Habitat Heartbeats: Incorporating Bivalve Biosensors into Estuary Monitoring Infrastructure - NERRS/NSC(NERRS Science Collaborative)
Data Set (DS) | Office for Coastal Management (OCM)GUID: gov.noaa.nmfs.inport:78501 | Updated: March 4, 2026 | Published / External
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Summary
Short Citation
Office for Coastal Management, 2026: Habitat Heartbeats: Incorporating Bivalve Biosensors into Estuary Monitoring Infrastructure - NERRS/NSC(NERRS Science Collaborative), https://www.fisheries.noaa.gov/inport/item/78501.
Full Citation Examples
This project developed a shellfish biosensor monitoring system to complement existing long-term water quality monitoring and provide real-time feedback on estuary conditions.
The Project
Southern CaliforniaâÂÂs estuaries can experience large swings in water quality due to events like freshwater inflow, sewage spills, and estuary mouth closures. The Tijuana River NERR (TRNERR) monitors several estuaries in San Diego County to better understand how biological communities respond to changes in water quality. While this biological monitoring produces detailed, high-quality data, the labor associated with this monitoring is significant and imposes limits on the frequency of monitoring. Regional partners, including the TRNERR and California State Parks among other intended users, expressed a need for improved monitoring techniques to detect when water quality conditions threaten the biotic community. Automated monitoring of biological communities could provide real-time feedback about biological response to changes in water quality while reducing the frequency of in-person monitoring.
Through an iterative process with TRNERR and other users, this project team co-developed a biosensor monitoring system that uses shellfish (oysters and mussels) as biosentinels. Alongside state and local land managers and other wetland and aquaculture professionals, the team designed an open-source electronic sensor that attaches to shellfish and monitors gaping behavior and heart rate. These metrics that can be used as indicators of physiological stress in response to environmental changes. The team deployed shellfish outfitted with these sensors in three field locations in San Diego. The deployed shellfish provided a real-time data stream of gaping behavior and heart rate, associated with a variety of changing water quality conditions, including frequent salinity and oxygen fluctuations in Tijuana River Estuary and mouth closure events in Los Penasquitos Lagoon. Periods of low salinity associated with rainfall or possible sewage outflows in Tijuana River were accompanied by group closures of shells and lower heart rates, and similar patterns were observed for periods when dissolved oxygen was now.
The project demonstrated the successful design and deployment of a low-cost, long-duration biosensor system. Ongoing refinement of this open-source hardware and software will help enhance monitoring capacity in Southern California and beyond, allowing for targeted deployments of biosentinels in the short term as well as their incorporation into routine long-term monitoring. The real time data stream provided by biosentinels will help managers adapt to changing conditions and inform locally relevant decision making for events that pose significant threats to wildlife and habitat like estuary mouth closure and sewage spills. The biosensor system also holds potential value to other coastal areas and sectors, for example, long-term biosentinel performance data can inform siting for aquaculture or living shoreline projects.
The Impact
Developed innovative hardware and software tools for an open source biosensor system that can be used and modified by other groups.
Demonstrated the function of real-time data reporting of oyster and mussel behavior in three estuaries across San Diego County.
Complemented existing water quality monitoring efforts and enhanced monitoring capacity at TRNERR.
Data Access & Downloads
None
Cite this dataset when used as a source: NOAA retains the right to analyze, synthesize and publish summaries of the NERRS/NSC data. The NERRS/NSC retains the right to be fully credited for having collected and process the data. Following academic courtesy standards, the NERR site where the data were collected should be contacted and fully acknowledged in any subsequent publications in which any part of the data are used. The data enclosed within this package/transmission are only as accurate as the quality assurance and quality control procedures that are described in the associated metadata reporting statement allow. The user bears all responsibility for its subsequent use/misuse in any further analyses or comparisons. The Federal government does not assume liability to the Recipient or third persons, nor will the Federal government reimburse or indemnify the Recipient for its liability due to any losses resulting in any way from the use of this data. Requested citation format: NOAA National Estuarine Research Reserve System (NERRS) Science Collaborative(NSC).
Controlled Theme Keywords
MARINE ENVIRONMENT MONITORING, OYSTERS, WATER QUALITY
URLs
Child Items
| Type | Title |
|---|---|
| Entity | N/A |
Contact Information
Metadata Contact
Jeremy Cothran
jeremy.cothran@gmail.com
Extents
-117.14° W,
-117.09° E,
32.577° N,
32.532° S
Tijuana River, CA NERR
2021-10 - 2024-09
Item Identification
| Title: | Habitat Heartbeats: Incorporating Bivalve Biosensors into Estuary Monitoring Infrastructure - NERRS/NSC(NERRS Science Collaborative) |
|---|---|
| Status: | Completed |
| Creation Date: | Unknown |
| Revision Date: | Unknown |
| Publication Date: | 2024-09 |
| Abstract: |
This project developed a shellfish biosensor monitoring system to complement existing long-term water quality monitoring and provide real-time feedback on estuary conditions. The Project Southern CaliforniaâÂÂs estuaries can experience large swings in water quality due to events like freshwater inflow, sewage spills, and estuary mouth closures. The Tijuana River NERR (TRNERR) monitors several estuaries in San Diego County to better understand how biological communities respond to changes in water quality. While this biological monitoring produces detailed, high-quality data, the labor associated with this monitoring is significant and imposes limits on the frequency of monitoring. Regional partners, including the TRNERR and California State Parks among other intended users, expressed a need for improved monitoring techniques to detect when water quality conditions threaten the biotic community. Automated monitoring of biological communities could provide real-time feedback about biological response to changes in water quality while reducing the frequency of in-person monitoring. Through an iterative process with TRNERR and other users, this project team co-developed a biosensor monitoring system that uses shellfish (oysters and mussels) as biosentinels. Alongside state and local land managers and other wetland and aquaculture professionals, the team designed an open-source electronic sensor that attaches to shellfish and monitors gaping behavior and heart rate. These metrics that can be used as indicators of physiological stress in response to environmental changes. The team deployed shellfish outfitted with these sensors in three field locations in San Diego. The deployed shellfish provided a real-time data stream of gaping behavior and heart rate, associated with a variety of changing water quality conditions, including frequent salinity and oxygen fluctuations in Tijuana River Estuary and mouth closure events in Los Penasquitos Lagoon. Periods of low salinity associated with rainfall or possible sewage outflows in Tijuana River were accompanied by group closures of shells and lower heart rates, and similar patterns were observed for periods when dissolved oxygen was now. The project demonstrated the successful design and deployment of a low-cost, long-duration biosensor system. Ongoing refinement of this open-source hardware and software will help enhance monitoring capacity in Southern California and beyond, allowing for targeted deployments of biosentinels in the short term as well as their incorporation into routine long-term monitoring. The real time data stream provided by biosentinels will help managers adapt to changing conditions and inform locally relevant decision making for events that pose significant threats to wildlife and habitat like estuary mouth closure and sewage spills. The biosensor system also holds potential value to other coastal areas and sectors, for example, long-term biosentinel performance data can inform siting for aquaculture or living shoreline projects. |
| Purpose: |
The Impact Developed innovative hardware and software tools for an open source biosensor system that can be used and modified by other groups. Demonstrated the function of real-time data reporting of oyster and mussel behavior in three estuaries across San Diego County. Complemented existing water quality monitoring efforts and enhanced monitoring capacity at TRNERR. |
| Supplemental Information: |
Project Lead Luke Miller, San Diego State University, luke.miller@sdsu.edu Collaborative Lead Kristen Goodrich, Tijuana River NERR, kgoodrich@trnerr.org Technical Lead Sarah Giddings, Scripps Institution of Oceanography UC San Diego, sgiddings@ucsd.edu Partners: San Diego Bay Aquaculture; Los Peñasquitos Lagoon Foundation; California State Parks; US Fish and Wildlife Service |
Keywords
Theme Keywords
| Thesaurus | Keyword |
|---|---|
| Global Change Master Directory (GCMD) Science Keywords |
EARTH SCIENCE > BIOLOGICAL CLASSIFICATION > ANIMALS/INVERTEBRATES > MOLLUSKS > BIVALVES > OYSTERS
|
| Global Change Master Directory (GCMD) Science Keywords |
EARTH SCIENCE > OCEANS > MARINE ENVIRONMENT MONITORING
|
| Global Change Master Directory (GCMD) Science Keywords |
EARTH SCIENCE > OCEANS > WATER QUALITY
|
| UNCONTROLLED | |
| None | Bay mussel |
| None | biosentinels |
| None | dissolved oxygen |
| None | heart rate |
| None | Magallana gigas |
| None | monitoring |
| None | Mytilus californianus |
| None | oyster |
| None | Pacific oyster |
| None | shell opening |
| None | valve gape |
| None | water quality |
| None | water temperature |
Spatial Keywords
| Thesaurus | Keyword |
|---|---|
| UNCONTROLLED | |
| None | Boca Rio |
| None | Los Penasquitos Lagoon |
| None | San Diego Bay |
| None | Tijuana River Estuary |
| None | Tijuana River, CA NERR |
Data Set Information
| Data Set Scope Code: | Data Set |
|---|---|
| Maintenance Frequency: | As Needed |
| Distribution Liability: |
The distributor does not assume liability. |
Support Roles
Data Steward
| Date Effective From: | 2015 |
|---|---|
| Date Effective To: | |
| Contact (Organization): | Office for Coastal Management (OCM) |
| Address: |
2234 South Hobson Avenue Charleston, SC 29405-2413 |
| ROR: | https://ror.org/05v14bq57 |
| URL: | https://www.coast.noaa.gov/ |
Distributor
| Date Effective From: | 2015 |
|---|---|
| Date Effective To: | |
| Contact (Organization): | Office for Coastal Management (OCM) |
| Address: |
2234 South Hobson Avenue Charleston, SC 29405-2413 |
| ROR: | https://ror.org/05v14bq57 |
| URL: | https://www.coast.noaa.gov/ |
Metadata Contact
| Date Effective From: | 2017-10-31 |
|---|---|
| Date Effective To: | |
| Contact (Person): | Cothran, Jeremy |
| Address: | |
| Email Address: | jeremy.cothran@gmail.com |
Extents
| Currentness Reference: | Ground Condition |
|---|
Extent Group 1
Extent Group 1 / Geographic Area 1
| W° Bound: | -117.14 | |
|---|---|---|
| E° Bound: | -117.09 | |
| N° Bound: | 32.577 | |
| S° Bound: | 32.532 | |
| Description |
Tijuana River, CA NERR |
|
Extent Group 1 / Time Frame 1
| Time Frame Type: | Range |
|---|---|
| Start: | 2021-10 |
| End: | 2024-09 |
Access Information
| Security Class: | Unclassified |
|---|---|
| Data Access Constraints: |
None |
| Data Use Constraints: |
Cite this dataset when used as a source: NOAA retains the right to analyze, synthesize and publish summaries of the NERRS/NSC data. The NERRS/NSC retains the right to be fully credited for having collected and process the data. Following academic courtesy standards, the NERR site where the data were collected should be contacted and fully acknowledged in any subsequent publications in which any part of the data are used. The data enclosed within this package/transmission are only as accurate as the quality assurance and quality control procedures that are described in the associated metadata reporting statement allow. The user bears all responsibility for its subsequent use/misuse in any further analyses or comparisons. The Federal government does not assume liability to the Recipient or third persons, nor will the Federal government reimburse or indemnify the Recipient for its liability due to any losses resulting in any way from the use of this data. Requested citation format: NOAA National Estuarine Research Reserve System (NERRS) Science Collaborative(NSC). |
Distribution Information
Distribution 1
| Download URL: | https://nerrssciencecollaborative.org/project/LMiller2021 |
|---|---|
| Distributor: | Office for Coastal Management (OCM) (2015 - Present) |
| File Name: | LMiller2021 |
| File Type (Deprecated): | Multiple formats |
URLs
URL 1
| URL: | https://nerrssciencecollaborative.org/project/LMiller2021 |
|---|---|
| Name: | LMiller2021 |
| URL Type: |
Online Resource
|
Data Quality
| Representativeness: |
N/A |
|---|---|
| Quality Control Procedures Employed: |
This information is detailed within the project links. |
Lineage
| Lineage Statement: |
This information is detailed within the project links. |
|---|
Sources
N/A
Process Steps
Process Step 1
| Description: |
N/A |
|---|---|
| Process Contact: | Office for Coastal Management (OCM) |
| ROR: | https://ror.org/05v14bq57 |
Child Items
Rubric scores updated every 15m
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|
Type | Title |
|---|---|---|
| Entity | N/A |
Catalog Details
| Catalog Item ID: | 78501 |
|---|---|
| GUID: | gov.noaa.nmfs.inport:78501 |
| Metadata Record Created By: | Jeremy Cothran |
| Metadata Record Created: | 2025-11-03 18:16+0000 |
| Metadata Record Last Modified By: | SysAdmin InPortAdmin |
| Metadata Record Last Modified: | 2026-03-04 19:17+0000 |
| Metadata Record Published: | 2025-11-03 |
| Owner Org: | OCM |
| Metadata Publication Status: | Published Externally |
| Do Not Publish?: | N |
| Metadata Last Review Date: | 2019-11-08 |
| Metadata Review Frequency: | 3 Years |
| Metadata Next Review Date: | 2022-11-08 |
