toxicol 16 (1): 63-72. DOI: 10.1007/s13273-019-00058-5.

Yang J, Zhang X. 2020. eDNA metabarcoding in zooplankton improves the ecological status assessment of aquatic ecosystems. Environ Intl 134: 105230. DOI: 10.1016/j.envint.2019.105230.

Younas H. 2024. Secondary metabolites from marine epiphytic bacteria against plant pathogens. In: Abd-elsalam KA, Mohamed HI (eds). Bacterial Secondary Metabolites. Elsevier, Amsterdam. DOI: 10.1016/B978-0-323-95251-4.00012-0.

Zamora-Terol S, Novotny A, Winder M. 2020. Reconstructing marine plankton food web interactions using DNA metabarcoding. Mol Ecol 29 (17): 3380-3395. DOI: 10.1111/mec.15555.

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