Accepted Manuscript Diversity of the active phenanthrene degraders in PAH-polluted soil is shaped by ryegrass rhizosphere and root exudates Jibing Li, Chunling Luo, Dayi Zhang, Xixi Cai, Longfei Jiang, Xuan Zhao, Gan Zhang PII:
S0038-0717(18)30356-0
DOI:
10.1016/j.soilbio.2018.10.008
Reference:
SBB 7312
To appear in:
Soil Biology and Biochemistry
Received Date: 8 March 2018 Revised Date:
17 September 2018
Accepted Date: 16 October 2018
Please cite this article as: Li, J., Luo, C., Zhang, D., Cai, X., Jiang, L., Zhao, X., Zhang, G., Diversity of the active phenanthrene degraders in PAH-polluted soil is shaped by ryegrass rhizosphere and root exudates, Soil Biology and Biochemistry (2018), doi: https://doi.org/10.1016/j.soilbio.2018.10.008. This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
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Diversity of the active phenanthrene degraders in PAH-polluted soil is shaped by
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ryegrass rhizosphere and root exudates
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Jibing Lia,e, Chunling Luoa,b*, Dayi Zhangc, Xixi Caid, Longfei Jianga, Xuan Zhaoa, Gan Zhanga
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a
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b
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Guangzhou 510642, China
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c
School of Environment, Tsinghua University, Beijing 100084, China
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d
College of Resources and Environment, Fujian Agriculture and Forestry University, Fuzhou
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350002, China
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e
Guangzhou Institute of Geochemistry, Chinese Academy of Sciences, Guangzhou 510640, China
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College of Natural Resources and Environment, South China Agricultural University,
University of Chinese Academy of Sciences, Beijing 100049, China
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*Corresponding author: Dr. Chunling Luo
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E-mail:
[email protected]
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Tel.: +86-20-85290290; Fax: +86-20-85290706
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Abstract
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Root exudates can stimulate microbial degradation within the rhizosphere, but their exact roles are
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embedded within the complicated rhizospheric effects. In the present study, we applied both 12C-
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and
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phenanthrene degradation via DNA stable isotope probing (DNA-SIP). A significant increase of
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phenanthrene biodegradation efficiency (10.7%) was found in ryegrass rhizosphere compared to
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bulk soils, but not in soils supplemented with ryegrass root exudates. Results from
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high-throughput sequencing and computational analyses suggested that treatments with both
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ryegrass rhizosphere and root exudates markedly increased total bacterial populations and shaped
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the
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phenanthrene-degraders belonging to eight bacterial classes revealed by DNA-SIP, only
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Alphaproteobacteria and Nitrososphaeria were shared between bulk soils, ryegrass rhizosphere
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and soils supplemented with ryegrass root exudates. Sphingobacteriia and Actinobacteria were
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active phenanthrene-degraders within both ryegrass rhizosphere and soils supplemented with
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ryegrass root exudates, whereas others were observed only in bulk soils or soils supplemented
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with ryegrass root exudates. Most of the degraders were linked to phenanthrene degradation for
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the first time based on their incorporation of 13C-phenanthrene. In 13C-phenanthrene microcosms,
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the relative abundance of PAH-RHDα genes and active phenanthrene-degraders was strongly
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correlated with phenanthrene degradation efficiency. Compared to the rhizosphere, root exudates
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provided a minor contribution to the abundance of PAH-RHDα gene. This study helps in better
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understanding the roles of root exudates supplement in the phenanthrene biodegradation process
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within the rhizosphere and provides theoretical insights into the mechanisms of enhanced
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phenanthrene degradation via phytoremediation at PAH-contaminated sites.
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Keywords: Root exudates; rhizosphere; active phenanthrene-degraders; PAH-RHDα genes
of
the
active
phenanthrene-degrader
community.
Of
all
the
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C-phenanthrene to distinguish the effects of root exudates within ryegrass rhizosphere on
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1. Introduction Polycyclic aromatic hydrocarbons (PAHs) are molecules containing two or more fused
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benzene rings (Haritash and Kaushik, 2009). They are ubiquitous environmental pollutants, with
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toxic, mutagenic, and carcinogenic properties, and have caused substantial environmental and
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human health concerns (Keith and Telliard, 1979; Čvančarová et al., 2013). PAHs released into the
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environment can be removed through physical, chemical, and biological approaches (Khan et al.,
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2009; Yu et al., 2011). Despite the differences among these technologies, they all suffer from low
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efficiency, operational complexity, or high cost. Phytoremediation, defined as the use of plants and
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associated microorganisms in the rhizosphere for in situ treatment of environmental pollutants, is
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recognised as an environmentally friendly, cost-effective, and socially acceptable approach for the
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remediation of PAH-contaminated soil (Ní Chadhain et al., 2006; Shahsavari et al., 2015).
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The rhizosphere has an essential role in PAH phytoremediation. Numerous studies have investigated
the involvement of rhizosphere-associated
microorganisms in
soil PAH
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bioremediation (Khan et al., 2013b; Liu et al., 2015). For example, the plant rhizosphere can
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significantly improve the dissipation of PAHs compared to unplanted soil (Cheema et al., 2010; Yu
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et al., 2011), and accelerated PAH removal is attributable mainly to the enhancement of bacterial
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activity and diversity in the rhizosphere due to improved soil aeration, permeability, and break-up
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of soil aggregates, leading to an increase in PAH bioavailability (Hamdi et al., 2007). In addition,
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compounds released by roots (i.e. root exudates) can represent high carbon input into the
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rhizosphere (And and Leyval, 2003; Cebron et al., 2011), and some exudates act as surfactants,
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increasing PAH solubility (Cebron et al., 2011). Therefore, root exudates can stimulate microbial
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degradation processes within the rhizosphere. In bulk soils supplemented with root exudates, the
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presence of root exudates can modify the bacterial diversity of PAH degraders and increase the
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abundance of bacteria containing known PAH ring hydroxylating dioxygenase (PAH-RHDα) genes
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in PAH-polluted soil (Cebron et al., 2011). Accordingly, root exudates are speculated to be a
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predominant factor leading to changes in microbial communities in the rhizosphere and a potential
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driver behind enhanced petroleum biodegradation (Martin et al., 2014). However, the actual role
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of root exudates within the rhizosphere, compared to the physical effects of the rhizosphere, in
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promoting PAH degradation and changes in the microbial community structure throughout the
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phytoremediation process remains unclear.
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degraders, which are predominantly yet-to-be-cultivated species (Rappé and Giovannoni, 2003).
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Stable-isotope probing (SIP) is a cultivation-independent technique that circumvents the
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requirement to isolate an organism to assess its metabolic responses, and provides the opportunity
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to link microbial identities to their functions (Dumont and Murrell, 2005). Using substrates
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labeled with stable isotopes (e.g., 13C or 15N) results in the formation of isotope-enriched cellular
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components, such as DNA, RNA, and protein, of the microorganisms involved in the
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mineralisation of the substrate (Jiang et al., 2015). SIP has been applied to identify many
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indigenous bacteria capable of degrading PAHs (Song et al., 2015; Li et al., 2018), and has been
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used to identify bacterial communities actively assimilating root exudates in the rhizosphere
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(Haichar et al., 2008). However, previous studies only addressed the change in PAH-degrading
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bacteria in rhizosphere or soils supplemented with root exudates alone, and no work has attempted
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to compare the diversity and functions of PAH-degraders between bulk soils, rhizosphere and soils
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supplemented with root exudates during PAH degradation process in PAH-contaminated soil via
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SIP.
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Phenanthrene (PHE) is used as a model PAH compound due to its ubiquity in nature and
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angular fused-ring structure (Li et al., 2017a). Therefore, we selected it as the target compound in
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this study to investigate the change in phenanthrene degradation efficiency, bacterial populations,
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active phenanthrene degraders, and phenanthrene-degrading genes between bulk soils, ryegrass
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rhizosphere and soils with ryegrass root exudates. To achieve these objectives, we performed
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DNA-SIP experiments to target the active degraders incorporating
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13
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soils supplemented with ryegrass root exudates. After 12 days of phenanthrene degradation,
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high-throughput sequencing and quantitative polymerase chain reaction (qPCR) revealed
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significant changes in the active phenanthrene degraders and abundance of functional PAH-RHDα
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genes across the treatments. Our findings suggested a minor contribution of root exudates to in
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situ phenanthrene degradation compared to the rhizosphere. This information can be used to
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C-phenanthrene by adding
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C-labelled phenanthrene to bulk soils, ryegrass rhizosphere (soils planted with ryegrass), and
improve phytoremediation of PAH-contaminated sites.
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2. Materials and methods
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2.1. Sample collection Soil samples were collected in the Shengli Oil Field (37°68′N, 118°48′E) in Dongying City,
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Shandong Province, China, in September 2015, from a depth of 0–20 cm. After transport to the
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laboratory at 4°C, the soil was air dried at room temperature for 7 days and sieved to 2 mm for
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homogenisation. A portion of the soil was stored at -80°C for subsequent DNA extraction, and the
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rest was used immediately for the phenanthrene degradation and SIP experiments. Table 1 lists the
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soil characteristics and PAH concentrations. Total carbon (TC) and total nitrogen (TN) were
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measured on an element analyzer (VarioEL III, Elementar, Hanau, Germany) (Hedges and Stern,
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1984). Individual PAHs in the soil were quantified using gas chromatography–mass spectrometry
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(see Section 2.5).
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2.2. Ryegrass and root exudate collection
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Ryegrass (Lolium perenne) was used in this study for its good performance in accelerating PAH degradation in soil based on field studies (Sun et al., 2010a). After sterilisation with 30% (v/v)
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H2O2 for 30 min, ryegrass seeds were germinated in a culture dish at room temperature in the dark.
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After germination, the seedlings were transferred to Hoagland solution for further growth until the
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seedlings matured in an artificially controlled climate chamber (7-9 weeks) with a day/night
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photoperiod of 14/8 h (10,000 Lux), temperature of 28/22°C, and relative humidity of 60% before
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the phenanthrene degradation and SIP experiments. Root exudates were collected from ryegrass
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samples on week 8 in advance by submerging the roots four times in demineralised sterile water
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for 6 h. The root exudate extracts were stored at 4°C and finally gathered, filtered through a
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0.2-mm filter (Nalgene), lyophilised, and pooled (Cebron et al., 2011). The total organic carbon
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and inorganic carbon were analyzed by a Total Organic Carbon analyzer (TOC-VCPH, Shimadzu);
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total nitrogen is defined as the sum of total Kjeldahl nitrogen and nitrogenous anions, which was
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detected as previously described (Bundy et al., 2017). Calcium, potassium, magnesium, sodium
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and silicon were measured by flame atomic absorption spectrometry using a GBC Avanta
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instrument, and iron was measured by graphite furnace atomic absorption spectrometry using a
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deuterium lamp for non-atomic correction as previously described by (Mora et al., 2017). The
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nitrogen (12.7 mg/g), calcium (12.04 mg/g), iron (0.84 mg/g), potassium (102.6 mg/g),
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magnesium (13.6 mg/g), sodium (11.8 mg/g) and silicon (0.66 mg/g), similar with previous
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studies (Cebron et al., 2011).
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2.3. SIP microcosms
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Microcosms were set up in miniature planting pots with dimensions of 20 × 70 mm (diameter
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× height). After the soil was homogenised, demineralised sterile water was added to the pots to
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adjust the water content to 60% (vol./wt.) of the soil water holding capacity (WHC) before use.
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Subsequently, unlabelled phenanthrene (99%) or
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Cambridge Isotope Laboratories, Inc., Tewksbury, MA, USA) was added to the pots at a final
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phenanthrene concentration of 10 mg/kg. Treated soil was packed into the pots (5 g dry weight
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soil per pot). For the treatments planted with ryegrass (rhizosphere treatments), two uniform
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mature ryegrasses were transplanted carefully and grown in each pot. For the soil inoculated with
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root exudates, 100 mg of exudate was added to each pot. All the treated soils were watered with
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sterile distilled water throughout the experiment to keep the soil at approximately 60% of its WHC.
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In
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(12C-phenanthrene with ryegrass root exudate), 12C_RG (12C-phenanthrene with growing ryegrass),
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13
C_AD (13C-phenanthrene only),
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13
C_RG (13C-phenanthrene with growing ryegrass). A sterile control treatment was prepared with
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unlabelled phenanthrene in soils sterilized by a gamma-ray technique, which attempted to confirm
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the occurrence of PHE biodegradation and evaluate its contribution to PHE removal soils. All
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microcosms were incubated using the same seedling planting method described in Section 2.2.
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Each treatment was carried out in nine replicates. For the RG treatments, after digging out the
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ryegrass plant and gently shaking, the rhizospheric soils from the growing ryegrass were sampled
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by brushing the roots according to the previous study (Deng et al., 2018). On days 4, 8, and 12
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after incubation, three soil replicates from each treatment were collected for PAH analysis and
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DNA extraction.
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2.4. Nucleic acid extraction and ultracentrifugation
C-labelled phenanthrene (13C14-PHE, 99%;
six
treatments
were
included:
13
12
C_AD
(12C-phenanthrene
alone),
12
C_RE
C_RE (13C-phenanthrene with ryegrass root exudate), and
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Total nucleic acids were extracted from 2 g of each collected soil using the PowerSoil DNA
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Isolation Kit (MO BIO, Carlsbad, CA, USA) according to the manufacturer’s instructions, and the
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DNA content was quantified using a ND-2000 UV-vis spectrophotometer (NanoDrop
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Technologies, Wilmington, DE, USA) (Li et al., 2017a). To separate 12C- and
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acid ultracentrifugation was conducted as described previously (Song et al., 2016). Approximately
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5 µg of DNA was added to Quick-Seal polyallomer tubes (13 × 51 mm, 5.1 mL, Beckman Coulter,
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Pasadena, CA, USA) and mixed with Tris-EDTA (pH 8.0)/CsCl solution at a final buoyant density
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(BD) of ~1.77 g/mL. After balancing and sealing, density gradient centrifugation was performed
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in an ultracentrifuge (Optima L-100XP; Beckman Coulter) at 175,000 ×g for 48 h (20°C). The
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centrifuged gradients were fractionated into different fractions of 400 µL. The DNA fractions were
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purified to remove Tris-EDTA and CsCl using the method described by Sun et al. (2010b) after
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measuring the BD of each fraction. Compared to the
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concentrations from all six biotic treatments at higher BD (1.7372–1.7784 g/mL) were higher in
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the 13C-phenanthrene microcosms, indicating that a part of DNA was labelled with the assimilated
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2.5. High-throughput sequencing and computational analyses
C-DNA, nucleic
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The hypervariable V4 region of bacterial 16S rRNA gene fragments was amplified for each
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treatment using the 515f/806r primer set (Table S1), as described by Bates et al. (2011). In total,
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558 samples were amplified and sequenced. Unique heptad-nucleotide sequences (12 bases) were
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added to the reverse primers as barcodes to assign sequences to the different fractions. PCR was
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performed using Li’s method (Li et al., 2017a). Sequencing was conducted on an Illumina MiSeq
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sequencer in a standard pipeline using 2 × 250 bp PE technology. The qualified sequences were
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analysed as described by Schloss et al. (2009) and Caporaso et al. (2010) and then assigned using
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an operational taxonomic unit (OTU)-based method to generate microbiome profiles (Edgar, 2010;
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Mcdonald et al., 2012; Werner et al., 2012).
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The relative abundance of each OTU was determined and the top 100 relative abundances
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were selected for analysis according to previous studies (Sun et al., 2010b; Li et al., 2017a). The
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phenanthrene degraders were identified from OTUs enriched in the heavy fractions from the
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13
C_AD,
13
C_RE, and
13
C_RG microcosms compared to the 7
12
C_AD,
12
C_RE, and
12
C_RG
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samples, respectively. In the present study, OTUs identified as active phenanthrene degraders from
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the
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phylogenetic analysis of these sequences was performed as described previously (Li et al., 2018).
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The GenBank accession numbers of the above sequences are provided in the Supporting
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Information.
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2.6. Detection of PAH-RHDα genes
C_phenanthrene treatments were further trimmed using the Greengenes database, and
The PAH-RHDα genes in the heavy DNA fractions from the
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C-phenanthrene treatments
were amplified using two primer sets for gram-positive (GP, 642f/933r) and gram-negative
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(610f/911r) degraders (Table S1) (Cebron et al., 2008). Gradient PCR and amplification reactions
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were performed as described previously (Li et al., 2017a). In the present study, only one strong
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and specific amplicon was produced with the PAH-RHDα GP primer set and selected for
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subsequent analysis. The PCR products were gel-purified using a gel extraction kit (D2500-01;
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Omega Bio-tek, Norcross, GA, USA), followed by cloning and sequencing as described
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previously (Jiang et al., 2015). Briefly, the purified fragments were ligated into pMD-19T
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(TaKaRa) and transformed into Escherichia coli DH5α. The positive clones containing right
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inserts were selected on ampicillin-containing (50 mg/L) Luria-Bertani agar plates for 12 h at
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37°C. The plasmids were finally extracted and sent for sequence. Phylogenetic dendrograms were
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prepared using the method described in section 2.5. The GenBank accession number for the partial
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PAH-RHDα gene sequence is MG659713.
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2.7. Quantitative polymerase chain reaction (qPCR)
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The abundance of bacterial 16S rRNA and PAH-RHDα GP genes in each fraction from
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13
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pair Bac519F/Bac907R and the PAH-RHDα GP primer pair 642f/933r (Table S1). The PCR
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reactions were performed in a 20-µL mixture containing 10 µL of SYBR green PCR Premix Ex
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Taq II (TaKaRa, Japan), 0.5 µL of each primer (10 µM; BGI-Shenzhen), and 1 µL of DNA
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template ( 10 ng/uL) on an ABI 7500 real-time PCR system (Applied Biosciences, USA). Two
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standard curves were obtained by producing a 10-fold serial dilution of plasmid pGEM-T Easy
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Vector sequences (102–108 copies; Promega) containing the 16S rRNA and PAH-RHDα GP genes,
C-labelled and unlabelled DNA were determined by qPCR using the bacterial universal primer
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(Song et al., 2015; Li et al., 2017b): initial denaturation at 94°C for 10 min, followed by 40 cycles
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at 94°C for 30 s, 55°C for 30 s, and 72°C for 15 s. Finally, melt curves were obtained from 60 to
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95°C at an increment of 0.2°C/cycle.
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2.8. Chemical analysis
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Phenanthrene in soil and plant tissue from each microcosm (days 0, 4, 8, and 12 after
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incubation) was analysed by gas chromatography (model 7890; Agilent, Santa Clara, CA, USA),
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using a capillary column (DB-5MS, 30 m, 0.25 mm, 0.25 µm) and a mass spectrometric detector
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(model 5975; Agilent), as described previously (Khan et al., 2009; Jiang et al., 2015). Briefly, after
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sieving soil (0.2 mm) and grinding ryegrass tissue, samples were spiked with 1,000 ng of
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deuterated PAHs and extracted twice with dichloromethane. The extracted organic phase was
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concentrated to approximately 0.5 mL and then purified using a silica-gel/alumina column (8 mm
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i.d.). The eluent was concentrated to approximately 50 µL using a gentle stream of N2, and 1,000
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ng hexamethylbenzene was added as an internal standard to all samples before the instrumental
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analysis. Table S2 lists the components and concentrations of the deuterated PAHs, standards, and
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internal standard.
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2.9. Statistical analysis
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Data were expressed as mean ± standard deviation (SD). Statistical analyses were performed
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using Origin 8.0 (OriginLab Corporation, MA). The least significance difference (LSD) test was
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used to determine differences at α=0.05 level. Pearson correlation coefficients between the
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abundance of total 16S rRNA genes, active phenanthrene-degrading bacteria, PAH-RHDα genes,
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and phenanthrene degradation efficiency were calculated using SPSS statistical package 17.0
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(SPSS Inc., Chicago, IL).
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3. Results
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3.1. Phenanthrene degradation performance Figure 1 presents the soil residual phenanthrene concentrations in the
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12
C_RE,
12
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phenanthrene was detected in ryegrass tissues over the 12-day period (Table S3). The
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phenanthrene concentration in the sterile control decreased less than that in the biotic treatments,
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confirming the major contribution of biodegradation to phenanthrene elimination, which was in
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agreement with many previous studies (Li et al., 2017a; Jiang et al., 2015; Li et al., 2018). No
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significant difference (p > 0.05) was observed between
248
degradation in the AD, RE, or RG treatments. As shown in Figure 1, the residual phenanthrene
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levels in the 12C_AD (53.9 ± 4.9%) and 13C_AD (53.4 ± 3.7%) microcosms were lower than those
250
in the
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Thereafter, the phenanthrene biodegradation rates slowed and became similar in the AD and RE
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microcosms (56.3–56.4% and 65.7–65.9% on days 8 and 12, respectively). However, the residual
253
phenanthrene levels in the
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much lower than those in the AD and RE treatments after 4 days. Moreover, residual phenanthrene
255
was significantly lower (p < 0.05) in the RG microcosms (34.0 ± 3.4% and 23.3 ± 2.5% on days 8
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and 12, respectively) than in the AD microcosms (43.6 ± 4.1% and 34.4 ± 3.4% on days 8 and 12,
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respectively), suggesting that the degradation efficiency increased by 9.64% and 11.07%,
258
respectively, in the presence of ryegrass. Statistical analysis showed a significant difference in
259
phenanthrene degradation between the AD (bulk soils) and RG (rhizosphere) treatments, as well as
260
RE (soils supplemented with root exudates alone) and RG microcosms, suggesting that the
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supplement of root exudates in PAH-contaminated soils offered only a minor contribution to the
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phenanthrene degradation efficiency.
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3.2. Abundance and community structure of total soil bacteria
C_RE, and
13
C_RG microcosms at different sampling times. Minimal
12
13
13
C-phenanthrene
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C-phenanthrene and
C_RE (59.0 ± 4.6%) treatments during the first 4 days.
C_RG (49.2 ± 4.7%) and
13
C_RG (49.2 ± 3.5%) microcosms were
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C_RG,
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12
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DNA was extracted from the six biotic treatments (non-sterilized soils) after 4, 8 and 12 days
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of incubation, followed by qPCR and high-throughput sequencing. The total 16S rRNA gene
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abundance in the RG microcosms (5.76 × 108 copies/g soil) and RE microcosms (5.34 × 108 10
ACCEPTED MANUSCRIPT copies/g soil) was approximately 17-fold higher than that in the AD microcosms (3.27 × 107
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copies/g soil) after 12 days of incubation (Figure S1), indicating that both root exudates and the
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rhizosphere had significant roles in increasing the total soil bacterial population. In the AD, RE,
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and RG treatments, the relative abundance of total 16S rRNA genes defined by genus showed
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slight differences from the indigenous microbial community structures in the degradation of
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12
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composition and structure of the microbial communities exhibited significantly different
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behaviours among the AD, RE, and RG microcosms. Unclassified members of the genera
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Micrococcaceae and Comamonadaceae were predominant (>5%) in the AD, RE, and RG
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microcosms, but their abundance changed significantly with biodegradation. There was a
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concomitant decrease in the relative abundance of unclassified Micrococcaceae in the AD
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treatments, from 15.4% on day 4 to 12.9% on day 8 and 10.2% on day 12. Their relative
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abundance (19.3%) was significantly higher in the RE microcosms than in the AD microcosms in
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the first 4 days, but decreased to 12.3% and 9.14% after 8 and 12 days, respectively. In the RG
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microcosms, the relative abundance of unclassified Micrococcaceae remained lower than those in
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the AD and RE microcosms on days 4, 8, and 12 (6.09%, 6.44%, and 6.45%, respectively). There
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was a concomitant decrease in the relative abundance of Comamonadaceae in the RG treatments,
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from 12.2% on day 4 to 9.99% on day 8 and 8.98% on day 12, all significantly higher than those
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in the AD (7.06%, 5.76%, and 5.89%, respectively) and RE (6.31%, 5.67%, and 5.94%,
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respectively) microcosms. For rare bacteria, the relative abundances of unclassified Streptophyta
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(phylum Cyanobacteria, class Chloroplast) in the RG microcosms (21.8%, 9.75%, and 8.48%)
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were significantly higher than those in the AD (0.58%, 0.63%, and 1.06%) and RE (0.62%, 0.68%,
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and 0.88%) microcosms on days 4, 8, and 12, respectively.
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3.3. Active phenanthrene degraders in the AD microcosms as revealed by DNA-SIP
13
C-phenanthrene over the 12-day period (Figure S2). However, the
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C-phenanthrene and
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267
291
Bacterial 16S rRNA gene abundance was quantified using qPCR on DNA recovered from
292
each fraction of all microcosms. On days 4, 8, and 12, the abundances of bacterial 16S rRNA
293
genes in fractions with higher BDs (1.7372–1.7784 g/mL; see the stars in Figure S4) in the
294
13
295
in grey, Figure S3). The indigenous microorganisms responsible for 13C-phenanthrene assimilation
C-AD microcosm were significantly higher than those in the 12C-phenanthrene control (marked
11
ACCEPTED MANUSCRIPT 12
296
were detected by comparing the relative abundances of specific OTUs in the
297
and
298
higher BDs (1.7372–1.7784 g/mL) and enriched in the
299
and S4). In contrast, no enrichment or similar trends were detected in the
300
addition, there was a concomitant increase in the relative abundance of OTU_3175 in the heavy
301
fractions of the
302
OTU_42987) were only enriched on days 8 and 12, but not day 4, indicating that the
303
microorganisms represented by these OTUs derived
304
incubation. Finally, OTU_32213 was enriched after 12 days of incubation. In total, five types of
305
bacteria represented by the above OTUs were detected in the AD microcosms over the 12-day
306
incubation period.
307
3.4. Active phenanthrene degraders in the RE and RG microcosms as revealed by DNA-SIP
C-phenanthrene treatments in each fraction. OTU_1476 and OTU_3175 were found at C_AD microcosm on day 4 (Figures 2 C_AD treatment. In
RI PT
12
C_AD treatment from days 4 to 12. Moreover, two OTUs (OTU_34691 and
13
C from
13
C-phenanthrene after 8 days of
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13
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C-phenanthrene
The bacterial 16S rRNA gene abundance in the RE and RD microcosms showed similar
309
patterns of enrichment in fractions with higher BDs (1.7575–1.7773 g/mL, see stars in Figures S5
310
and S6), as illustrated in Figure S3. Soil with root exudates produced a significant change in the
311
diversity of the indigenous phenanthrene-degrading communities (Figures 2 and S5). OTU_23284,
312
OTU_28345, and OTU_42503 were enriched in the heavy fractions of the 13C_RE microcosm on
313
day 4. On day 8, another two OTUs (OTU_3175 and OTU_34628) were enriched, and their
314
relative abundances in the heavy DNA fractions of
315
than those in the 12C_RE treatment. The other three enriched OTUs (OTU_753, OTU_34691, and
316
OTU_41564) were detected after 12 days of incubation. In total, eight OTUs were enriched in the
317
heavy fractions of the 13C_RE treatment over the 12-day period.
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13
C_RE treatment were significantly higher
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The ryegrass rhizosphere also significantly changed the diversity of the active
319
phenanthrene-degrading communities (Figures 2 and S6). Three types of bacteria, represented by
320
OTU_3175,
321
phenanthrene-degrading communities over the 12-day period, as their relative abundances in the
322
heavy fractions of the
323
treatment. After 8 days of incubation, one new enriched OTU (OTU_12876) was detected. On day
324
12, more OTUs (OTU_14966, OTU_19134, OTU_34306, OTU_42987, and OTU_53992) were
OTU_5288,
13
and
OTU_15584,
were
identified
as
the
indigenous
C_RG treatment were significantly higher than those in the
12
12
C_RG
ACCEPTED MANUSCRIPT 325
enriched in the heavy fractions of the 13C_RG treatment, showing involvement of representative
326
microorganisms in phenanthrene biodegradation. Although the phenanthrene-degrading communities differed among the AD, RE, and RG
328
treatments, some active phenanthrene degraders were shared between microcosms. The
329
microorganisms represented by OTU_3175 had a role in phenanthrene metabolism in all
330
treatments. Those represented by OTU_34691 were involved in phenanthrene metabolism in both
331
the AD and RE microcosms. The microorganisms represented by OTU_42987 were identified as
332
active phenanthrene degraders in both the AD and RG treatments. Calculation of the total
333
abundance of all identified PAH-degrading bacteria in each microcosm revealed that the ryegrass
334
rhizosphere could significantly improve the abundance of PAH-degrading bacteria (5.22 ± 0.33%
335
in the heavy fraction) after 12 days of incubation compared to the AD (4.69 ± 0.25%) and RE
336
(4.71 ± 0.31%) microcosms (Figure S7, p<0.05).
337
3.5. Significant community structure alteration of soil active phenanthrene degraders among the
338
AD, RE and RG treatments
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Figure 3 presents the phylogenetic information of the phenanthrene degraders represented by
340
the identified OTUs responsible for phenanthrene metabolism. The active phenanthrene-degraders
341
belonging to eight bacterial classes (Figure 3) included Alphaproteobacteria (Sphingoaurantiacus,
342
Kaistobacter, Sphingomonas, Novosphingobium, and Blastomonas), Gammaproteobacteria
343
(Pseudomonas), Betaproteobacteria (Herbaspirillum and Ramlibacter), Sphingobacteriia
344
(Chitinophagaceae, Pedobacter, and Mucilaginibacter), Blastocatellia (Pyrinomonadaceae),
345
Spartobacteria (Chthoniobacteraceae), Actinobacteria (Mycobacterium and Micrococcaceae),
346
and Nitrososphaeria (Nitrososphaera). OTUs belonging to the classes Alphaproteobacteria and
347
Nitrososphaeria were shared by all AD, RE, and RG treatments. OTU_12876, OTU_14966,
348
OTU_41564, OTU_15584, and OTU_3175 belonged to the genera Sphingoaurantiacus,
349
Kaistobacter, Sphingomonas, Novosphingobium, and Blastomonas, respectively, within the family
350
Sphingomonadaceae (phylum Proteobacteria,
351
represented by OTU_42987, OTU_34306, and OTU_34691 were characterised as the genus
352
Nitrososphaera (kingdom Archaea, phylum Thaumarchaeota, class Nitrososphaeria), and shared
353
high similarity with many strains in this genus, such as uncultured Nitrososphaera spp. clone
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13
class Alphaproteobacteria).
The bacteria
ACCEPTED MANUSCRIPT ncaOTU35 (KY225301.1), and uncultured Archaeon clone B118 (KX061174.1). Meanwhile,
355
some bacterial classes were observed in only two treatments, including Sphingobacteriia (AD and
356
RG microcosms) and Actinobacteria (RG and RE microcosms). Microorganisms represented by
357
OTU_53992, OTU_1476, and OTU_19134 belonged to the genera Pedobacter (family
358
Sphingobacteriaceae), Mucilaginibacter (family Sphingobacteriaceae), and an unclassified
359
Chitinophagaceae, respectively, within the order Sphingobacteriales (phylum Bacteroidetes, class
360
Sphingobacteriia). OTU_5288 and OTU_42503 were classified in the family Micrococcaceae
361
(order Micrococcales) and the genus Mycobacterium (family Mycobacteriaceae, order
362
Corynebacteriales), respectively, within the class Actinobacteria. Bacteria represented by
363
OTU_28345 and OTU_32213 only appeared in the RE and AD treatments, respectively, and were
364
assigned to the families Pyrinomonadaceae (phylum Acidobacteria, class Blastocatellia, order
365
Blastocatellales) and Chthoniobacteraceae (phylum Verrucomicrobia, class Spartobacteria, order
366
Chthoniobacterales).
367
Betaproteobacteria, Gammaproteobacteria, Spartobacteria, and Blastocatellia were only
368
observed in one treatment. OTU_23284 was found only in the RE treatment and was assigned to
369
the genus Pseudomonas (class Proproteobacteria, family Pseudomonadaceae) and exhibited
370
100% similarity to the partial 16S rRNA gene sequence of strain Pseudomonas frederiksbergensis
371
(MF139035.1). OTU_34628 and OTU_753 were detected only in the RE treatment and were
372
characterised as the genera Herbaspirillum (family Oxalobacteraceae) and Ramlibacter (family
373
Comamonadaceae), respectively, within the order Burkholderiales (phylum Proteobacteria, class
374
Betaproteobacteria). The phylogenetic information suggested significant alterations in the
375
community structure of the soil active phenanthrene degraders among the AD, RE, and RG
376
treatments.
377
3.6 Occurrence and quantification of PAH-RHDα genes involved in phenanthrene metabolism
active
phenanthrene
degraders
belonging
to
the
classes
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The PAH-RHDα GP genes were analysed in the heavy fractions of the 13C_AD, 13C_RE, and
378 379
13
380
98% similarity with an uncultured strain (AEW70574.1) and 96% similarity with the genus
381
Mycobacterium (AAY85176.1), which can degrade PAHs (Figure S8).
382
C_RG treatments. In all treatments, the PAH-RHDɑ gene sequences were identical and shared
The PAH-RHDɑ genes in the AD, RE, and RG treatments were quantified against each 14
ACCEPTED MANUSCRIPT 383
density-resolved fraction (Figure 4). Remarkable enrichment of PAH-RHDɑ genes in the heavy
384
DNA fractions (highlighted in grey, Figure 4) was observed in the 13C-AD, 13C-RE, and 13C-RG
385
treatments, indicating that the PAH-RHDɑ genes were labelled with the assimilated
386
contrast, no such enrichment or similar trend was detected in the
387
treatments. Accordingly, the PAH-RHDɑ genes detected in the heavy fractions of the 13C-labelled
388
microcosms were associated with phenanthrene metabolism. In addition, the copy numbers of the
389
PAH-RHDɑ genes in the heavy fractions of the 13C-AD, 13C-RE, and 13C-RG treatments increased
390
over the 12-day period, reaching 3.34 × 104, 3.45 × 104, and 4.92 × 104 copies/ng DNA on day 12
391
(Figure S9), respectively, approximately 8–10 times higher than those on day 4. Moreover, the
392
abundance of PAH-RHDα genes in the heavy fractions of the 13C-RG treatment was significantly
393
higher than that in the
394
increased the abundance of PAH-RHDα genes in active phenanthrene degraders participating in
395
PAH biodegradation.
396
3.7 Correlation between phenanthrene degradation efficiency and microbial abundance
C-AD,
12
C RE, and
12
C. In
C RG
13
13
C-RE treatments, indicating that the ryegrass rhizosphere
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C-AD and
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12
13
We evaluated the Pearson correlation coefficients between the copy numbers of the total 16S
398
rRNA gene, abundance of active phenanthrene-degrading bacteria, abundance of PAH-RHDα
399
genes, and phenanthrene degradation efficiency after 12 days of incubation. The phenanthrene
400
degradation efficiency was positively correlated with the abundance of active phenanthrene
401
degraders (Pearson correlation coefficient = 1.000, p < 0.01) and PAH-RHDα genes (Pearson
402
correlation coefficient = 0.999, p < 0.05), but not the total bacterial 16S rRNA genes (Table 2).
403
This linear correlation confirmed the incorporation of 13C-phenanthrene into the identified active
404
phenanthrene degraders and PAH-RHDα genes during phenanthrene metabolism. The relatively
405
lower abundance of PAH-RHDα genes and phenanthrene degraders in the RE microcosms
406
suggested a minor contribution of root exudates to the community diversity of phenanthrene
407
degraders compared to the rhizosphere, consistent with the phenanthrene degradation performance
408
results.
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4. Discussion Phytoremediation has been applied successfully for the remediation of PAH-contaminated
411
sites (Johnson et al., 2005; Guo et al., 2017). In the present study, soils planted with ryegrass
412
produced a significant increase in the phenanthrene degradation efficiency, hinting at the
413
contribution of phytoremediation to phenanthrene removal. However, no significant difference
414
was observed between the phenanthrene degradation rates with and without root exudates,
415
consistent with a previous study (Cebron et al., 2011). Therefore, the improvement in
416
phenanthrene biodegradation in rhizosphere was not explained by root exudates, but was
417
attributed to other effects of the ryegrass rhizosphere, indicating that supplementing soils with root
418
exudates have a minor contribution to phenanthrene degradation compared to the rhizosphere.
419
Although many studies have reported that root exudates can significantly modify the bacterial
420
community structure and microbial functions in the rhizosphere (Baudoin et al., 2003; Haichar et
421
al., 2008; Cebron et al., 2011), only limited attempts are made to address the changes in
422
degradation performance and the active degraders for organic pollutants affected by root exudates.
423
In the present study, the ryegrass rhizosphere and its root exudates markedly increased the total
424
bacterial population and modified the bacterial community structure in PAH-contaminated soil,
425
similar to the findings of a previous report (Guo et al., 2017). Two bacterial taxa significantly
426
stimulated in the ryegrass rhizosphere were unclassified Comamonadaceae and Streptophyta.
427
Comamonadaceae dominates soil profile (Huang et al., 2013) and barley root-enriched microbiota
428
(Bulgarelli et al., 2015), and the relative abundance of Comamonadaceae is positively correlated
429
with soil-available manganese, calcium, copper, and potassium concentrations (Huang et al.,
430
2013). Members of the family Comamonadaceae can degrade different organic pollutants,
431
including phenol, toluene, naphthalene, and phenanthrene (Sun and Cupples, 2012; Reunamo et al.,
432
2017). Streptophyta is common in lichen crust, and increases with the development of biological
433
soil crust (Zhang et al., 2016). In addition, the ryegrass rhizosphere affected the composition of
434
abundant bacteria, such as members of the family Micrococcaceae. In another study,
435
Micrococcaceae was the most frequently detected family within its phylum as an important
436
cellobiose- and glucose-degrading group under oxic conditions (Schellenberger et al., 2010).
437
However, there was no evidence from the SIP results directly linking the above abundant bacteria
438
(except Micrococcaceae) to phenanthrene degradation. The low correlation between the
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16
ACCEPTED MANUSCRIPT 439
phenanthrene degradation efficiency and abundance of total 16S rRNA genes (Table 2) also
440
supported the finding that the total bacterial population had a minor contribution to phenanthrene
441
metabolism. Instead, these soil prokaryotes might function to stabilise the microbial community or
442
degrade other organic molecules in PAH-contaminated soils (Li et al., 2017a). Besides the abundance and structure of the whole microbial community, the ryegrass
444
rhizosphere might have shaped the composition of the active phenanthrene-degrader community
445
by enriching and encouraging PAH degraders to enhance contaminant degradation (Guo et al.,
446
2017). In addition, root exudates alone have been reported to modify the diversity of active
447
phenanthrene degraders in soils contaminated with PAHs (Cebron et al., 2011). However, no
448
studies have distinguished the effects of root exudates within the ryegrass rhizosphere in shaping
449
the diversity of the active phenanthrene degraders in PAH-polluted soil. In the AD treatments, the
450
indigenous microorganisms responsible for phenanthrene degradation were affiliated with
451
Blastomonas, Mucilaginibacter, Nitrososphaera, and unclassified Chthoniobacteraceae. Among
452
them, only two taxa (Blastomonas and Nitrososphaera) remained active phenanthrene degraders
453
in both the RE and RG treatments. Six additional indigenous phenanthrene-degrading
454
microorganisms became active in the RE treatments, phylotypes affiliated with Sphingomonas,
455
Pseudomonas, Herbaspirillum, Ramlibacter, Mycobacterium, and unclassified Pyrinomonadaceae.
456
In the RG treatments, another six new taxa Sphingoaurantiacus, Kaistobacter, Novosphingobium,
457
Pedobacter, Micrococcaceae (genus unclassified) and Chitinophagaceae (genus unclassified)
458
were favoured. Among all the PHE degraders, Blastomonas, Sphingoaurantiacus, Ramlibacter,
459
Mucilaginibacter,
460
Chitinophagaceae, and Chthoniobacteraceae were found, for the first time, to be directly
461
responsible for indigenous phenanthrene biodegradation in soils.
SC
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Nitrososphaera,
unclassified
Pyrinomonadaceae,
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462
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443
Alphaproteobacteria and Nitrososphaeria were the two key phenanthrene-degrading bacterial
463
groups observed in all AD, RE, and RG treatments (Figure S10). Of the active degraders
464
belonging to the class Alphaproteobacteria, only Sphingomonas and Novosphingobium are known
465
to degrade various environmental contaminants such as chlorinated compounds and PAHs (Tiirola
466
et al., 2002; Liu et al., 2016; Mulla et al., 2016; Segura et al., 2017), and phenanthrene degradation
467
by Sphingomonas and Novosphingobium has been reported (Liu et al., 2016; Fida et al., 2017). We
468
previously applied DNA-SIP with 13C-phenanthrene as the substrate and identified Kaistobacter as 17
ACCEPTED MANUSCRIPT an indigenous phenanthrene degrader in activated sludge (Li et al., 2017b). However, the functions
470
of Blastomonas and Sphingoaurantiacus in PAH degradation remain unknown. Since they have
471
not been linked with phenanthrene degradation, their roles remain unclear at PAH-contaminated
472
sites. Archaea have an important role in PAH degradation (Ma et al., 2015), but research on
473
archaeal PAH bioremediation mechanisms and pathways is in its infancy (Ghosal et al., 2016).
474
Some Archaea can persist in PAH-contaminated marine samples, implying the potential capability
475
to metabolise PAHs (Harada et al., 2013). In the present study, the genus Nitrososphaera of
476
Archaea was associated with phenanthrene degradation in all treated microcosms. This is the first
477
evidence of Nitrososphaera’s ability to degrade phenanthrene. Our SIP results provide direct
478
evidence that some of the above genera within the classes Alphaproteobacteria and
479
Nitrososphaeria are key functional phenanthrene-degrading microbes in PAH-polluted soil.
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Some bacterial classes were observed in two treatments (Figure S10), including
481
Sphingobacteriia (AD and RG microcosms) and Actinobacteria (RG and RE microcosms). The
482
genera Mucilaginibacter and Pedobacter are members of the family Sphingobacteriaceae within
483
the class Sphingobacteriia. Members of the genus Mucilaginibacter can degrade organic matter
484
such as xylan, pectin, and laminarin (Khan et al., 2013a). Pedobacter sp. was isolated from
485
seedlings exposed to PAHs (Zhu et al., 2016) and identified as a soil alkane-degrading bacterium
486
in oil-exploration areas (Yang et al., 2015). Moreover, members of Chitinophagaceae within the
487
class Sphingobacteriia have been reported as benzo[a]pyrene-metabolising bacteria in forest soils
488
based on SIP (Song et al., 2015). However, these members of Bacteroidetes have not been
489
previously linked to phenanthrene degradation. Some bacteria assigned to Actinobacteria (e.g.
490
Mycobacterium and Micrococcaceae) have exhibited phenanthrene degradation capabilities
491
(Hennessee and Li, 2016; Li et al., 2017b). Moreover, Mycobacterium can degrade various
492
environmental contaminants such as polychlorobiphenyls and PAHs (Hormisch et al., 2004). Since
493
the above phenanthrene-degrading groups were observed in only two treatments, we speculated
494
that their roles in phenanthrene metabolism were altered by the external environment.
495
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Some functional phenanthrene degraders were only observed in one treatment, such as
496
Chthoniobacteraceae
(Spartobacteria)
497
(Gammaproteobacteria),
498
Pyrinomonadaceae (Blastocatellia) in the RE treatment. Bacteria closely related to
Herbaspirillum
in
the and
18
AD
microcosm
Ramlibacter
and
Pseudomonas
(Betaproteobacteria),
and
ACCEPTED MANUSCRIPT Verrucomicrobia are favoured in the ryegrass rhizosphere (Cebron et al., 2015). However,
500
Chthoniobacteraceae (class Spartobacteria) within this phylum was detected and identified as an
501
active phenanthrene degrader in soil without ryegrasses or its root exudates. Although
502
Verrucomicrobia might be important in PAH rhizoremediation (Kawasaki et al., 2012), the
503
functions of the family Chthoniobacteraceae in PAH degradation have not been documented. The
504
addition of root exudates to the soil stimulated the potential functions of three classes
505
(Gammaproteobacteria, Betaproteobacteria, and Spartobacteria) to metabolise phenanthrene.
506
Members of the genus Pseudomonas (class Gammaproteobacteria) are affiliated with PAH
507
degraders and contain PAH-RHDα genes encoding the PAH degradative pathway (Thomas et al.,
508
2016). Some Herbaspirillum strains (class Betaproteobacteria, order Burkholderiales) have been
509
described as root-associated nitrogen-fixing bacteria (Bajerski et al., 2013). Herbaspirillum was
510
able to use PAHs, such as phenanthrene, anthracene, fluoranthene and benzo[b]fluoranthene as
511
sole carbon and energy source (Xu et al., 2016). Like Herbaspirillum, Ramlibacter also belongs to
512
the order Burkholderiales. Members of the family Pyrinomonadaceae (phylum Acidobacteria,
513
class Spartobacteria) can grow in the presence of glucose, mannose, or formate (Wust et al., 2016).
514
However, no information is available on the possible functions of the genus Ramlibacter and
515
unclassified Pyrinomonadaceae in PAH degradation because they have not been linked with
516
phenanthrene degradation previously and their roles in PAH-contaminated soil remain unclear.
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Our results provide evidence that the ryegrass rhizosphere increased the abundance of
518
PAH-RHDα genes in active phenanthrene degraders participating in phenanthrene metabolism,
519
which was concordant with Khan’s work (2009) reporting that ryegrass rhizosphere increased the
520
number of cultivable pyrene degraders in soils (Khan et al., 2009). This suggested that the
521
rhizosphere may enhance the activities of bacteria with PAH-RHDα genes to promote
522
phenanthrene degradation, which was further supported by the results of strong correlations
523
between the abundance of PAH-RHDα genes and active phenanthrene-degraders (Table 2).
524
Although previous observations showed that rhizosphere increased the diversity of
525
aromatic-dioxygenase genes (Cebron et al., 2011), few studies have attempted to link PAH
526
degradation to the abundance of PAH-RHDα genes in the rhizosphere (Thomas and Cebron, 2016).
527
In the present study, according to correlation analysis, the abundances of PAH-RHDα genes and
528
active phenanthrene-degraders have strong correlations with phenanthrene degradation efficiency.
AC C
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517
19
ACCEPTED MANUSCRIPT The abundance of PAH-RHDα genes was previously reported to correlate with PAH degradation
530
(Ding et al., 2010), and the temporal changes in activities of PAH degraders bearing PAH-RHDα
531
genes during PAHs degradation process demonstrated its strong link with bacterial degradation
532
capability (Guo et al., 2017). Additionally, although the higher populations of total bacteria in soils
533
with rhizosphere and root exudates, compared to those in bulk soils, suggested that both of them
534
significantly stimulated bacterial growth in PAH-contaminated soils (Cebron et al., 2011; Guo et
535
al., 2017), no correlation between the total bacterial population and phenanthrene degradation
536
efficiency was observed in the present study. Our results suggested that root exudates played key
537
roles in the ryegrass rhizosphere to shape the whole microbial communities, but had minor
538
contribution to phenanthrene degradation, also supported by the difference in active phenanthrene
539
degraders and PAH-RHDα genes between the AD, RE and RG treatments.
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20
ACCEPTED MANUSCRIPT 540
5. Conclusions Our study is the first to show the different roles of the ryegrass rhizosphere and root exudates
542
supplement in influencing the abundance and diversity of the active PAH-degrading bacteria in
543
PAH-contaminated soils via SIP. Soils planted with ryegrass significantly increased the
544
phenanthrene degradation efficiencies, but no significant difference was observed between soils
545
with and without root exudates. Furthermore, PAH-RHDα gene abundance exhibited similar trends
546
and was significantly lower in the root exudate microcosms than the rhizosphere, consistent with
547
our results regarding the abundance of active phenanthrene degraders. These results suggest that
548
root exudates offer a minor contribution to accelerated in situ phenanthrene remediation within the
549
rhizosphere. Moreover, the differences in the phenanthrene degradation efficiencies were
550
attributed to the distinct communities of active phenanthrene degraders. The indigenous
551
microorganisms responsible for phenanthrene degradation belonged to eight bacterial classes, and
552
only two key classes (Alphaproteobacteria and Nitrososphaeria) were observed in all three
553
treatments. Instead, phenanthrene-degrading Sphingobacteriia and Actinobacteria were active in
554
phenanthrene degradation in two treatments (AD + RG and RG + RE, respectively), whereas the
555
other four phenanthrene-degrading microbes were only observed in the AD or RE treatments.
556
These findings suggest that active phenanthrene degraders within the same microbial community
557
might be altered by environmental changes. Of the phenanthrene degraders, Blastomonas,
558
Sphingoaurantiacus,
559
unclassified Pyrinomonadaceae, Chitinophagaceae, and Chthoniobacteraceae were found, for the
560
first time, to be directly responsible for indigenous phenanthrene biodegradation. The correlation
561
analysis further indicated that the PAH-RHDα genes and the abundance of phenanthrene degraders
562
had strong correlations with the phenanthrene degradation efficiency. This study helps in a more
563
complete understanding of the diversity of phenanthrene-degrading communities in the
564
rhizosphere during PAH degradation, and provides theoretical insights into the mechanisms of
565
enhanced phenanthrene degradation via phytoremediation at PAH-contaminated sites.
TE D
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541
Mucilaginibacter,
Pedobacter,
Nitrososphaera,
and
AC C
EP
Ramlibacter,
566
21
ACCEPTED MANUSCRIPT Acknowledgements
568
Financial support was provided by the Scientific and Technological Planning Project of
569
Guangzhou, China (No. 201707020034), the National Natural Science Foundation of China (No.
570
41673111), the National Postdoctoral Program for Innovative Talents (BX20180308) and the
571
Department of Science and Technology of Guangdong province (2016TQ03Z938).
RI PT
567
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572
22
ACCEPTED MANUSCRIPT Reference
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Environmental Microbiology 68, 173-180. Werner, J.J., Koren, O., Hugenholtz, P., Desantis, T.Z., Walters, W.A., Caporaso, J.G., Angenent, L.T., Knight, R., Ley, R.E., 2012. Impact of training sets on classification of high-throughput bacterial 16s rRNA gene surveys. Isme Journal 6, 94-103. Wust, P.K., Foesel, B.U., Geppert, A., Huber, K.J., Luckner, M., Wanner, G., Overmann, J., 2016. Brevitalea aridisoli, B-deliciosa and Arenimicrobium luteum, three novel species of Acidobacteria subdivision 4 (class Blastocatellia) isolated from savanna soil and description of the novel family Pyrinomonadaceae. International Journal of Systematic and Evolutionary Microbiology 66, 3355-3366. Xu, H.X., Li, X.H., Sun, Y.Y., Shi, X.Q., Wu, J.C., 2016. Biodegradation of Pyrene by Free and Immobilized Cells of Herbaspirillum chlorophenolicum Strain FA1. Water Air and Soil Pollution 227, 120. Yang, Y.Y., Wang, J., Liao, J.Q., Xie, S.G., Huang, Y., 2015. Abundance and diversity of soil petroleum hydrocarbon-degrading microbial communities in oil exploring areas. Applied Microbiology and Biotechnology 99, 1935-1946. Yu, X.Z., Wu, S.C., Wu, F.Y., Wong, M.H., 2011. Enhanced dissipation of PAHs from soil using mycorrhizal ryegrass and PAH-degrading bacteria. Journal of Hazardous materials 186, 1206-1217. Zhang, B., Kong, W., Wu, N., Zhang, Y., 2016. Bacterial diversity and community along the succession of biological soil crusts in the Gurbantunggut Desert, Northern China. Journal of Basic Microbiology 56, 670-679. Zhu, X.Z., Jin, L., Sun, K., Li, S., Li, X.L., Ling, W.T., 2016. Phenanthrene and Pyrene Modify the Composition and Structure of the Cultivable Endophytic Bacterial Community in Ryegrass (Lolium multiflorum Lam). International Journal of Environmental Research and Public Health 13, 1081.
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Captions
776
Figure 1. Residual PHE percentage in AD, RE and RG microcosms. C12 and C13 refer to
777
samples amended with
778
means ± standard deviation; n = 3.
779
Figure 2. Heatmap of the OTU abundance changes in the heavy fractions from the AD, RE, and
780
RG treatments. The heatmap was generated using the relative abundance of OTUs enriched in the
781
heavy fractions from the
782
12
783
ranging from green (low) to yellow (high). 4D, 8D, and 12D represent samples collected on days 4,
784
8, and 12, respectively. C12 and C13 refer to samples amended with
785
13
786
Figure 3. Phylogenetic tree of OTUs responsible for phenanthrene degradation based on the
787
neighbour-joining method using 16S rRNA gene sequences, showing the phylogenetic positions of
788
the bacteria corresponding to OTUs and representatives of some related taxa. The bar represents
789
0.05 substitutions per nucleotide position. The active phenanthrene degraders identified from the
790
AD, RE, and RG treatments are highlighted in red, green and grey, respectively. 4D, 8D, and 12D
791
represent samples collected on days 4, 8, and 12, respectively.
792
Figure 4. Relative abundance of PAH-RHDα genes from the CsCl gradient fractions from the AD,
793
RE, and RG treatments after 4, 8, and 12 days of incubation with
794
13
795
within each density gradient fraction was quantified via qPCR.
C_AD,
13
C_RE, and
13
13
C-phenanthrene, respectively. Data are
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12
13
C-phenanthrene and
C_RG treatments compared to the
12
C_AD,
C_RG treatments, respectively. The colours indicate the relative abundance,
SC
C_RE, and
12
C-phenanthrene and
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C-phenanthrene, respectively.
12
12
C-phenanthrene or
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C-phenanthrene. The heavy DNA fractions are highlighted in grey. The relative abundance
28
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Figure 1
120
Sterile control AD-C12 AD-C13 RE-C12 RE-C13 RG-C12 RG-C13
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Sampling time (d)
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100
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Figure 1. Residual PHE percentage in AD, RE and RG microcosms. C12 and C13 refer to
799
samples amended with
800
means ± standard deviation; n = 3.
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C-phenanthrene and
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801
12
29
13
C-phenanthrene, respectively. Data are
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802
803
Figure 2. Heatmap of the OTU abundance changes in the heavy fractions from the AD, RE, and
805
RG treatments. The heatmap was generated using the relative abundance of OTUs enriched in the
806
heavy fractions from the
807
12
808
ranging from green (low) to yellow (high). 4D, 8D, and 12D represent samples collected on days 4,
809
8, and 12, respectively. C12 and C13 refer to samples amended with
810
13
EP
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C_AD,
13
C_RE, and
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13
C_RE, and
12
13
C_RG treatments compared to the
12
C_AD,
C_RG treatments, respectively. The colours indicate the relative abundance,
C-phenanthrene, respectively.
811
30
12
C-phenanthrene and
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Figure 3 OTU 12876 Sphingoaurantiacus RG-8D Sphingoaurantiacus polygranulatus MC 3718 (NR 147725.1) OTU 14966 Kaistobacter RG-12D Uncultured Kaistobacter sp. clone Plot18-G06 (FJ889333.1) OTU 41564 Sphingomonas RE-12D Sphingomonas sp. FR3 AP1 09 (KX832161.1)
Alphaproteobacteria Sphingomonadacea
OTU 3175 Blastomonas RE-8D OTU 3175 Blastomonas RG-4D OTU 3175 Blastomonas AD-4D Blastomonas natatoria M5 (LC191979.1) OTU 23284 Pseudomonas RE-4D Pseudomonas frederiksbergensis D (MF139035.1)
OTU 753 Ramlibacter RE-12D Ramlibacter sp. B534 (KY122000.1)
Gammaproteobacteria Betaproteobacteria
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OTU 34628 Herbaspirillum RE-8D Herbaspirillum frisingense AA6 (KX817278.1)
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OTU 15584 Novosphingobium RG-4D Novosphingobium aromaticivorans F9 (KU924009.1)
OTU 19134 Chitinophagaceae RG-12D Uncultured Chitinophagaceae clone CNY 00848 (JQ400912.1)
M AN U
OTU 53992 Pedobacter RG-12D Pedobacter humi THG S15-2 (NR 149285.1)
OTU 1476 Mucilaginibacter AD-4D Uncultured Mucilaginibacter sp. clone LWM2-4 (HQ674876.1)
Uncultured Acidobacteria bacterium clone CA8 (KJ191797.1) Uncultured Acidobacteria bacterium clone M1-027 (KF182871.1) OTU 28345 Pyrinomonadaceae RE-4D OTU 32213 Chthoniobacteraceae AD-12D Uncultured Verrucomicrobia clone RozowormcastElong3H3 (HM444706.1)
Bacteroidetes Sphingobacteriia Sphingobacteriales Blastocatellia Verrucomicrobia Spartobacteria
OTU 42503 Mycobacterium RE-4D Mycobacterium tusciae TSDHB10-85H (LT853783.1)
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OTU 5288 Micrococcaceae RG-4D Pseudarthrobacter phenanthrenivorans Sphe3 (NR 074770.2) Arthrobacter globiformis SPB25 (KY082736.1) OTU 42987 Nitrososphaera RG-12D Uncultured Archaeon clone B118 (KX061174.1) OTU 42987 Nitrososphaera AD-8D OTU 34306 Nitrososphaera RG-12D Uncultured Nitrososphaera sp. clone ncaOTU35 (KY225301.1)
813
Archaea Thaumarchaeota Nitrososphaeria
OTU 34691 Nitrososphaera AD-8D Uncultured Nitrososphaera sp. clone OF-63(KP109877.1)
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OTU 34691 Nitrososphaera RE-12D
Actinobacteria
814
Figure 3. Phylogenetic tree of OTUs responsible for phenanthrene degradation based on the
815
neighbour-joining method using 16S rRNA gene sequences, showing the phylogenetic positions of
816
the bacteria corresponding to OTUs and representatives of some related taxa. The bar represents
817
0.05 substitutions per nucleotide position. The active phenanthrene degraders identified from the
818
AD, RE, and RG treatments are highlighted in red, green and grey, respectively. 4D, 8D, and 12D
819
represent samples collected on days 4, 8, and 12, respectively.
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Figure 4 60000
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Buoyant Density (g/mL)
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Figure 4. Relative abundance of PAH-RHDα genes from the CsCl gradient fractions from the AD,
824
RE, and RG treatments after 4, 8, and 12 days of incubation with
825
13
826
within each density gradient fraction was quantified via qPCR.
12
C-phenanthrene or
C-phenanthrene. The heavy DNA fractions are highlighted in grey. The relative abundance
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ACCEPTED MANUSCRIPT Table 1. Soil characteristics and PAH concentrations. Content
Clay
5.12%
Silt
48.88%
Sand
46%
pH
6.8
C/N ratio
22.7
PAHs
Concentration (µg/Kg)
Naphthalene
25.96-29.04
Acenaphthylene
0.23-0.26
Acenaphthene
4.09-4.58
56.18-62.1
Phenanthrene
3.83-4.28
Anthracene
25.32-28.32
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Fluoranthene
Chrysene
SC
M AN U 9.77-10.93
Fluorene
Pyrene
RI PT
Soil characteristics
27.23-30.45 190.21-211.14 49.83-54.56
Benzo(b)fluoranthene
84.07-95.08
Benzo(k)fluoranthene
10.08-12.28
Benzo(a)pyrene
51.19-63.26
Indeno(1,2,3-cd)pyrene
8.98-10.05
Dibenzo(a,h)anthracene
18.99-19.77
Benzoperylene
46.18-51.66
EP
Benzo(a)anthracene
AC C
828
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Table 2. Pearson correlation coefficient between the abundance of total 16S rRNA gene, active phenanthrene-degrading bacteria, PAH-RHDɑ genes and
830
phenanthrene degradation efficiency after 12 days of incubation.
Total 16S rRNA
efficiency
gene
-
efficiency
Abundance of active degrading
0.581
1.000**
831
*. Correlation is significant at the 0.05 level.
832
**. Correlation is significant at the 0.01 level.
-
-
-
-
-
-
0.586
-
-
0.999*
0.610
1.000*
-
AC C
Abundance of PAH-RHDα genes
EP
bacteria
genes
TE D
Total 16S rRNA gene
Abundance of PAH-RHDα
bacteria
M AN U
Phenanthrene degradation
Abundance of active degrading
SC
Phenanthrene degradation
RI PT
829
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Highlights
First SIP exploration of roles of root exudates and rhizosphere in PAH degradation Most of the identified degraders were linked to PHE degradation for the first time
Strong correlation between the active PHE-degraders and PHE degradation
RI PT
efficiency
Strong correlation between the active PAH-RHDα gene and PHE degradation
Root exudates offer a minor contribution to PAH remediation within the
EP
TE D
M AN U
rhizosphere
AC C
SC
efficiency