Submitted:
20 June 2025
Posted:
24 June 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Chemicals
2.2. Spiked Soil
2.3. Plant and Fungal Inoculum Preparation
2.4. Experiment Setup
2.5. Determination of Soil Physicochemical Properties
2.6. Soil DNA Extraction and Illumina NovaSeq Sequencing
2.7. Data Analyses
3. Results
3.1. Effect of Bioremediation Treatments on the Degradation of Soil PAHs and Physicochemical Factors
3.2. Changes in the Diversity and Composition of Soil Microbial Communities
3.3. Environmental Factors Related to Microbial Diversity
3.4. Prediction of Functional Genes Related to PAH Degradation
3.5. Co-Occurrence Network Analysis
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Chen, W.; Zhang, Z.; Zhu, Y.; Wang, X.; Wang, L.; Xiong, J.; Qian, Z.; Xiong, S.; Zhao, R.; Liu, W.; et al. Distribution, sources and transport of polycyclic aromatic hydrocarbons (PAHs) in karst spring systems from Western Hubei, Central China. Chemosphere 2022, 300, 134502. [CrossRef]
- Liao, Q.; Liu, H.; Lu, C.; Liu, J.; Waigi, M.G.; Ling, W. Root exudates enhance the PAH degradation and degrading gene abundance in soils. Sci Total Environ 2021, 764, 144436. [CrossRef]
- Li, X.; Song, Y.; Wang, F.; Bian, Y.; Jiang, X. Combined effects of maize straw biochar and oxalic acid on the dissipation of polycyclic aromatic hydrocarbons and microbial community structures in soil: A mechanistic study. J Hazard Mater 2019, 364, 325-331. [CrossRef]
- EPA. Priority Pollutant List. 2014.
- Dai, Y.; Liu, R.; Chen, J.; Li, N. Bioremediation of HMW-PAHs-contaminated soils by rhizosphere microbial community of Fire Phoenix plants. Chemical Engineering Journal 2022, 432. [CrossRef]
- Rylott, E.L.; Bruce, N.C. Plants to mine metals and remediate land. Science 2022, 377, 6613.
- Tian, W.; Zhao, J.; Zhou, Y.; Qiao, K.; Jin, X.; Liu, Q. Effects of root exudates on gel-beads/reeds combination remediation of high molecular weight polycyclic aromatic hydrocarbons. Ecotoxicol Environ Saf 2017, 135, 158-164. [CrossRef]
- Yang, M.; Luo, F.; Zhang, X.; Wang, X.; Sun, H.; Lou, Z.; Zhou, L.; Chen, Z. Uptake, translocation, and metabolism of anthracene in tea plants. Sci Total Environ 2022, 821, 152905. [CrossRef]
- King, R.F.; Royle, A.; Putwain, P.D.; Dickinson, N.M. Changing contaminant mobility in a dredged canal sediment during a three-year phytoremediation trial. Environ Pollut 2006, 143, 318-326. [CrossRef]
- Cebron, A.; Louvel, B.; Faure, P.; France-Lanord, C.; Chen, Y.; Murrell, J.C.; Leyval, C. Root exudates modify bacterial diversity of phenanthrene degraders in PAH-polluted soil but not phenanthrene degradation rates. Environ Microbiol 2011, 13, 722-736. [CrossRef]
- García-Sánchez, M.; Kosnar, Z.; Mercl, F.; Aranda, E.; Tlustos, P. A comparative study to evaluate natural attenuation, mycoaugmentation, phytoremediation, and microbial-assisted phytoremediation strategies for the bioremediation of an aged PAH-polluted soil. Ecotoxicol Environ Saf 2018, 147, 165-174. [CrossRef]
- Smith, K.E.; Schwab, A.P.; Banks, M.K. Dissipation of PAHs in saturated, dredged sediments: A field trial. Chemosphere 2008, 72, 1614-1619. [CrossRef]
- Wang, Y.; Li, A.; Zou, B.; Qian, Y.; Li, X.; Sun, Z. The Combination of Buchloe dactyloides Engelm and Biochar Promotes the Remediation of Soil Contaminated with Polycyclic Aromatic Hydrocarbons. Microorganisms 2024, 12. [CrossRef]
- Ma, X.; Li, X.; Liu, J.; Cheng, Y.; Zhai, F.; Sun, Z.; Han, L. Enhancing Salix viminalis L.–mediated phytoremediation of polycyclic aromatic hydrocarbon–contaminated soil by inoculation with Crucibulum laeve (white-rot fungus). Environmental Science and Pollution Research 2020, 27, 41326-41341. [CrossRef]
- Huang, A.C.; Jiang, T.; Liu, Y.X.; Bai, Y.C.; Reed, J.; Qu, B.; Goossens, A.; Nutzmann, H.W.; Bai, Y.; Osbourn, A. A specialized metabolic network selectively modulates Arabidopsis root microbiota. Science 2019, 364. [CrossRef]
- Miao, R.; Guo, M.; Zhao, X.; Gong, Z.; Jia, C.; Li, X.; Zhuang, J. Response of soil bacterial communities to polycyclic aromatic hydrocarbons during the phyto-microbial remediation of a contaminated soil. Chemosphere 2020, 261, 127779. [CrossRef]
- Ma, X.; Li, X.; Liu, J.; Cheng, Y.; Zou, J.; Zhai, F.; Sun, Z.; Han, L. Soil microbial community succession and interactions during combined plant/white-rot fungus remediation of polycyclic aromatic hydrocarbons. Science of The Total Environment 2021, 752, 142224. [CrossRef]
- Wang, G.; Jin, Z.; George, T.S.; Feng, G.; Zhang, L. Arbuscular mycorrhizal fungi enhance plant phosphorus uptake through stimulating hyphosphere soil microbiome functional profiles for phosphorus turnover. New Phytol 2023. [CrossRef]
- Xue, C.; Li, L.; Guo, C.; Gao, Y.; Yang, C.; Deng, X.; Li, X.; Tai, P.; Sun, L. Understanding the role of graphene oxide in affecting PAHs biodegradation by microorganisms: An integrated analysis using 16SrRNA, metatranscriptomic, and metabolomic approaches. J Hazard Mater 2023, 457, 131811. [CrossRef]
- Kang, J.; Qiu, W.; Zhang, W.; Liu, J.; Yang, Z.; Wu, Z.; Ge, J. Understanding how various forms of phosphorus stress affect microbiome functions and boost plant disease resistance: Insights from metagenomic analysis. Sci Total Environ 2023, 904, 166899. [CrossRef]
- Ma, X.; Zou, J.; Wu, J. Responses of soil bacterial and fungal community structure and functions to different plant species in a mixed forest plantation in a semi-arid region of China. Applied Soil Ecology 2024, 198. [CrossRef]
- Zhang, L.; Zhou, J.; George, T.S.; Limpens, E.; Feng, G. Arbuscular mycorrhizal fungi conducting the hyphosphere bacterial orchestra. Trends Plant Sci 2022, 27, 402-411. [CrossRef]
- Wang, C.; Tai, H.; Chen, Y.; Zhai, Z.; Zhang, L.; Pu, Z.; Zhang, M.; Li, C.; Xie, Z. Soil Microbiota Modulates Root Transcriptome With Divergent Effect on Maize Growth Under Low and High Phosphorus Inputs. Plant Cell Environ 2025, 48, 2132-2144. [CrossRef]
- Bao, H.; Wang, J.; Zhang, H.; Li, J.; Li, H.; Wu, F. Effects of biochar and organic substrates on biodegradation of polycyclic aromatic hydrocarbons and microbial community structure in PAHs-contaminated soils. J Hazard Mater 2020, 385, 121595. [CrossRef]
- Tornberg, K.; Bååth, E.; Olsson, S. Fungal growth and effects of different wood decomposing fungi on the indigenous bacterial community of polluted and unpolluted soils. Biol Fertil Soils 2003, 37, 190-197. [CrossRef]
- Xu, Z.; Hu, Z.; Jiao, S.; Bell, S.M.; Xu, Q.; Ma, L.; Chen, J. Depth-dependent effects of tree species identity on soil microbial community characteristics and multifunctionality. Science of The Total Environment 2023, 878. [CrossRef]
- Bao, S.D. Soil and agricultural chemistry analysis. Agriculture Publication 2000, 355-356.
- Bodour, A.A.; Wang, J.-M.; Brusseau, M.L.; Maier, R.M. Temporal change in culturable phenanthrene degraders in response to long-term exposure to phenanthrene in a soil column system. Environmental Microbiology 2003, 5, 888-895. [CrossRef]
- Chulalaksananukul, S.; Gadd, G.M.; Sangvanich, P.; Sihanonth, P.; Piapukiew, J.; Vangnai, A.S. Biodegradation of benzo(a)pyrene by a newly isolated Fusarium sp. FEMS Microbiol Lett 2006, 262, 99-106. [CrossRef]
- Wang, B.; Teng, Y.; Xu, Y.; Chen, W.; Ren, W.; Li, Y.; Christie, P.; Luo, Y. Effect of mixed soil microbiomes on pyrene removal and the response of the soil microorganisms. Sci Total Environ 2018, 640-641, 9-17. [CrossRef]
- Marmiroli, M.; Pietrini, F.; Maestri, E.; Zacchini, M.; Marmiroli, N.; Massacci, A. Growth, physiological and molecular traits in Salicaceae trees investigated for phytoremediation of heavy metals and organics. Tree Physiol 2011, 31, 1319-1334. [CrossRef]
- Önneby, K. Phytoremediation of a highly creosote-contaminated soil by means of Salix viminalis. Swedish University of Agricultural Sciences, Uppsala, 2005.
- Hultgren, J.; Pizzul, L.; Castillo, M.D.P. Degradation of PAH in a creosote-contaminated soil. A comparison between the effects of willows (Salix Viminalis), wheat straw and a nonionic surfactant. International Journal of Phytoremediation 2009, 12, 54-66.
- Spriggs, T.; Banks, M.K.; Schwab, P. Phytoremediation of polycyclic aromatic hydrocarbons in manufactured gas plant-impacted soil. J Environ Qual 2005, 34, 1755-1762. [CrossRef]
- otes plant nutrient acquisition and microbial carbon supply without compromising biomass. Soil Biology and Biochemistry 2025, 204. [CrossRef]
- Jiao, S.; Chen, W.M.; Wei, G.H. Resilience and assemblage of soil microbiome in response to chemical contamination combined with plant growth. Appl Environ Microbiol 2019, 85, e02523-02518.
- Pajares, S.; Bohannan, B.J. Ecology of Nitrogen Fixing, Nitrifying, and Denitrifying Microorganisms in Tropical Forest Soils. Front Microbiol 2016, 7, 1045. [CrossRef]
- Qu, Z.; Liu, B.; Ma, Y.; Sun, H. Differences in bacterial community structure and potential functions among Eucalyptus plantations with different ages and species of trees. Applied Soil Ecology 2020, 149. [CrossRef]
- Sun, J.; Wang, P.; Wang, H.; Yu, X. Changes in plant communities, soil characteristics, and microbial communities in alpine meadows degraded to different degrees by pika on the Qinghai–Tibetan Plateau. Global Ecology and Conservation 2021, 27, e01621. [CrossRef]
- Xu, Y.; Sun, G.D.; Jin, J.H.; Liu, Y.; Luo, M.; Zhong, Z.P.; Liu, Z.P. Successful bioremediation of an aged and heavily contaminated soil using a microbial/plant combination strategy. J Hazard Mater 2014, 264, 430-438. [CrossRef]
- Zhou, G.; Gao, S.; Chang, D.; Shimizu, K.Y.; Cao, W. Succession of fungal community and enzyme activity during the co-decomposition process of rice (Oryza sativa L.) straw and milk vetch (Astragalus sinicus L.). Waste Manag 2021, 134, 1-10. [CrossRef]
- Zanne, A.E.; Abarenkov, K.; Afkhami, M.E.; Aguilar-Trigueros, C.A.; Bates, S.; Bhatnagar, J.M.; Busby, P.E.; Christian, N.; Cornwell, W.K.; Crowther, T.W.; et al. Fungal functional ecology: bringing a trait-based approach to plant-associated fungi. Biol Rev Camb Philos Soc 2020, 95, 409-433. [CrossRef]
- Wu, J.; Liu, S.; Zhang, H.; Chen, S.; Si, J.; Liu, L.; Wang, Y.; Tan, S.; Du, Y.; Jin, Z.; et al. Flavones enrich rhizosphere Pseudomonas to enhance nitrogen utilization and secondary root growth in Populus. Nature Communications 2025, 16. [CrossRef]
- Ghosal, D.; Ghosh, S.; Dutta, T.K.; Ahn, Y. Current state of knowledge in microbial degradation of polycyclic aromatic hydrocarbons (PAHs): a review. Front Microbiol 2016, 7, 1369. [CrossRef]
- Pang, F.; Li, Q.; Solanki, M.K.; Wang, Z.; Xing, Y.X.; Dong, D.F. Soil phosphorus transformation and plant uptake driven by phosphate-solubilizing microorganisms. Front Microbiol 2024, 15, 1383813. [CrossRef]
- Zhang, Y.; Qian, F.; Bao, Y. Variations of microbiota and metabolites in rhizosphere soil of Carmona microphylla at the co-contaminated site with polycyclic aromatic hydrocarbons and heavy metals. Ecotoxicology and Environmental Safety 2025, 290. [CrossRef]
- Li, T.; Liu, S.; Shi, Y.; Zhao, J.; Li, W.; Zhao, D.; Liu, Y.; Shi, Y.; Kuzyakov, Y.; Ma, X. Ecological barrier of the Tianshan Mountains controls agroecosystem multifunctionality through soil microbial processes. Catena 2025, 251. [CrossRef]
- Cao, Y.; Shen, Z.; Zhang, N.; Deng, X.; Thomashow, L.S.; Lidbury, I.; Liu, H.; Li, R.; Shen, Q.; Kowalchuk, G.A. Phosphorus availability influences disease-suppressive soil microbiome through plant-microbe interactions. Microbiome 2024, 12, 185. [CrossRef]
- Pelaez, A.I.; Lores, I.; Sotres, A.; Mendez-Garcia, C.; Fernandez-Velarde, C.; Santos, J.A.; Gallego, J.L.; Sanchez, J. Design and field-scale implementation of an “on site” bioremediation treatment in PAH-polluted soil. Environ Pollut 2013, 181, 190-199. [CrossRef]
- Acevedo, F.; Pizzul, L.; Castillo Mdel, P.; Cuevas, R.; Diez, M.C. Degradation of polycyclic aromatic hydrocarbons by the Chilean white-rot fungus Anthracophyllum discolor. J Hazard Mater 2011, 185, 212-219. [CrossRef]
- Wang, L.; Li, F.; Zhan, Y.; Zhu, L. Shifts in microbial community structure during in situ surfactant-enhanced bioremediation of polycyclic aromatic hydrocarbon-contaminated soil. Environ Sci Pollut Res Int 2016, 23, 14451-14461. [CrossRef]
- Wang, H.; Zhou, Q.; Wang, S.; Zhang, P.; Wang, L.; Wang, Z.; Zhang, L.; Huang, G. Effects of long-term winter cropping on paddy rice yield, soil properties and rhizosphere bacterial community in Southern China. Field Crops Research 2025, 322. [CrossRef]
- Wang, M.; Zhao, J.; Gu, Y.; Wu, Y.; Liu, Y.; Tang, Z.; Xu, Y.; Mao, X.; Zhang, J.; Tian, W. Deciphering the mechanism of rhizosphere microecosystem in modulating rice cadmium accumulation via integrating metabolomics and metagenomics. Science of The Total Environment 2025, 959. [CrossRef]
- Wang, S.; Li, T.; Yuan, X.; Yu, J.; Luan, Z.; Guo, Z.; Yu, Y.; Liu, C.e.; Duan, C. Biotic and abiotic drivers of soil carbon, nitrogen and phosphorus and metal dynamic changes during spontaneous restoration of Pb–Zn mining wastelands. Journal of Hazardous Materials 2025, 490. [CrossRef]









| Treatment | pH | NO3−-N (mg·kg-1) |
NH4+-N (mg·kg-1) |
AK (mg·kg-1) |
AP (mg·kg-1) |
SOC (%) |
|---|---|---|---|---|---|---|
| N | 7.53±0.09b | 13.47±0.67c | 11.83±0.21a | 205.70±10.02e | 4.07±0.19c | 44±0.05a |
| MR | 7.73±0.06ab | 50.73±1.50b | 5.38±0.04c | 338.70±5.13bc | 4.04±0.19c | 49.33±0.03a |
| KR | 7.99±0.06a | 5.68±0.19d | 4.59±0.19d | 321.30±2.51c | 18.67±1.50a | 52.67±0.09a |
| KM | 7.93±0.07a | 47.87±1.47b | 3.78±0.07e | 386.30±9.71ab | 17.93±0.90a | 43.33±0.02a |
| CR | 7.83±0.11ab | 14.57±0.76c | 6.66±0.20b | 245.30±8.62d | 9.84±0.14b | 43.67±0.06a |
| CM | 7.75±0.07ab | 74.97±1.17a | 5.1±0.25c | 430.30±46.61a | 8.47±0.19b | 52.67±0.08a |
| Treatment | Node | Edge | Network density | Positive correlation |
Negative correlation |
Centralize betweenness | Mean degree | Modularity |
|---|---|---|---|---|---|---|---|---|
| N | 806 | 8257 | 0.025 | 0.474 | 0.526 | 0.035 | 20.489 | 0.096 |
| MR | 670 | 9756 | 0.044 | 0.450 | 0.550 | 0.043 | 29.122 | 0.121 |
| KR | 848 | 7580 | 0.021 | 0.453 | 0.547 | 0.046 | 17.877 | 0.165 |
| KM | 734 | 7623 | 0.028 | 0.336 | 0.664 | 0.041 | 20.771 | 0.193 |
| CR | 788 | 7947 | 0.026 | 0.427 | 0.573 | 0.051 | 20.170 | 0.214 |
| CM | 603 | 7333 | 0.040 | 0.388 | 0.612 | 0.033 | 24.322 | 0.095 |
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