Dynamics of sulfate and nitrate in a temperate stream network: combining multi-isotope analysis and generalized linear mixed-effects models for precautionary conservation

Abstract Environmental pollution in stream networks is a major concern. In this study, the effects of land-use and geological characteristics on basin-scale sulfate and nitrate dynamics in the Chikusa River basin, Hyogo, Japan, where substantial environmental pollution has not yet been officially reported, were evaluated from the perspective of an overview. Using sulfate and nitrate concentrations as well as their isotopic signatures ( δ 15 N-NO 3 − , δ 18 O-NO 3 − , δ 34 S-SO 4 2− , δ 18 O-SO 4 2− values) as response variables, we employed generalized linear mixed-effects models (GLMMs) to clarify the effects of land coverage, geological rock type, and season on the loading of these solutes. The results obtained showed an increase in sulfate concentration with an increase in the proportional area of exploited land regardless of the season. Isotopic signatures ( δ 34 S-SO 4 2− , δ 18 O-SO 4 2− values) and the GLMMs suggested that sulfate primarily originated from the soil owing to rock weathering processes, and its distribution was mainly driven by the confluence of river branches along with altitude. In contrast, nitrate concentration varied with season, decreasing with an increase in the proportional area of exploited land in summer and showing an opposite trend in winter. The δ 15 N vs. δ 18 O plot showed that the impacts of direct nitrate input from precipitation and chemical fertilizer were negligible, while topically applied manure and septic waste played important roles. The GLMMs also indicated that the proportion of fertilized area affects the spatial distribution of δ 15 N-NO 3 − values but not nitrate concentration, implying the existence of nitrate loading from fertilized areas that could not be detected via concentration-only measurements. Therefore, the combined use of isotopic signatures and GLMMs is expected to provide valuable information for discerning potential sources of pollution in areas without substantial environmental issues. Taken together, this approach could be applied as a “proactive indicator” particularly for areas without apparent pollution, to ensure effective river management.

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Publication Details

Journal
Progress in Earth and Planetary Science
Published
2026-01-12
DOI
https://doi.org/10.1186/s40645-025-00789-1
Primary Topic
Marine and coastal ecosystems
Type
article
Field-Weighted Citation Impact
0.00

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article

Dynamics of sulfate and nitrate in a temperate stream network: combining multi-isotope analysis and generalized linear mixed-effects models for precautionary conservation

Fumiko Furukawa, Lei Fujiyoshi, Ichiro Tayasu, Takashi Haraguchi et al.
Progress in Earth and Planetary Science
Marine and coastal ecosystems
article

Dynamics of sulfate and nitrate in a temperate stream network: combining multi-isotope analysis and generalized linear mixed-effects models for precautionary conservation

Fumiko Furukawa, Lei Fujiyoshi, Ichiro Tayasu, Takashi Haraguchi, Masayuki Itoh, Chikage Yoshimizu, Hiromune Mitsuhashi, Tadashi Yokoyama, Shiho Yabusaki, Ken’ichi Ohkushi
article en

Abstract

Abstract Environmental pollution in stream networks is a major concern. In this study, the effects of land-use and geological characteristics on basin-scale sulfate and nitrate dynamics in the Chikusa River basin, Hyogo, Japan, where substantial environmental pollution has not yet been officially reported, were evaluated from the perspective of an overview. Using sulfate and nitrate concentrations as well as their isotopic signatures ( δ 15 N-NO 3 − , δ 18 O-NO 3 − , δ 34 S-SO 4 2− , δ 18 O-SO 4 2− values) as response variables, we employed generalized linear mixed-effects models (GLMMs) to clarify the effects of land coverage, geological rock type, and season on the loading of these solutes. The results obtained showed an increase in sulfate concentration with an increase in the proportional area of exploited land regardless of the season. Isotopic signatures ( δ 34 S-SO 4 2− , δ 18 O-SO 4 2− values) and the GLMMs suggested that sulfate primarily originated from the soil owing to rock weathering processes, and its distribution was mainly driven by the confluence of river branches along with altitude. In contrast, nitrate concentration varied with season, decreasing with an increase in the proportional area of exploited land in summer and showing an opposite trend in winter. The δ 15 N vs. δ 18 O plot showed that the impacts of direct nitrate input from precipitation and chemical fertilizer were negligible, while topically applied manure and septic waste played important roles. The GLMMs also indicated that the proportion of fertilized area affects the spatial distribution of δ 15 N-NO 3 − values but not nitrate concentration, implying the existence of nitrate loading from fertilized areas that could not be detected via concentration-only measurements. Therefore, the combined use of isotopic signatures and GLMMs is expected to provide valuable information for discerning potential sources of pollution in areas without substantial environmental issues. Taken together, this approach could be applied as a “proactive indicator” particularly for areas without apparent pollution, to ensure effective river management.

Progress in Earth and Planetary ScienceVol. 13(1)
University of Hyogo (JP), Museum of Nature and Human Activities Hyogo (JP), Research Institute for Humanity and Nature (JP), Kobe University (JP)
Research Institute for Humanity and Nature, Japan Society for the Promotion of Science
Life in Land
Openalex Percentile: Top 91%
Marine and coastal ecosystems
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