Distance-decay equations of antibiotic resistance genes across freshwater reservoirs

被引:1
|
作者
Guo, Zhao-Feng [1 ,2 ]
Das, Kiranmoy [3 ]
Boeing, Wiebke J. [4 ]
Xu, Yao-Yang [1 ,2 ]
Borgomeo, Edoardo [5 ]
Zhang, Dong [1 ,2 ]
Ao, Si-Cheng [1 ,2 ]
Yang, Xiao-Ru [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Urban Environm, Key Lab Urban Environm & Hlth, Ningbo Observat & Res Stn, Xiamen 361021, Peoples R China
[2] CAS Haixi Ind Technol Innovat Ctr Beilun, Zhejiang Key Lab Urban Environm Proc & Pollut Cont, Ningbo 315830, Peoples R China
[3] Indian Stat Inst, Appl Stat Div, Kolkata 700108, India
[4] New Mexico State Univ, Dept Fish Wildlife & Conservat Ecol, Las Cruces, NM 88003 USA
[5] Univ Cambridge, Dept Engn, Cambridge CB2 1PZ, England
基金
中国国家自然科学基金;
关键词
Antibiotic resistance genes; Dissemination potential; Distance-decay equation; Freshwater reservoirs; Quantile regression; QUANTILE REGRESSION; BIOGEOGRAPHY; COMMUNITIES; SIMILARITY; EUTROPHICATION; MICROORGANISMS; FRAMEWORK; PATTERNS;
D O I
10.1016/j.watres.2024.121830
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Distance-decay (DD) equations can discern the biogeographical pattern of organisms and genes in a better way with advanced statistical methods. Here, we developed a data Compilation, Arrangement, and Statistics framework to advance quantile regression (QR) into the generation of DD equations for antibiotic resistance genes (ARGs) across various spatial scales using freshwater reservoirs as an illustration. We found that QR is superior at explaining dissemination potential of ARGs to the traditionally used least squares regression (LSR). This is because our model is based on the 'law of limiting factors', which reduces influence of unmeasured factors that reduce the efficacy of the LSR method. DD equations generated from the 99th QR model for ARGs were 'S-all = 90.03e(-0.01Dall)' in water and 'S-all = 92.31e(-0.011Dall)' in sediment. The 99th QR model was less impacted by uneven sample sizes, resulting in a better quantification of ARGs dissemination. Within an individual reservoir, the 99th QR model demonstrated that there is no dispersal limitation of ARGs at this smaller spatial scale. The QR method not only allows for construction of robust DD equations that better display dissemination of organisms and genes across ecosystems, but also provides new insights into the biogeography exhibited by key parameters, as well as the interactions between organisms and environment.
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页数:10
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