Muhammad Maqsood Ur Rehman , Ling Zhao , Sidra Khattak , Yun-Li Xiao , Awais Iqbal , Wasim Khan , Muhammad Abrar , Zheng-Guo Cheng , Shi-Sheng Li , Asfa Batool , Ying Zhu , You-Cai Xiong
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引用次数: 0
Abstract
Background
Arbuscular mycorrhizal fungi (AMF) and plant growth-promoting rhizobacteria (PGPR) are essential for improving crop yield and drought adaptation. Yet, their combined potential to increase carbon efficiency remains unexplored.
Methods
To address this issue, a growth environment-controlled experiment was conducted to investigate the synergetic impacts of Rhizophagus irregularis (strain GSICC 63801) and Bacillus amyloliquefaciens (strain GSICC 32826) on carbon efficiency in the wheat-soil system under the well-watered (WW; 80 % field water capacity, FWC), moderate water stress (MWS; 50 % FWC), and severe water stress (SWS; 35 % FWC), synergized with machine learning.
Results
The data indicated that the joint AMF-PGPR inoculation showed significantly stronger soil carbon sequestration than the sole inoculation (n = 3, p < 0.05), which became more evident along with drought stress intensity. AMF-PGPR co-inoculation significantly improved soil organic carbon by 5.42 % under SWS compared to CK (non-inoculation) due to a significant increase in microbial biomass carbon, particulate organic carbon, easily oxidizable carbon, and dissolved organic carbon. AMF-PGPR co-inoculation significantly enhanced the activities of key carbon sequestering enzymes (Xylosidase, β-Glucosidase, and cellobiohydrolase), with increasing abundance of microbial communities, compared with the sole inoculation and CK. The AMF-PGPR combination improved carbon emission efficiency, CO2 assimilation, and net carbon balance despite increased soil respiration. Increasing water use efficiency ultimately enhances wheat grain yield, particularly under SWS. Also, gradient boosting machine (MSE = 0.12, R2 = 0.99 training, R2 = 0.88 testing) outperformed random forest regression (MSE = 0.14, R2 = 0.95 training, R2 = 0.80 testing) in predicting SOC, validated by structural equation modeling (R2 = 0.86).
Conclusion
These results position the AMF-PGPR combination as a green solution to improve carbon efficiency in the wheat-soil system.
期刊介绍:
Applied Soil Ecology addresses the role of soil organisms and their interactions in relation to: sustainability and productivity, nutrient cycling and other soil processes, the maintenance of soil functions, the impact of human activities on soil ecosystems and bio(techno)logical control of soil-inhabiting pests, diseases and weeds.