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基于地理加权回归模型评估土地利用对地表水质的影响 被引量:32
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作者 陈强 朱慧敏 +3 位作者 何溶 randy a.dahlgren 张明华 梅琨 《环境科学学报》 CAS CSCD 北大核心 2015年第5期1571-1580,共10页
针对传统线性回归模型大多忽视空间数据局部变化特征这一缺陷,引入地理加权回归模型(GWR)用于评估土地利用对地表水质的影响,分析了不同子流域内两者关系出现空间变化的规律并阐释了原因.同时,对比了GWR模型与普通最小二乘模型(OLS)的校... 针对传统线性回归模型大多忽视空间数据局部变化特征这一缺陷,引入地理加权回归模型(GWR)用于评估土地利用对地表水质的影响,分析了不同子流域内两者关系出现空间变化的规律并阐释了原因.同时,对比了GWR模型与普通最小二乘模型(OLS)的校正R2、Akaike信息准则(AICc)及残差的空间自相关指数(Moran's I),验证了GWR模型在预测精度和处理空间自相关过程中是否优于OLS模型.结果表明,同一土地利用类型对水质的影响随空间位置的改变而发生方向或大小的变化.以温瑞塘河流域总氮(TN)与农用地的关系为例,从GWR模型局部回归系数的方向分析,两者关系表现为农村正、城区负的现象,从大小分析,旧城区TN与农用地回归系数的绝对值高于其它区域;在溶解氧(DO)与人口密度所构建的GWR模型中,两者关系在整个研究区域内均表现为负值,与OLS结果吻合,从回归系数的大小分析,人口密度对DO的作用在郊区及农村更为显著.针对此类关系出现空间变化的原因分析表明,相邻子流域土地利用百分比的改变及水体主要污染源的不同,是导致土地利用对水质作用发生变化的根本因素.最后,对比所构建的80个GWR与OLS模型校正R2、AICc指标,验证了GWR作为一种局部统计模型,其预测精度优于OLS等传统全局模型且更能反映实际空间特征. 展开更多
关键词 地理加权回归 土地利用 水质 OLS 温瑞塘河
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Cadmium detoxification by Stenotrophomonas sp.via cell wall exfoliation and regeneration mediated by mtgA
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作者 Jianming XU Tong WANG +6 位作者 Jiawen ZHANG Haoran GUAN Zhenmei LÜ Xin YAN randy a.dahlgren Jizheng HE Xingmei LIU 《Pedosphere》 2025年第5期783-795,共13页
Understanding bacterial strategies for coping with heavy metal stress is essential for elucidating their resilience in contaminated environments.However,whether cell wall exfoliation contributes to bacterial tolerance... Understanding bacterial strategies for coping with heavy metal stress is essential for elucidating their resilience in contaminated environments.However,whether cell wall exfoliation contributes to bacterial tolerance under heavy metal stress,such as cadmium(Cd)exposure,remains unclear and requires further investigation.In this study,we reveal a novel self-protective mechanism in Stenotrophomonas sp.H225 isolated from a Cd-contaminated farmland soil,which underwent controlled cell wall exfoliation and regeneration in response to Cd stress up to 200 mg L^(-1).Transmission electron microscopy and energy-dispersive X-ray spectroscopy analyses revealed that the exfoliated cell wall fragments served as extracellular Cd sinks,thereby reducing intracellular Cd accumulation.Fourier-transform infrared spectroscopy and enzyme-linked immunosorbent assay indicated progressive peptidoglycan(PG)degradation,with exfoliated PG concentration in solution increasing from 148 ng mL^(-1) at 0 mg L^(-1) Cd to 240 ng mL^(-1) at 200 mg L^(-1) Cd.This degradation was counteracted by the compensatory upregulation of PG biosynthesis genes,with the enrichment ratio reaching up to 0.83,facilitating cell wall reconstruction.Transcriptomic analysis and gene knockout experiments identified mtgA(encoding a monofunctional transglycosylase)as a key determinant in cell wall repair and Cd resistance.To our knowledge,this is the first mechanistic evidence that bacteria can mitigate heavy metal toxicity through dynamic cell wall remodeling involving exfoliation and regeneration.This finding enhances our understanding of microbial survival strategies under environmental stress and highlights potential targets for engineering metal-tolerant strains for bioremediation applications. 展开更多
关键词 bioremediation Cd resistance Cd stress cell wall remodeling detoxification strategy gene knockout heavy metal pbpC gene PEPTIDOGLYCAN
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土地利用方式对流域氮输入输出关系的影响--以加州San Joaquin流域为例 被引量:7
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作者 韩震 罗燏辀 +1 位作者 王中根 randy a.dahlgren 《地理科学进展》 CSCD 北大核心 2010年第9期1081-1086,共6页
土地利用方式影响流域氮输入的空间分布和氮素的迁移输出过程,与非点源污染的防治密切相关。本文利用加州San Joaquin流域数据,考虑不同土地利用方式的影响,在GIS平台上分析了流域氮输入与输出的关系及其空间分布。本文提出了一个新的指... 土地利用方式影响流域氮输入的空间分布和氮素的迁移输出过程,与非点源污染的防治密切相关。本文利用加州San Joaquin流域数据,考虑不同土地利用方式的影响,在GIS平台上分析了流域氮输入与输出的关系及其空间分布。本文提出了一个新的指标(F=CN/(L/Q))来衡量河流氮输出的变化趋势,该指标综合考虑了田间产流和河道输移两个过程的影响因子,能够描述土地利用类型对流域氮素迁移转化的影响。在实例研究中,通过该指标能够指示出研究区氮素流失的高风险区,为流域土地利用规划和非点源污染防治提供了重要的科学依据。 展开更多
关键词 土地利用 流域氮平衡 河流氮输出 SAN Joaquin流域
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Arsenic mobilization and nitrous oxide emission modulation by different nitrogen management strategies in a flooded ammonia-enriched paddy soil
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作者 Feng WANG Jing ZHANG +8 位作者 Yanqiong ZENG Honghui WANG Xiyu ZHAO Yilin CHEN Huanhuan DENG Liyun GE randy a.dahlgren Hui GAO Zheng CHEN 《Pedosphere》 CSCD 2024年第6期1051-1065,共15页
Elevated arsenic(As)mobilization and increased nitrous oxide(N_(2)O)emission are two primary environmental concerns existing in flooded paddy soils.In this study,dissolved As(Ⅲ),N isotope-labeled Na^(15)NO_(3),and/or... Elevated arsenic(As)mobilization and increased nitrous oxide(N_(2)O)emission are two primary environmental concerns existing in flooded paddy soils.In this study,dissolved As(Ⅲ),N isotope-labeled Na^(15)NO_(3),and/or^(14)NH_(4)Cl were incorporated into a microcosm incubation to determine the effects of N fertilization regimes on As mobilization and N_(2)O emission in a flooded paddy soil.Because nitrate had a higher redox potential and comprised a higher proportion of N substrate,As(Ⅴ)was preferentially formed due to enhanced nitrate-dependent microbial As(Ⅲ)oxidation.Thus,As availability was correspondingly attenuated due to the improved production of less mobile and toxic As(Ⅴ).After 2-d incubation,more than 90%and 98%of soluble As(Ⅲ)were immobilized in the As+NH_(4)^(+)-N+NO_(3)^(-)-N and As+NO_(3)^(-)-N treatments,respectively.Following nitrate depletion(after 2 d),microbial As(Ⅴ)and Fe(Ⅲ)reductions were gradually enhanced,which was attributed to stimulation of anaerobic ammonium oxidation(anammox)coupled to Fe(Ⅲ)reduction,known as Feammox,by the abundance of NH_(4)^(+).By the end of the incubation period(10 d),the As+NO_(3)^(-)-N treatment led to higher As immobilization of originally added As(Ⅲ)(ca.61%)than the As+NH_(4)^(+)-N+NO_(3)^(-)-N treatment(42%).The As+NH_(4)^(+)-N+NO_(3)^(-)-N treatment prominently mitigated N_(2)O emission compared to the As+NO_(3)^(-)-N treatment,which was ascribed to anammox,inducing accumulation of byproducts from incomplete denitrification.High-throughput sequencing indicated that the relative abundances of denitrifiers(e.g.,Azoarcus,Ochrobactrum,and Thiobacillus denitrificans)increased in the As+NO_(3)^(-)treatment,whereas quantitative polymerase chain reaction results indicated higher 16S rRNA gene copy numbers for anammox and Feammox(Acidimicrobiaceae bacterium A6)bacteria in the As+NH_(4)^(+)+NO_(3)^(-)treatment.Collectively,the experimental results demonstrated that N fertilization can be a feasible As remediation strategy while providing an effective strategy for mitigating N_(2)O emission from paddy soils at the same time. 展开更多
关键词 anammox bacteria Feammox bacteria flooded paddy soil MICROBE ^(15)N-isotope tracing technique redox reaction
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Soil Biogeochemical Cycle Couplings Inferred from a Function-Taxon Network 被引量:5
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作者 Bin Ma Erinne Stirling +6 位作者 Yuanhui Liu Kankan Zhao Jizhong Zhou Brajesh K.Singh Caixian Tang randy a.dahlgren Jianming Xu 《Research》 SCIE EI CAS CSCD 2021年第1期432-441,共10页
Soil biogeochemical cycles and their interconnections play a critical role in regulating functions and services of environmental systems.However,the coupling of soil biogeochemical processes with their mediating micro... Soil biogeochemical cycles and their interconnections play a critical role in regulating functions and services of environmental systems.However,the coupling of soil biogeochemical processes with their mediating microbes remains poorly understood.Here,we identified key microbial taxa regulating soil biogeochemical processes by exploring biomarker genes and taxa of contigs assembled from metagenomes of forest soils collected along a latitudinal transect(18°N to 48°N)in eastern China.Among environmental and soil factors,soil pH was a sensitive indicator for functional gene composition and diversity.A function-taxon bipartite network inferred from metagenomic contigs identified the microbial taxa regulating coupled biogeochemical cycles between carbon and phosphorus,nitrogen and sulfur,and nitrogen and iron.Our results provide novel evidence for the coupling of soil biogeochemical cycles,identify key regulating microbes,and demonstrate the efficacy of a new approach to investigate the processes and microbial taxa regulating soil ecosystem functions. 展开更多
关键词 SOIL FOREST SOIL
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Molecular signatures of soil-derived dissolved organic matter constrained by mineral weathering 被引量:2
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作者 Ying-Hui Wang Peng Zhang +6 位作者 Chen He Jian-Chun Yu Quan Shi randy a.dahlgren Robert G.M.Spencer Zhi-Bing Yang Jun-Jian Wang 《Fundamental Research》 CAS CSCD 2023年第3期377-383,共7页
Dissolved organic matter(DOM)in soils drives biogeochemical cycling and soil functions in different directions depending on its molecular signature.Notably,there is a distinct paucity of information concerning how the... Dissolved organic matter(DOM)in soils drives biogeochemical cycling and soil functions in different directions depending on its molecular signature.Notably,there is a distinct paucity of information concerning how the molecular signatures of soil DOM vary with different degrees of weathering across wide geographic scales.Herein,we resolved the DOM molecular signatures from 22 diverse Chinese reference soils and linked them with soil organic matter and weathering-related mineralogical properties.The mixed-effects models revealed that the yields of DOM were determined by soil organic carbon content,whereas the molecular signature of DOM was primarily constrained by the weathering-related dimension.The soil weathering index showed a positive effect on the lability and a negative effect on the aromaticity of DOM.Specifically,DOM in highly weathered acidic soils featured more amino sugars,carbohydrates,and aliphatics,as well as less O-rich polyphenols and condensed aromatics,thereby conferring a higher DOM biolability and lower DOM aromaticity.This study highlights the dominance of the weathering-related dimension in constraining the molecular signatures and potential functions of DOM in soils across a wide geographic scale. 展开更多
关键词 Soil organic matter Dissolved organic matter Chemical composition Molecular signature Mineral weathering
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