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.
引用
收藏
页数:10
相关论文
共 50 条
  • [31] Coastal mudflats as reservoirs of extracellular antibiotic resistance genes: Studies in Eastern China
    Qingbin Yuan
    Xiaolin Wang
    Hui Fang
    Yuan Cheng
    Ruonan Sun
    Yi Luo
    Journal of Environmental Sciences, 2023, 129 (07) : 58 - 68
  • [32] Coastal mudflats as reservoirs of extracellular antibiotic resistance genes: Studies in Eastern China
    Yuan, Qingbin
    Wang, Xiaolin
    Fang, Hui
    Cheng, Yuan
    Sun, Ruonan
    Luo, Yi
    JOURNAL OF ENVIRONMENTAL SCIENCES, 2023, 129 : 58 - 68
  • [33] Accumulation of antibiotics and antibiotic resistance genes in freshwater crayfish - Effects of antibiotics as a pollutant
    Holm, Rebecca
    Soderhall, Kenneth
    Soderhall, Irene
    FISH & SHELLFISH IMMUNOLOGY, 2023, 138
  • [34] Wastewater as a point source of antibiotic-resistance genes in the sediment of a freshwater lake
    Nadine Czekalski
    Elena Gascón Díez
    Helmut Bürgmann
    The ISME Journal, 2014, 8 : 1381 - 1390
  • [35] Wastewater as a point source of antibiotic-resistance genes in the sediment of a freshwater lake
    Czekalski, Nadine
    Diez, Elena Gascon
    Buergmann, Helmut
    ISME JOURNAL, 2014, 8 (07): : 1381 - 1390
  • [36] Occurrence and distribution of antibiotic resistance genes in water supply reservoirs in Jingjinji area, China
    Zhang, Kai
    Niu, Zhi-Guang
    Lv, Zhiwei
    Zhang, Ying
    ECOTOXICOLOGY, 2017, 26 (09) : 1284 - 1292
  • [37] Occurrence and distribution of antibiotic resistance genes in water supply reservoirs in Jingjinji area, China
    Kai Zhang
    Zhi-Guang Niu
    Zhiwei Lv
    Ying Zhang
    Ecotoxicology, 2017, 26 : 1284 - 1292
  • [38] Distribution of Antibiotic Resistance Genes and Their Associations with Bacterial Communities and Water Quality in Freshwater Lakes
    Rajasekar, Adharsh
    Murava, Raphinos Tackmore
    Norgbey, Eyram
    Vadde, Kiran Kumar
    Qiu, Mengru
    Guo, Shuaizhi
    Yu, Tong
    Wang, Ruoqing
    Zhao, Cailin
    WATER AIR AND SOIL POLLUTION, 2023, 234 (04):
  • [39] Abundance of antibiotic resistance genes and bacterial community composition in wild freshwater fish species
    Marti, Elisabet
    Huerta, Belinda
    Rodriguez-Mozaz, Sara
    Barcelo, Damia
    Marce, Rafael
    Luis Balcazar, Jose
    CHEMOSPHERE, 2018, 196 : 115 - 119
  • [40] Distribution of Antibiotic Resistance Genes and Their Associations with Bacterial Communities and Water Quality in Freshwater Lakes
    Adharsh Rajasekar
    Raphinos Tackmore Murava
    Eyram Norgbey
    Kiran Kumar Vadde
    Mengru Qiu
    Shuaizhi Guo
    Tong Yu
    Ruoqing Wang
    Cailin Zhao
    Water, Air, & Soil Pollution, 2023, 234