A dendritic strontium river isoscape for fisheries applications in the Sacramento River basin, California, USA

Abstract Objective Understanding the origins and movements of fish is fundamental to effective conservation and fisheries management. Strontium isotope ratios (87Sr/86Sr) in otoliths provide a powerful tracer of natal origin and migratory pathways. However, existing 87Sr/86Sr isoscapes for the Sacramento River basin, an ecosystem that supports ecologically and economically important salmon populations, rely on discrete classification approaches that overlook unsampled habitats and do not incorporate spatial uncertainty. Our objective was to develop a continuous, network-explicit 87Sr/86Sr isoscape with quantified uncertainty to fill in data gaps and enable probabilistic assignments of fish origin and movement. Methods We used river water 87Sr/86Sr data from 106 sites (1997–2021) to develop spatial stream network models that use dendritic connectivity and watershed characteristics (lithology, bedrock age, and land cover) to predict river water 87Sr/86Sr throughout the basin. Models were fitted using maximum and restricted likelihood and were evaluated via Akaike’s information criterion and leave-one-out cross validation. We produced both historical (pre-dam) and present-day (below-dam) isoscapes, delineated uncertainty-informed isotopic ranges using k-means clustering, and applied a proof-of-concept Bayesian assignment to estimate natal origins and early rearing habitats for two endangered winter-run Chinook Salmon Oncorhynchus tshawytscha. Results Cross validation indicated strong performance of the 87Sr/86Sr model (leave-one-out cross validation: R2 = 0.91; root mean square error = 0.0005). Uncertainty-informed clustering identified 19 isotopic “suites” (reaches with indistinguishable 87Sr/86Sr values) in present-day anadromous habitats and 25 suites in the historical network. Example natal and early rearing assignments included predictions that challenged expectations for juvenile salmon migration based on predicted river 87Sr/86Sr compositions. Conclusions This study developed a continuous, network-explicit 87Sr/86Sr isoscape that integrates existing river data to predict 87Sr/86Sr in unsampled reaches and the likely achievable range and resolution of otolith-based origin and life history inference. The resulting river isoscape provides a valuable tool to predict salmon movements and identify habitats supporting their survival and growth that otherwise might remain undetected. Coupling these predictions with complementary approaches that ground-truth juvenile presence (e.g., targeted fish surveys) represents an important step toward science-informed restoration and management of critical habitats throughout the Sacramento River basin.

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Publication Details

Journal
North American Journal of Fisheries Management
Published
2026-05-18
DOI
https://doi.org/10.1093/najfmt/vqag027
Primary Topic
Fish Ecology and Management Studies
Type
article
Field-Weighted Citation Impact
0.00

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article

A dendritic strontium river isoscape for fisheries applications in the Sacramento River basin, California, USA

Malte Willmes, Corey C. Phillis, Peter Weber, Rachel C. Johnson et al.
North American Journal of Fisheries Management
Fish Ecology and Management Studies
article

A dendritic strontium river isoscape for fisheries applications in the Sacramento River basin, California, USA

Malte Willmes, Corey C. Phillis, Peter Weber, Rachel C. Johnson, Anna M. Sturrock, Kohma Arai, Kyle Brennan
article en

Abstract

Abstract Objective Understanding the origins and movements of fish is fundamental to effective conservation and fisheries management. Strontium isotope ratios (87Sr/86Sr) in otoliths provide a powerful tracer of natal origin and migratory pathways. However, existing 87Sr/86Sr isoscapes for the Sacramento River basin, an ecosystem that supports ecologically and economically important salmon populations, rely on discrete classification approaches that overlook unsampled habitats and do not incorporate spatial uncertainty. Our objective was to develop a continuous, network-explicit 87Sr/86Sr isoscape with quantified uncertainty to fill in data gaps and enable probabilistic assignments of fish origin and movement. Methods We used river water 87Sr/86Sr data from 106 sites (1997–2021) to develop spatial stream network models that use dendritic connectivity and watershed characteristics (lithology, bedrock age, and land cover) to predict river water 87Sr/86Sr throughout the basin. Models were fitted using maximum and restricted likelihood and were evaluated via Akaike’s information criterion and leave-one-out cross validation. We produced both historical (pre-dam) and present-day (below-dam) isoscapes, delineated uncertainty-informed isotopic ranges using k-means clustering, and applied a proof-of-concept Bayesian assignment to estimate natal origins and early rearing habitats for two endangered winter-run Chinook Salmon Oncorhynchus tshawytscha. Results Cross validation indicated strong performance of the 87Sr/86Sr model (leave-one-out cross validation: R2 = 0.91; root mean square error = 0.0005). Uncertainty-informed clustering identified 19 isotopic “suites” (reaches with indistinguishable 87Sr/86Sr values) in present-day anadromous habitats and 25 suites in the historical network. Example natal and early rearing assignments included predictions that challenged expectations for juvenile salmon migration based on predicted river 87Sr/86Sr compositions. Conclusions This study developed a continuous, network-explicit 87Sr/86Sr isoscape that integrates existing river data to predict 87Sr/86Sr in unsampled reaches and the likely achievable range and resolution of otolith-based origin and life history inference. The resulting river isoscape provides a valuable tool to predict salmon movements and identify habitats supporting their survival and growth that otherwise might remain undetected. Coupling these predictions with complementary approaches that ground-truth juvenile presence (e.g., targeted fish surveys) represents an important step toward science-informed restoration and management of critical habitats throughout the Sacramento River basin.

North American Journal of Fisheries Management
NOAA National Marine Fisheries Service (US), University of Essex (GB), Lawrence Livermore National Laboratory (US), University of Utah (US), NOAA National Marine Fisheries Service Southwest Fisheries Science Center (US), Norwegian Institute for Nature Research (NO), University of California, Davis (US)
Department of Water Resources, Norges Forskningsråd, North Pacific Research Board
Life below water
Openalex Percentile: Top 4%
Fish Ecology and Management Studies
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