College of Natural Resources and Environment, Northwest A&F University, Yangling, Shaanxi, 712100, China; Key Laboratory of Green Utilization of Critical Non-metallic Mineral Resources, Ministry of Education, Wuhan University of Technology, Wuhan, 430070, China.
Key Laboratory of Agro-Forestry Environmental Processes and Ecological Regulation of Hainan Province, College of Ecology and Environment, Hainan University, Renmin Road, Haikou, 570228, China.
Environ Pollut. 2024 Sep 1;356:124309. doi: 10.1016/j.envpol.2024.124309. Epub 2024 Jun 4.
Biochar application emerges as a promising and sustainable solution for the remediation of soils contaminated with potentially toxic metal (loid)s (PTMs), yet its potential to reduce PTM accumulation in crops remains to be fully elucidated. In our study, a hierarchical meta-analysis based on 276 research articles was conducted to quantify the effects of biochar application on crop growth and PTM accumulation. Meanwhile, a machine learning approach was developed to identify the major contributing features. Our findings revealed that biochar application significantly enhanced crop growth, and reduced PTM concentrations in crop tissues, showing a decrease trend of grains (36.1%, 33.6-38.6%) > shoots (31.1%, 29.3-32.8%) > roots (27.5%, 25.7-29.2%). Furthermore, biochar modifications were found to amplify its remediation potential in PTM-contaminated soils. Biochar application was observed to provide favorable conditions for reducing PTM uptake by crops, primarily through decreasing available PTM concentrations and improving overall soil quality. Employing machine learning techniques, we identified biochar properties, such as surface area and C content as a key factor in decreasing PTM bioavailability in soil-crop systems. Furthermore, our study indicated that biochar application could reduce probabilistic health risks associated with of the presence of PTMs in crop grains, thereby contributing to human health protection. These findings highlighted the essential role of biochar in remediating PTM-contaminated lands and offered guidelines for enhancing safe crop production.
生物炭的应用作为一种有前途和可持续的解决方案,在修复受潜在有毒金属(loid)污染的土壤方面具有广阔的应用前景。然而,其在降低作物中潜在有毒金属(loid)积累方面的潜力仍有待充分阐明。在我们的研究中,基于 276 篇研究文章进行了层次化荟萃分析,以量化生物炭应用对作物生长和潜在有毒金属(loid)积累的影响。同时,开发了一种机器学习方法来识别主要贡献特征。我们的研究结果表明,生物炭的应用显著提高了作物的生长,降低了作物组织中潜在有毒金属(loid)的浓度,表现出谷物(36.1%,33.6-38.6%)>茎(31.1%,29.3-32.8%)>根(27.5%,25.7-29.2%)的下降趋势。此外,发现生物炭的改性放大了其在受潜在有毒金属(loid)污染土壤中的修复潜力。生物炭的应用为减少作物对潜在有毒金属(loid)的吸收提供了有利条件,主要是通过降低潜在有毒金属(loid)的有效浓度和改善整体土壤质量。通过使用机器学习技术,我们确定了生物炭的特性,如比表面积和 C 含量,是降低土壤-作物系统中潜在有毒金属(loid)生物可利用性的关键因素。此外,我们的研究表明,生物炭的应用可以降低与作物中潜在有毒金属(loid)存在相关的概率健康风险,从而有助于保护人类健康。这些发现强调了生物炭在修复受潜在有毒金属(loid)污染土地方面的重要作用,并为提高安全作物生产提供了指导。