Correlation analysis between pH value of Yingna River with environmental factors and phytoplankton in China based on multivariable statistics analysis

The Yingna River flows through Dalian and Dandong, China, before emptying into the Yellow Sea, where the pH value in some areas exceeds the standard limits. To investigate the key factors and mechanisms driving pH variation, the Yingna River, Xiaosi River, and Zhuang River were selected as the study...

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Published inAlgal research (Amsterdam) Vol. 88; p. 103991
Main Authors Chen, Yaqiang, Chen, Huixia, Zhou, Jingyi, Liu, Furong, Wang, Zihan, Qian, Cheng, Sun, Xinyu
Format Journal Article
LanguageEnglish
Published Elsevier B.V 01.06.2025
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Online AccessGet full text
ISSN2211-9264
2211-9264
DOI10.1016/j.algal.2025.103991

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Abstract The Yingna River flows through Dalian and Dandong, China, before emptying into the Yellow Sea, where the pH value in some areas exceeds the standard limits. To investigate the key factors and mechanisms driving pH variation, the Yingna River, Xiaosi River, and Zhuang River were selected as the study subjects. Results indicate that phytoplankton in all three rivers primarily belong to Chlorophyta and Bacillariophyta, with Chlorella, Cyclotella, and Navicula as dominant species. The Yingna River also has unique dominant species such as Scenedesmus quadricauda, Scenedesmus spinosus and Chroococcus. Its main functional groups are B, J, L0, X1, X2. Environmental factor analysis shows that the pH value of the Yingna River was significantly higher than that of the other two rivers (P < 0.05). Carbonates(CO32‐)was present in the water, while total alkalinity (TA), bicarbonate(HCO3‐, and active phosphorus (PO4-P) concentrations were significantly lower than those in the Xiaosi River (P < 0.05). A generalized additive model (GAM) was constructed for pH with HCO3‐, Chemical Oxygen Demand (COD), CO32‐, and Ammonia nitrogen (NH4-N), achieving an Akaike information criterion (AIC) of ‐22.98, with an explanatory power of 99.79%. The Mantel test demonstrated that pH value, HCO3‐, NH4-N, and N:P ratio were the primary factors influencing the phytoplankton diversity indices. Redundancy analysis (RDA) indicated that pH value, HCO3‐, NH4-N, and N:P ratio were the main factors affecting the dominant species of phytoplankton. This study aims to analyze the relationship between pH and other environmental factors, as well as phytoplankton, providing a reference for the ecological protection and restoration of the Yingna River. •Multivariate statistical analyses, including Mantel test, RDA and GAM model was employed to investigate the mechanism.•The relationship between environmental factors and phytoplankton distribution was elucidated.•The mechanism underlying the elevated pH levels in the Yinna River was deduced.•A combined approach utilizing the phytoplankton functional group indicator and statistical analysis was implemented.
AbstractList The Yingna River flows through Dalian and Dandong, China, before emptying into the Yellow Sea, where the pH value in some areas exceeds the standard limits. To investigate the key factors and mechanisms driving pH variation, the Yingna River, Xiaosi River, and Zhuang River were selected as the study subjects. Results indicate that phytoplankton in all three rivers primarily belong to Chlorophyta and Bacillariophyta, with Chlorella, Cyclotella, and Navicula as dominant species. The Yingna River also has unique dominant species such as Scenedesmus quadricauda, Scenedesmus spinosus and Chroococcus. Its main functional groups are B, J, L0, X1, X2. Environmental factor analysis shows that the pH value of the Yingna River was significantly higher than that of the other two rivers (P < 0.05). Carbonates(CO32‐)was present in the water, while total alkalinity (TA), bicarbonate(HCO3‐, and active phosphorus (PO4-P) concentrations were significantly lower than those in the Xiaosi River (P < 0.05). A generalized additive model (GAM) was constructed for pH with HCO3‐, Chemical Oxygen Demand (COD), CO32‐, and Ammonia nitrogen (NH4-N), achieving an Akaike information criterion (AIC) of ‐22.98, with an explanatory power of 99.79%. The Mantel test demonstrated that pH value, HCO3‐, NH4-N, and N:P ratio were the primary factors influencing the phytoplankton diversity indices. Redundancy analysis (RDA) indicated that pH value, HCO3‐, NH4-N, and N:P ratio were the main factors affecting the dominant species of phytoplankton. This study aims to analyze the relationship between pH and other environmental factors, as well as phytoplankton, providing a reference for the ecological protection and restoration of the Yingna River. •Multivariate statistical analyses, including Mantel test, RDA and GAM model was employed to investigate the mechanism.•The relationship between environmental factors and phytoplankton distribution was elucidated.•The mechanism underlying the elevated pH levels in the Yinna River was deduced.•A combined approach utilizing the phytoplankton functional group indicator and statistical analysis was implemented.
The Yingna River flows through Dalian and Dandong, China, before emptying into the Yellow Sea, where the pH value in some areas exceeds the standard limits. To investigate the key factors and mechanisms driving pH variation, the Yingna River, Xiaosi River, and Zhuang River were selected as the study subjects. Results indicate that phytoplankton in all three rivers primarily belong to Chlorophyta and Bacillariophyta, with Chlorella, Cyclotella, and Navicula as dominant species. The Yingna River also has unique dominant species such as Scenedesmus quadricauda, Scenedesmus spinosus and Chroococcus. Its main functional groups are B, J, L0, X1, X2. Environmental factor analysis shows that the pH value of the Yingna River was significantly higher than that of the other two rivers (P < 0.05). Carbonates(CO₃²‐)was present in the water, while total alkalinity (TA), bicarbonate(HCO₃‐, and active phosphorus (PO₄-P) concentrations were significantly lower than those in the Xiaosi River (P < 0.05). A generalized additive model (GAM) was constructed for pH with HCO₃‐, Chemical Oxygen Demand (COD), CO₃²‐, and Ammonia nitrogen (NH₄-N), achieving an Akaike information criterion (AIC) of ‐22.98, with an explanatory power of 99.79%. The Mantel test demonstrated that pH value, HCO₃‐, NH₄-N, and N:P ratio were the primary factors influencing the phytoplankton diversity indices. Redundancy analysis (RDA) indicated that pH value, HCO₃‐, NH₄-N, and N:P ratio were the main factors affecting the dominant species of phytoplankton. This study aims to analyze the relationship between pH and other environmental factors, as well as phytoplankton, providing a reference for the ecological protection and restoration of the Yingna River.
ArticleNumber 103991
Author Chen, Huixia
Sun, Xinyu
Zhou, Jingyi
Chen, Yaqiang
Qian, Cheng
Liu, Furong
Wang, Zihan
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Keywords pH value
Mantel test
Redundancy analysis (RDA)
Phytoplankton
Generalized additive model (GAM)
Environmental factors
Yingna River
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Snippet The Yingna River flows through Dalian and Dandong, China, before emptying into the Yellow Sea, where the pH value in some areas exceeds the standard limits. To...
SourceID proquest
crossref
elsevier
SourceType Aggregation Database
Index Database
Publisher
StartPage 103991
SubjectTerms algae
alkalinity
ammonium nitrogen
bicarbonates
chemical oxygen demand
China
Chlorella
Chroococcus
Cyclotella
dominant species
Environmental factors
factor analysis
Generalized additive model (GAM)
Mantel test
Navicula
pH value
phosphorus
Phytoplankton
Redundancy analysis (RDA)
rivers
Scenedesmus quadricauda
Yellow Sea
Yingna River
Title Correlation analysis between pH value of Yingna River with environmental factors and phytoplankton in China based on multivariable statistics analysis
URI https://dx.doi.org/10.1016/j.algal.2025.103991
https://www.proquest.com/docview/3242062496
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