Sierks, Maria; Diallo, Papa Oumar Djibril; Aguilar Muñoz, Polette; Aravena, Camila; Burmeister, Christian; Crispi, Olivier; Fernández, Camila; Gouriou, Maëlann; Hassenrück, Christiane; Jamont, Alizée; Laymand, Emile; Maeke, Mara D; Marie, Barbara; Molina, Verónica; Ortega-Retuerta, Eva; Rabouille, Sophie; Sajeeb, Mazharul Islam; Stevens, Martha; Turon, Robin; Valdés-Castro, Valentina; Beier, Sara (2025): Investigation of environmental disturbances and fluctuations in coastal environments [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.984582
Always quote citation above when using data! You can download the citation in several formats below.
Published: 2025-09-11 • DOI registered: 2025-09-15
Abstract:
Coastal marine environments — including lagoons, fjords, and estuaries — are characterized by pronounced environmental variability, with fluctuations in salinity, temperature, and nutrient levels shaping microbial community structure and function. To explore these dynamic systems, we sampled 26 sites between December 2021 and January 2023 along the coasts of France and Chile, spanning lagoons, estuaries, fjords, harbours, and both coastal and offshore marine environments. Surface waters were collected using either Niskin bottles or polycarbonate carboys, with additional deeper layers obtained at three sites. Monthly sampling at six French sites enables the assessment of seasonal dynamics. The presented dataset captures multiple environmental gradients, ranging from terrestrial–marine transitions and salinity fluctuations to eutrophication level, seasonal, geographic and disturbance-related variation. A total of 116 samples were analysed for 13 environmental parameters alongside metabarcoding and metagenomic sequencing. Temperature and salinity were recorded in the field immediately after sampling. Chlorophyll a was quantified fluorometrically following acetone extraction (Holm-Hansen et al. 1965; Lorenzen 1967). Dissolved organic carbon (DOC) was measured using high-temperature catalytic oxidation (Benner and Strom 1993) with a TOC analyser. Fluorescent dissolved organic matter (fDOM) peaks T and C (as proxy for protein like and humic like DOM, respectively) were quantified with a Jasco FP-8500 spectrofluorometer (Coble 1996). Leucine incorporation rates were determined via the centrifugation method (Smith and Azam 1992), and respiration rates were estimated via oxygen consumption in 5 ml glass vials using PreSens OxoDishes and a SensorDish® Reader. Inorganic nutrients were analyzed using a QuAAtro39 or AA3HR autoanalyzer (Grasshoff et al. 2009; Aminot and Kérouel 2007).
Keyword(s):
Supplement to:
Maeke, Mara D; Hassenrück, Christiane; Aguilar Muñoz, Polette; Aravena, Camila; Burmeister, Christian; Crispi, Olivier; Diallo, Papa Oumar Djibril; Fernández, Camila; Gouriou, Maëlann; Jamont, Alizée; Laymand, Emile; Marie, Barbara; Molina, Verónica; Ortega-Retuerta, Eva; Rabouille, Sophie; Sajeeb, Mazharul Islam; Sierks, Maria; Stevens, Martha; Turon, Robin; Valdés-Castro, Valentina; Beier, Sara (in prep.): Metabarcoding and metagenomic data across aquatic environmental gradients along the coasts of France and Chile. Collection: Metagenomics in marine and terrestrial aquatic environments, Scientific Data
Related to:
Beier, Sara (2025): Investigation of environmental disturbances on microbial communities in coastal environments [dataset]. European Nucleotide Archive (ENA), insdc:PRJEB90443
Maeke, Mara D; Hassenrück, Christiane; Beier, Sara (2025): Metabarcoding and metagenomic data across aquatic environmental gradients along the coasts of France and Chile. Zenodo, https://doi.org/10.5281/ZENODO.16928831
References:
Aminot, Alain; Kerouel, Roger (2007): Dosage automatique des nutriments dans les eaux marines: méthodes en flux continu (in French). In: Ifremer (Ed.), Méthodes d'analyse en milieu marin, 188 pp
Benner, Ronald H; Strom, Michael (1993): A critical evaluation of the analytical blank associated with DOC measurements by high-temperature catalytic oxidation. Marine Chemistry, 41(1-3), 153-160, https://doi.org/10.1016/0304-4203(93)90113-3
Coble, Paula G (1996): Characterization of marine and terrestrial DOM in seawater using excitation-emission matrix spectroscopy. Marine Chemistry, 51(4), 325-346, https://doi.org/10.1016/0304-4203(95)00062-3
Grasshoff, Klaus; Kremling, Klaus; Ehrhardt, M (2009): Methods of Seawater Analysis, 3rd Completely Revised and Enlarged Edition. 632 pp
Holm-Hansen, Osmund; Lorenzen, Carl J; Holmes, Robert W; Strickland, John D H (1965): Fluorometric Determination of Chlorophyll. ICES Journal of Marine Science, 30(1), 3-15, https://doi.org/10.1093/icesjms/30.1.3
Lorenzen, Carl J (1967): Determination of Chlorophyll and Pheo-Pigments: Spectrophotometric Equations. Limnology and Oceanography, 12(2), 343-346, https://doi.org/10.4319/lo.1967.12.2.0343
Smith, David Charles; Azam, Farooq (1992): A simple, economical method for measuring bacterial protein synthesis rates in seawater using 3H-leucine. Marine Microbial Food Webs, 6(2), 107-114
Related code / software:
Beier, Sara; Maeke, Mara D (2025): Scripts to process raw data [software]. https://git.iow.de/bio_inf/IOWseq000048_gesifus.field
Further details:
Diallo, Papa Oumar Djibril; Sierks, Maria; Ortega-Retuerta, Eva; Beier, Sara (2025): Investigation of environmental disturbances and fluctuations in coastal environments - raw data for the estimation of respiration and leucin incorporation rates [dataset]. Contextual_data.zip
Project(s):
Funding:
Centre National de la Recherche Scientifique (CNRS), grant/award no. IRP MAST CNRS INSU INSB INEE: CNRS Laboratoire international associé program
Deutsche Forschungsgemeinschaft, Bonn (DFG), grant/award no. BE5937/2-3: GESIFUS2 - The genetic structure of microbial communities as a signature of their functional stability
National Agency for Research and Development (ANID), grant/award no. 1211977: National Fund for Scientific and Technological Development (FONDECYT)
Coverage:
Median Latitude: 32.163025 * Median Longitude: -6.649043 * South-bound Latitude: -42.386510 * West-bound Longitude: -72.955399 * North-bound Latitude: 43.116167 * East-bound Longitude: 3.543333
Date/Time Start: 2021-12-02T00:00:00 * Date/Time End: 2024-01-17T00:00:00
Minimum DEPTH, water: 1.0 m * Maximum DEPTH, water: 500.0 m
Event(s):
CBD01 * Latitude: -42.343600 * Longitude: -72.479690 * Date/Time Start: 2022-05-02T00:00:00 * Date/Time End: 2022-05-02T00:00:00 * Elevation: -200.0 m * Location: Comau Fjord, Chile * Campaign: GESIFUS.4 * Method/Device: Bottle, Niskin 10-L (NIS_10L)
CBS01 * Latitude: -42.343600 * Longitude: -72.479690 * Date/Time Start: 2022-05-02T00:00:00 * Date/Time End: 2022-05-02T00:00:00 * Elevation: -1.0 m * Location: Comau Fjord, Chile * Campaign: GESIFUS.4 * Method/Device: Bottle, Niskin 10-L (NIS_10L)
CCO01 * Latitude: -36.526243 * Longitude: -72.955399 * Date/Time Start: 2022-04-21T00:00:00 * Date/Time End: 2022-04-21T00:00:00 * Elevation: -1.0 m * Location: Coliumo Beach, Chile * Campaign: GESIFUS.3 * Method/Device: Carboy, polycarbonate, 20-L
Comment:
#8888.00 = nutrients data available at https://www.moose-network.fr/; #9999.00 = nutrients data available at https://www.somlit.fr
Additional funding information:
* Fondation de la Mer, scholarship to Emile Laymand (https://www.fondationdelamer.org/nos-programmes/postuler-a-une-bourse/)
* École Normale Supérieure de Paris (ENS-PSL), scholarship to Emile Laymand
* European Commission (EC), Erasmus Mundus Joint Master scholarships to Mazharul Islam Sajeeb, Camila Aravena, Alizée Jamont
* European Commission (EC), Erasmus+ scholarship to Maria Sierks
* Institut de l'Océan de l'Alliance Sorbonne Université, scholarship to Papa Oumar Djibril Diallo
Parameter(s):
| # | Name | Short Name | Unit | Principal Investigator | Method/Device | Comment |
|---|---|---|---|---|---|---|
| 1 | Event label | Event | Beier, Sara | |||
| 2 | Campaign of event | Campaign | Beier, Sara | |||
| 3 | Environmental feature | Env feature | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Environmental medium | |
| 4 | Environmental feature (URI) | Env feature (URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Environmental medium | |
| 5 | Environmental feature (Semantic URI) | Env feature (Semantic URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Environmental medium | |
| 6 | Environmental feature | Env feature | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Broad-scale environmental context | |
| 7 | Environmental feature (URI) | Env feature (URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Broad-scale environmental context | |
| 8 | Environmental feature (Semantic URI) | Env feature (Semantic URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Broad-scale environmental context | |
| 9 | Environmental feature | Env feature | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Local environmental context | |
| 10 | Environmental feature (URI) | Env feature (URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Local environmental context | |
| 11 | Environmental feature (Semantic URI) | Env feature (Semantic URI) | Beier, Sara | Terms registered at EnvO, the Environmental Ontology | Environmental feature: Local environmental context | |
| 12 | Location of event | Location | Beier, Sara | |||
| 13 | Latitude of event | Latitude | Beier, Sara | |||
| 14 | Longitude of event | Longitude | Beier, Sara | |||
| 15 | Elevation of event | Elevation | m | Beier, Sara | ||
| 16 | Date/Time of event | Date/Time | Beier, Sara | |||
| 17 | Method/Device of event | Method/Device | Beier, Sara | |||
| 18 | Comment of event | Comment | Beier, Sara | |||
| 19 | DEPTH, water | Depth water | m | Beier, Sara | Geocode | |
| 20 | Accession number, genetics | Access no gen | Beier, Sara | registered at the European Nucleotides Archive (ENA) | Sample accession number | |
| 21 | Accession number, genetics | Access no gen | Beier, Sara | registered at the European Nucleotides Archive (ENA) | Additional sample accession number | |
| 22 | Temperature, water | Temp | °C | Beier, Sara | Conductivity meter, WTW, Cond 330i (sampling in France); Multiparameter meter, Thermo Scientific, Orion Star™ (sampling in Chile) | |
| 23 | Salinity | Sal | Beier, Sara | Conductivity meter, WTW, Cond 330i (sampling in France); Multiparameter meter, Thermo Scientific, Orion Star™ (sampling in Chile) | ||
| 24 | Chlorophyll a | Chl a | µg/l | Beier, Sara | Fluorometer, Turner Designs, 10-AU | |
| 25 | Carbon, organic, dissolved | DOC | µmol/l | Ortega-Retuerta, Eva | Total organic carbon analyzer, Shimadzu, TOC-V CSH | |
| 26 | Fluorescence, dissolved organic matter, C coble-peak | FDOM C-peak | RU | Ortega-Retuerta, Eva | Spectrofluorometer, JASCO, FP-8500; equipped with xenon lamp | |
| 27 | Fluorescence, dissolved organic matter, T coble-peak | FDOM T-peak | RU | Ortega-Retuerta, Eva | Spectrofluorometer, JASCO, FP-8500; equipped with xenon lamp | |
| 28 | Leucine incorporation rate | Leu inc rate | pmol/l/h | Beier, Sara | Tritated leucine incorporation method according to Smith and Azam (1992) | Raw data are available under "Further details" of Diallo et al. (2025); scripts to process raw data under "Related code/software" |
| 29 | Respiration rate, carbon | Resp C | µg/l/day | Beier, Sara | Respirometry plate, PreSens, OxoDish®; using a sensor dish reader (SDR), PreSens, SensorDish® Reader | Raw data are available under "Further details" of Diallo et al. (2025); scripts to process raw data under "Related code/software" |
| 30 | Ammonia | NH3 | µmol/l | Beier, Sara | Continuous Segmented Flow Analyzer, SEAL Analytical, QuAAtro39 | Detection limit: 0.5 µmol/l; #8888.00 = data available at https: |
| 31 | Silicate | Si(OH)4 | µmol/l | Beier, Sara | Continuous Segmented Flow Analyzer, SEAL Analytical, QuAAtro39 | Detection limit: 2 µmol/l; #8888.00 = data available at https: |
| 32 | Phosphate | [PO4]3- | µmol/l | Beier, Sara | Segmented continuous flow autoanalyzer, SEAL Analytical, QuAAtro39; or segmented continuous flow autoanalyzerBran-Luebbbe, AA3HR | Detection limit of autoanalyzer QuAAtro39: 0.1 µmol/l; detection limit of AutoAnalyzer AA3HR: 0.01 µmol/l; #8888.00 = data available at https: |
| 33 | Nitrite | [NO2]- | µmol/l | Beier, Sara | Segmented continuous flow autoanalyzer, SEAL Analytical, QuAAtro39; or segmented continuous flow autoanalyzerBran-Luebbbe, AA3HR | Detection limit of autoanalyzer QuAAtro39: 0.04 µmol/l; detection limit of AutoAnalyzer AA3HR: 0.01 µmol/l; #8888.00 = data available at https: |
| 34 | Nitrate | [NO3]- | µmol/l | Beier, Sara | Segmented continuous flow autoanalyzer, SEAL Analytical, QuAAtro39; or segmented continuous flow autoanalyzerBran-Luebbbe, AA3HR | Detection limit 0.02 µmol/l (both autoanalyzers); #8888.00 = data available at https: |
| 35 | Uniform resource locator/link to reference | URL ref | Beier, Sara | URL to retrieve nutrients data (ammonia, silicate, phosphate, nitrite, nitrate) for MOOSE platform (#8888.00) and SOMLIT platform (#9999.00) | ||
| 36 | Method comment | Method comm | Beier, Sara | Device used for nutrients: phosphate and nitrate | ||
| 37 | Method comment | Method comm | Beier, Sara | Device used for nutrients: nitrite |
License:
Creative Commons Attribution 4.0 International (CC-BY-4.0)
Status:
Curation Level: Enhanced curation (CurationLevelC)
Size:
2138 data points
Download Data
View dataset as HTML (shows only first 2000 rows)
