| Contributors | Affiliation | Role |
|---|---|---|
| Neuer, Susanne | Arizona State University (ASU) | Principal Investigator |
| Baird, Kaitlin | Bermuda Institute of Ocean Sciences (BIOS) | Co-Principal Investigator |
| Blanco-Bercial, Leocadio | Bermuda Institute of Ocean Sciences (BIOS) | Co-Principal Investigator |
| Maas, Amy Elizabeth | Bermuda Institute of Ocean Sciences (BIOS) | Co-Principal Investigator |
| Niimi, Yuuki Justin | Arizona State University (ASU) | Student |
| Mickle, Audrey | Woods Hole Oceanographic Institution (WHOI BCO-DMO) | BCO-DMO Data Manager |
Zooplankton Collection
Zooplankton were collected during six Bermuda Atlantic Time-series Study (BATS) cruises between July 2021 and March 2023 aboard the R/V Atlantic Explorer. Sampling was conducted using a 1-m² Multiple Opening/Closing Net and Environmental Sensing System (MOCNESS) equipped with 150-µm mesh nets, Scripps Institution of Oceanography electronics, and strobe lights to enhance capture of fast-swimming taxa. Tows were performed during both day and night from the surface to 600 m, with a focus on the upper 300 m.
Fecal Pellet Production Experiments
Target zooplankton taxa were collected using MOCNESS tows and incubated individually in 1-L acid-washed plastic containers ("Copepotties") filled with 0.2-µm filtered seawater. Each container included an inner insert constructed from a 1-mm mesh-bottomed plastic cup to allow separation of fecal pellets from the zooplankton. Incubations were conducted in the dark at approximately 20°C for 8–12 hours during both day and night periods.
Following incubation, fecal pellets were collected under a dissection microscope using glass pipettes and rinsed three times with nuclease-free water. Pellets were imaged under a stereomicroscope, and morphometric measurements were obtained using INFINITY ANALYZE 7 software (Teledyne Technologies, Inc). Fecal pellet areas measured from images were converted to biovolumes (µm³) using shape-specific geometric formulas applied to different particle categories (e.g., spherical for fecal and phytodetrital aggregates, cylindrical for euphausiid pellets). Biovolumes were then converted to carbon content (mg C) using empirically derived conversion factors from published oceanographic studies (Alldredge & Gotschalk, 1990; Silver & Bruland, 1981; Durkin et al., 2021). Zooplankton individuals responsible for pellet production were imaged separately after incubation to confirm taxonomic identity and to measure body dimensions, which were used to estimate individual biovolume and biomass.
Raw zooplankton sample metadata (cruise ID, station, date, time, depth interval, and diel period) were recorded at sea during each cruise. Zooplankton taxa used in fecal pellet production experiments were identified to the lowest practical taxonomic level using stereomicroscope images and standard taxonomic references.
Fecal pellet morphometric measurements (length, width, and projected area) were obtained from stereomicroscope images using INFINITY ANALYZE 7 software (Teledyne Technologies, Inc). Pellet volumes were calculated from measured dimensions assuming cylindrical geometry. Individual fecal pellet production rates were calculated by dividing the total number of pellets produced per individual by the incubation duration (hours).
Zooplankton individual biovolume was estimated from measured body dimensions obtained from post-incubation images.
All data were compiled, quality-checked for transcription errors, and formatted into standardized tables for submission. No statistical analyses, model-based flux calculations, or graphical processing are included in the submitted datasets.
- Loaded FPP.csv, using filename as table name (fpp), treating empty strings and "nd" as missing values
- Renamed multiple columns: removed units and special characters from column names (e.g., Min_Depth_(m) to Min_Depth, Max_Depth_(m) to Max_Depth), replaced # prefix with num_, renamed duplicate header columns (blank columns " (1)" and " (2)") to Animal/FecalPellet_Notes_2 and Animal/FecalPellet_Notes_3, and renamed Animal/FecalPellet_Notes to Animal/FecalPellet_Notes_1
- Converted Date column from M/D/YYYY format to ISO 8601 date format (YYYY-MM-DD)
- Combined Date and Start_Time fields into new Datetime_Start column, converting from Atlantic/Bermuda timezone to UTC, output as ISO 8601 datetime format
- Renamed Animal/FecalPellet_Notes_1 Animal, FecalPellet_Notes_2, and Animal/FecalPellet_Notes_3 columns (removing slash) to Animal_FecalPellet_Notes_1, Animal_FecalPellet_Notes_2, Animal_FecalPellet_Notes_3, and Sum_FP_µm3 to Sum_FP_um3
- Applied find-replace to Animal_FecalPellet_Notes_1 to replace non-standard Unicode whitespace characters with standard ASCII spaces
- Renamed Datetime_Start to Datetime_Start_UTC
- Renamed table from fpp to 997926_v1_fecal_pellet_production
- Merged the three Animal_FecalPellet_Notes_1, Animal_FecalPellet_Notes_2, Animal_FecalPellet_Notes_3 columns into a single Animal_FecalPellet_Notes column, joining non-null values with semicolons
- Deleted the three individual Animal_FecalPellet_Notes_1, Animal_FecalPellet_Notes_2, and Animal_FecalPellet_Notes_3 columns
- Split num_of_Zooplankton_At_Beginning on the first space or underscore using pattern ^([^_ ]+)[_ ]?(.*)$, placing the numeric portion back into num_of_Zooplankton_At_Beginning and any trailing text into a temporary _zoo_extra column
- Prepended any extracted _zoo_extra text to Animal_FecalPellet_Notes with a semicolon separator
- Replaced all underscores with spaces in the Animal_FecalPellet_Notes column
- Deleted temporary _zoo_extra column
- Output final table as 997926_v1_fecal_pellet_production.csv
| File |
|---|
997926_v1_fecal_pellet_production.csv (Comma Separated Values (.csv), 28.07 KB) MD5:c3e21894edb80bf434f97f9fabe5e778 Primary data file for dataset ID 997926, version 1 |
| File |
|---|
Fecal_Pellets.csv (Comma Separated Values (.csv), 105.17 KB) MD5:029186922cdd0dbf449dd367e73eee8f Fecal pellet measurement dataDate,Calendar date of experiment start or sample collection., Units: MM-DD-YYYYLatitude,Latitude of sampling or experiment location., Units: decimal degrees (°N)Longitude,Longitude of sampling or experiment location., Units: decimal degrees (°W)Cruise,R/V Atlantic Explorer (AE) cruise ID numberD_N,Day or night classification of sampling period., Units: categorical (Day/Night)Start_Time,Time when experiment or deployment started., Units: HH:MM (Atlantic Standard Time GMT-4)End_Time,Time when experiment or deployment ended., Units: HH:MM (Atlantic Standard Time GMT-4)Total_Time,Duration of experiment, incubation, or deployment., Units: hours (h) or minutes (min)Hour,The Hours column represents the total deployment duration expressed as whole hours. It is calculated by rounding the Total_Time (hh:mm) up to the nearest hour.Min_Depth_(m),Minimum depth of sampling or incubation., Units: meters (m)Max_Depth_(m),Maximum depth of sampling or incubation., Units: meters (m)Experiment,Experimental treatment or experiment identifier.Zooplankton_Groups,Broad taxonomic or functional group of zooplankton.Zooplankton_Taxa,Lowest identified taxonomic classification of zooplankton.#_Zooplankton_Alive, Number of zooplankton alive or present at end of experiment or analysis., Units: individuals (ind).File_name_of_Image,Filename of microscopy image used for measurements.Fecal_Pellet#,Number of fecal pellets produced or analyzed., Units: countArea_(µm²),Two-dimensional projected area of fecal pellet or organism., Units: square micrometers (µm²) Area_(mm^2),Two-dimensional projected area of fecal pellet or organism., Units: square micrometers (mm²) ESD_(mm^2),Equivalent spherical diameter calculated from projected area.Width_(mm^2),Measured width and length of fecal pellet., Units: millimeters (mm^2)Length_(mm^2),Measured width and length of fecal pellet., Units: millimeters (mm^2)Volume_(mm^3),Calculated volume of fecal pellet or organism., Units: cubic millimeters (mm³)Classification,Morphological classification of fecal pellet type., Units: categoricalColor_of_Fecal_Pellet,Observed color of fecal pellet under microscopy., Units: textSum_FP_(mm^3),total summed fecal pellet volume per experiment or sample., Units: cubic millimeters (mm³) Sum_FP_(µm^3),Total summed fecal pellet volume converted to micrometer scale., Units: cubic micrometers (µm³)Notes, Qualitative observations on animal condition, pellet structure, or anomalies., Units: text |
FPP_Zooplankton.csv (Comma Separated Values (.csv), 73.92 KB) MD5:5fd2799d38bc6b2b663f26550b58d154 Data of zooplankton used for the fecal pellet production experiment.Date,Calendar date of experiment start or sample collection., Units: MM-DD-YYYYLatitude,Latitude of sampling or experiment location., Units: decimal degrees (°N)Longitude,Longitude of sampling or experiment location., Units: decimal degrees (°W)Cruise,R/V Atlantic Explorer (AE) cruise ID numberD_N,Day or night classification of sampling period., Units: categorical (Day/Night)Start_Time,Time when experiment or deployment started., Units: HH:MM (Atlantic Standard Time GMT-4)End_Time,Time when experiment or deployment ended., Units: HH:MM (Atlantic Standard Time GMT-4)Total_Time,Duration of experiment, incubation, or deployment., Units: hours (h) or minutes (min)Hour,The Hours column represents the total deployment duration expressed as whole hours. It is calculated by rounding the Total_Time (hh:mm) up to the nearest hour.Min_Depth_(m),Minimum depth of sampling or incubation., Units: meters (m)Max_Depth_(m),Maximum depth of sampling or incubation., Units: meters (m)Experiment,Experimental treatment or experiment identifier.Zooplankton_Groups,Broad taxonomic or functional group of zooplankton.Zooplankton_Taxa,Lowest identified taxonomic classification of zooplankton.#_Zooplankton_Alive,Number of zooplankton alive or present at end of experiment or analysis., Units: individuals (ind)Fecal_Pellet_#,Number of fecal pellets produced or analyzed., Units: countImage_Name,Filename of microscopy image used for measurements.Area_(µm^2),Two-dimensional projected area of fecal pellet or organism., Units: µm^2Area_(mm^2),Two-dimensional projected area of fecal pellet or organism., Units: mm^2ESD,Equivalent spherical diameter calculated from projected area., Units: millimeters (mm)Biovolume_(mm^3),Estimated organism biovolume from image analysis., Units: mm^3Biomass_(mg),Estimated biomass derived from biovolume or allometric relationships., Units: milligrams (mg) Notes,Qualitative observations on animal condition, pellet structure, or anomalies., Units: text |
| Parameter | Description | Units |
| Date | Date of experiment start or sample collection (Atlantic/Bermuda timezone (GMT-4)) | unitless |
| Latitude | Latitude of sampling or experiment location, positive is North | decimal degrees |
| Longitude | Longitude of sampling or experiment location, negative is West | decimal degrees |
| Cruise | R/V Atlantic Explorer (AE) cruise ID number | unitless |
| D_N | Day or night classification of sampling period | unitless |
| Start_Time | Time when experiment or deployment started (Atlantic/Bermuda timezone (GMT-4)) | unitless |
| End_Time | Time when experiment or deployment ended (Atlantic/Bermuda timezone (GMT-4)) | unitless |
| Total_Time | Duration of experiment, incubation, or deployment | hours |
| Hours | The Hours column represents the total deployment duration expressed as whole hours. It is calculated by rounding the Total_Time (hh:mm) up to the nearest hour. | hours |
| Min_Depth | Minimum depth of sampling or incubation. | meters (m) |
| Max_Depth | Maximum depth of sampling or incubation. | meters (m) |
| Experiment | Experimental treatment or experiment identifier. | unitless |
| Zooplankton_Groups | Broad taxonomic or functional group of zooplankton. | unitless |
| Zooplankton_Taxa | Lowest identified taxonomic classification of zooplankton. | unitless |
| num_of_Zooplankton_At_Beginning | Number of live zooplankton individuals at experiment start | unitless |
| num_Zooplankton_Alive | Number of zooplankton alive or present at end of experiment or analysis. | unitless |
| num_Fecal_Pellet | Number of fecal pellets produced or analyzed. | unitless |
| Sum_FP_mm3 | Total summed fecal pellet volume per experiment or sample. | cubic millimeters (mm³) |
| Sum_FP_um3 | Total summed fecal pellet volume converted to micrometer scale. | cubic micrometers (µm³) |
| mgC_um3 | Carbon density conversion factor used to estimate carbon content from volume. | mg C µm⁻³ |
| FPP | Fecal pellet production per individual. | mg C individual⁻¹ |
| Animal_FecalPellet_Notes | Qualitative observations on Qualitative observations on animal condition, pellet structure, or anomalies animal condition | unitless |
| Datetime_Start_UTC | Datetime of experiment start (UTC) | unitless |
| Dataset-specific Instrument Name | dissection microscope |
| Generic Instrument Name | Microscope - Optical |
| Dataset-specific Description | Following incubation, fecal pellets were collected under a dissection microscope using glass pipettes and rinsed three times with nuclease-free water. |
| Generic Instrument Description | Instruments that generate enlarged images of samples using the phenomena of reflection and absorption of visible light. Includes conventional and inverted instruments. Also called a "light microscope". |
| Dataset-specific Instrument Name | stereomicroscope |
| Generic Instrument Name | Microscope - Optical |
| Dataset-specific Description | Pellets were imaged under a stereomicroscope, and morphometric measurements were obtained using INFINITY ANALYZE 7 software. |
| Generic Instrument Description | Instruments that generate enlarged images of samples using the phenomena of reflection and absorption of visible light. Includes conventional and inverted instruments. Also called a "light microscope". |
| Dataset-specific Instrument Name | Multiple Opening/Closing Net and Environmental Sensing System (MOCNESS) |
| Generic Instrument Name | MOCNESS |
| Dataset-specific Description | Sampling was conducted using a 1-m² Multiple Opening/Closing Net and Environmental Sensing System (MOCNESS) equipped with 150-µm mesh nets, Scripps Institution of Oceanography electronics, and strobe lights to enhance capture of fast-swimming taxa. |
| Generic Instrument Description | The Multiple Opening/Closing Net and Environmental Sensing System or MOCNESS is a family of net systems based on the Tucker Trawl principle. There are currently 8 different sizes of MOCNESS in existence which are designed for capture of different size ranges of zooplankton and micro-nekton Each system is designated according to the size of the net mouth opening and in two cases, the number of nets it carries. The original MOCNESS (Wiebe et al, 1976) was a redesigned and improved version of a system described by Frost and McCrone (1974). (from MOCNESS manual) |
| Dataset-specific Instrument Name | strobe lights |
| Generic Instrument Name | no_bcodmo_term |
| Dataset-specific Description | Sampling was conducted using a 1-m² Multiple Opening/Closing Net and Environmental Sensing System (MOCNESS) equipped with 150-µm mesh nets, Scripps Institution of Oceanography electronics, and strobe lights to enhance capture of fast-swimming taxa. |
| Generic Instrument Description | No relevant match in BCO-DMO instrument vocabulary. |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2021-07-08 |
| End Date | 2021-07-16 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2021-11-16 |
| End Date | 2021-11-19 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2022-03-28 |
| End Date | 2022-04-04 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2022-07-13 |
| End Date | 2022-07-18 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2022-11-23 |
| End Date | 2022-11-30 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2023-03-18 |
| End Date | 2023-03-26 |
| Website | |
| Platform | R/V Atlantic Explorer |
| Start Date | 2021-08-05 |
| End Date | 2021-08-08 |
NSF Award Abstract:
The purpose of this collaborative project is to advance understanding of the role of marine planktonic animals (or zooplankton) in the biological pump, or transport of carbon from surface to deeper ocean waters. This movement of carbon from surface to deep ocean water can ultimately affect carbon dioxide in the atmosphere, with implications for global climate. Many marine zooplankton, including species of copepods and krill, play a direct role in the biological pump both because they are abundant and because they can migrate from surface waters at night, where they feed, to depths of more than 500 m at night. At the same time, some organisms called flux feeders will remain at depth and do not migrate. Instead, they rely on particles produced by other zooplankton feeding in surface waters. In this project, the investigators are focusing on populations of flux feeders in the deeper ocean waters of the Sargasso Sea. They are leveraging an ongoing long-term research program, conducting field collections using specialized nets and particle traps, as well lab experiments, as a way to understand how these organisms modify the particles around them. This project is supporting a postdoctoral scientist and providing research experiences for undergraduates at two institutions. An education specialist is creating lesson plans for an award-winning Ask-A-Biologist website, designed for public and K-12 audiences. Images of zooplankton will be disseminated to the public and scientific community via EcoTaxa (a web platform devoted to plankton biodiversity, with images and taxonomic annotation) and physical samples will be archived as part of a teaching library.
The oceanic biological carbon pump refers to the export of dissolved and particulate organic carbon to the deep ocean, and it is a significant driver of atmospheric carbon uptake by the oceans. Evidence from long-term research carried out at the Bermuda Atlantic Time-series Study (BATS) site suggests that the spectrum of particles collected by gel-traps below the euphotic zone changes drastically below 150 m, which is attributed to resident populations of zooplankton that feed on vertically migrating zooplankton as well as sinking particles. The goals of this study are to investigate the role of different zooplankton taxa on both particle aggregate formation and in particle transformation, and to compare and characterize the particles generated by the zooplankton communities with those collected by particle traps. The investigators are combining field collections with experiments onboard ship and in environmental chambers. They are collecting samples over two years, with three cruises a year to capture distinct seasons. They are assessing high-resolution vertical distribution of zooplankton in the upper 600 m using Multiple Opening-Closing Net and Environmental Sensing System (MOCNESS) tows during day- and night-time, to distinguish diel vertical migrators from resident populations and to quantify contributions to particulate organic carbon flux via fecal pellet production. On each cruise, sinking particles are being collected using gel trap tubes attached to the particle traps deployed monthly at BATS. In addition, roller tank experiments are determining how individual zooplankton mediate aggregate formation. Particle types and fecal pellets are being characterized using image analysis and DNA-based analysis of microbial communities. Finally, ongoing data collection from the long-term BATS program is providing invaluable environmental context and will ensure results from this study contribute to ongoing community efforts to observe and predict the fate of carbon in our global system.
This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
| Funding Source | Award |
|---|---|
| NSF Division of Ocean Sciences (NSF OCE) | |
| NSF Division of Ocean Sciences (NSF OCE) |