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Quantitative polymerase chain reaction (qPCR): An alternative, rapid water quality monitoring tool at a National Park on Lake Michigan.

Metadata Updated: November 21, 2025

Data were collected to evaluate the efficacy of quantitative polymerase chain reaction (qPCR) as a rapid, alternative method for monitoring recreational water at select beaches and rivers of Sleeping Bear Dunes National Lakeshore (SLBE), in Empire, Michigan. Water samples were collected between August 4 and September 18, 2014 (N=297) from four locations (Esch Rd, Otter Creek, Platte Bay, and Platte River). The samples were analyzed for indicator bacteria, E. coli and enterococci, by both culture-based (membrane filtration, MF; traditional method) and non-culture based (qPCR; rapid method). Recreational water quality standards (RWQS) and beach action values (BAV) were used as indices to compare water quality standard exceedances for MF and qPCR methods; for enterococci: 70 colony-forming units (MF) and 1,000 calibrator cell equivalents and for E. coli: 235 colony-forming units (MF); currently, there are no established RWQS based for qPCR (i.e., CCE) results. The CultureBasedData data include E. coli and enterococci culture-based bacterial counts. Data from the qpcr_v3 file includes results from quantitative polymerase chain reaction (qPCR) method for estimation of E. coli and enterococci counts by DNA-based methods. The Lat_Long file includes information regarding sampling sites at each of the four locations and their corresponding latitude and longitudes.

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

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Dates

Metadata Created Date September 14, 2025
Metadata Updated Date November 21, 2025

Metadata Source

Harvested from DOI USGS DCAT-US

Additional Metadata

Resource Type Dataset
Metadata Created Date September 14, 2025
Metadata Updated Date November 21, 2025
Publisher U.S. Geological Survey
Maintainer
Identifier http://datainventory.doi.gov/id/dataset/usgs-5a4cf831e4b0d05ee8c4cae0
Data Last Modified 2025-01-24T00:00:00Z
Category geospatial
Public Access Level public
Bureau Code 010:12
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Metadata Catalog ID https://ddi.doi.gov/usgs-data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Harvest Object Id dae76547-e46a-4391-8484-612fe293d5e5
Harvest Source Id 2b80d118-ab3a-48ba-bd93-996bbacefac2
Harvest Source Title DOI USGS DCAT-US
Metadata Type geospatial
Source Datajson Identifier True
Source Hash 035aaf9b1edeb2fb2df90662f9ef876ea26f8859fbf469415cee4d8720e450bd
Source Schema Version 1.1

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