title: Environmental drivers of the distribution of nitrogen functional genes at a watershed scale.
abstract: To date only few studies have dealt with the biogeography of microbial communities at large spatial scales, despite the importance of such information to understand and simulate ecosystem functioning. Herein, we describe the biogeographic patterns of microorganisms involved in nitrogen (N)-cycling (diazotrophs, ammonia oxidizers, denitrifiers) as well as the environmental factors shaping these patterns across the Koiliaris Critical Zone Observatory, a typical Mediterranean watershed. Our findings revealed that a proportion of variance ranging from 40 to 80% of functional genes abundance could be explained by the environmental variables monitored, with pH, soil texture, total organic carbon and potential nitrification rate being identified as the most important drivers. The spatial autocorrelation of N-functional genes ranged from 0.2 to 6.2 km and prediction maps, generated by cokriging, revealed distinct patterns of functional genes. The inclusion of functional genes in statistical modeling substantially improved the proportion of variance explained by the models, a result possibly due to the strong relationships that were identified among microbial groups. Significant relationships were set between functional groups, which were further mediated by land use (natural versus agricultural lands). These relationships, in combination with the environmental variables, allow us to provide insights regarding the ecological preferences of N-functional groups and among them the recently identified clade II of nitrous oxide reducers.
authors.affiliation: School of Environmental Engineering, Technical University of Crete, Polytechnioupolis 73100 Chania, Greece.
authors.forename: Myrto
authors.initials: M
authors.lastname: Tsiknia
authors.affiliation: School of Environmental Engineering, Technical University of Crete, Polytechnioupolis 73100 Chania, Greece niko.paranychianakis@enveng.tuc.gr.
authors.forename: Nikolaos V
authors.initials: NV
authors.lastname: Paranychianakis
authors.affiliation: School of Environmental Engineering, Technical University of Crete, Polytechnioupolis 73100 Chania, Greece.
authors.forename: Emmanouil A
authors.initials: EA
authors.lastname: Varouchakis
authors.affiliation: School of Environmental Engineering, Technical University of Crete, Polytechnioupolis 73100 Chania, Greece.
authors.forename: Nikolaos P
authors.initials: NP
authors.lastname: Nikolaidis
mesh_terms: D000641:Ammonia / Q000378:metabolism; D001419:Bacteria / Q000235:genetics / Q000378:metabolism; D001673:Biodegradation, Environmental; D004247:DNA / Q000032:analysis / Q000235:genetics* / Q000302:isolation & purification; D017931:DNA Primers / Q000235:genetics; D058440:Denitrification; D049308:Dioxygenases / Q000235:genetics; D017753:Ecosystem; D004777:Environment; D006841:Hydrocarbons, Aromatic / Q000378:metabolism*; D059013:Microbial Consortia / Q000235:genetics*; D058465:Nitrification; D009584:Nitrogen / Q000032:analysis / Q000378:metabolism*; D058458:Nitrogen Cycle; D009586:Nitrogen Fixation; D058974:Phylogeography; D060888:Real-Time Polymerase Chain Reaction; D012988:Soil Microbiology
chemical_list: D017931:DNA Primers; D006841:Hydrocarbons, Aromatic; D000641:Ammonia; D004247:DNA; D049308:Dioxygenases; D009584:Nitrogen
keywords: N-cycling; biogeography; cokriging; geostatistical modeling; nitrifiers