主要研究领域
1. 土壤环境基准
2. 土壤环境地球化学
代表性研究项目
1.国家重点研发计划项目，土壤与地下水多要素协同作用的环境基准制定方法（2023YFC3708700），2023/12-2027/11，1200万，项目负责人
2.国家重点研发计划项目，场地土壤污染物环境基准制定方法体系及关键技术（2019YFC1804600），2020/01-2023/12，1725万，项目负责人
3.国家自然科学基金面上项目，中国典型城市土壤稀土元素富集分异机制与健康风险研究（42577540），2026/01-2029/12，49万，项目负责人
4.国家自然科学基金面上项目，长三角土壤有机磷阻燃剂污染特征及其垂向迁移机制（42177221），2022/01-2025/12，56万，项目负责人
5.国家自然科学基金专项项目，新冠病毒在污水和垃圾中的传播规律与防控对策（42041003），2020/04-2020/12，118万，项目负责人
代表性论文
1. Jin Ma, Fengchang Wu*. Urban impact of rare earth elements. Science. 2025. 390(6774), 684 .
2. Yifan Zhao#, Jin Ma#, Xinghua Qiu*, Yan Lin, Qiaoyun Yang, Tong Zhu. Gridded Field Observations of Polybrominated Diphenyl Ethers and Decabromodiphenyl Ethane in the Atmosphere of North China. Environmental Science & Technology. 2013, 47: 8123-8129.
3. Wenhao Zhao, Jin Ma*, Qiyuan Liu, Lei Dou, Yajing Qu, Yi Sun, Haiyan Chen, Yuxin Tian, Fengchang Wu. Accurate prediction of soil heavy metal pollution using an improved machine learning method: A case study in the Pearl River Delta, China. Environmental Science & Technology. 2023, 57: 17751-17761.
4. Wenhao Zhao, Yu Wang, Yifei Gao, Yajing Qu, Yijun Yao*, Hongwen Sun, Jin Ma*, Fengchang Wu. Spatially Constrained Source Apportionment of Soil Organophosphate Esters: Uncovering Hidden Pollution Pathways in the Yangtze River Delta, China. Environmental Science & Technology. 2026, 60: 4201-4212.
5. Qiyuan Liu#, Yihang Wu#, Wenhao Zhao, Jin Ma*, Yajing Qu, Haiyan Chen, Yuxin Tian, Fengchang Wu. Soil environmental criteria in six representative developed countries: soil management targets, and human health and ecology risk assessment. Critical Reviews in Environmental Science and Technology. 2023, 53: 577-600.
6. Taoran Shi, Jin Ma*, Yunyun Zhang, Chengshuai Liu*, Yanbin Hu，Yiwei Gong, Xiao Wu, Tienan Ju, Hong Hou, Long Zhao. Status of lead accumulation in agricultural soils across China (1979-2016). Environment International. 2019, 129: 35-41.
7. Zilun Gou, Chengshuai Liu, Meng Qi, Wenhao Zhao, Yi Sun, Yajing Qu, Jin Ma*. Machine Learning-based Prediction of Cadmium bioaccumulation capacity and associated analysis of driving factors in tobacco grown in Zunyi City, China. Journal of Hazardous Materials. 2023, 446: 132910.
8. Yuxin Tian, Haiyan Chen*, Jin Ma*, Qiyuan Liu, Yajing Qu, Wenhao Zhao . A critical review on sources and environmental behavior of organophosphorus flame retardants in the soil: current knowledge and future perspectives. Journal of Hazardous Materials. 2023, 452: 131161.
9. Meiying Wang, Jin Ma*, Zilun Gou, Wenhao Zhao, Yajing Qu, Ying Chen, Yi Sun, Yuxuan Cai. Predictive Analysis and Risk Assessment of Potentially Toxic Elements in Beijing Gas Station Soils Using Machine Learning and Two-Dimensional Monte Carlo Simulations. Journal of Hazardous Materials. 2024, 477: 135393.
10. Qiyuan Liu, Huading Shi, Yanfei An, Jin Ma*, Wenhao Zhao, Yajing Qu, Haiyan Chen, Lingling Liu, Fengcheng Wu. Source, environmental behavior and potential health risk of rare earth elements in Beijing urban park soils. Journal of Hazardous Materials. 2023, 445: 130451.
11. Ying Chen, Yajing Qu, Xiaochen Wu, Anfu Yang, Meiying Wang, Jin Ma*, Fengchang Wu. A novel method for achieving ecological indicator based on vertical soil bacterial communities coupled with machine learning: a case study of a typical tropical site in China. Journal of Hazardous Materials. 2025, 494, 138483.
12. Meiying Wang, Jin Ma*, Wenhao Zhao, Xiaochen Wu, Anfu Yang, Ying Chen, Yajing Qu, Fengchang Wu. Advanced Three-Dimensional Prediction Model Based on Stable Machine Learning for Soil Pollution: A Case Study from a Contaminated Site in Southern China. Journal of Hazardous Materials. 2025, 494, 138561.
13. Xiaoyu Wang, Yajing Qu, Feifei Che*, Wenhao Zhao, Yifei Gao, Jin Ma*, Fengchang. Machine Learning Framework to Enhance the Predictive Performance of the Relative Availability of Heavy Metals in Soils around a Gold Mine in Hainan Island. Journal of Hazardous Materials. 2026, 502, 141007.
14. Yi Sun, Jin Ma*, Wenhao Zhao, Zilun Gou, Ying Chen, Meiying Wang. Spatiotemporal heterogeneity of surface soil organic carbon in China: novel insights from interpretable machine learning coupled with Google Earth Engine. ACS Environmental Au. 2026, 6(2), 213-224.
15. 马瑾, 骆永明, 胡清, 林玉锁, 马义兵, 马奇英, 姜林, 李发生, 仇荣亮, 赵方杰, 杨忠芳, 李芳柏, 吴龙华, 赵晓丽, 刘承帅, 侯德义, 王玉军, 龙涛, 侯红, 林春野, 程红光, 胡献刚, 陈世宝, 汪鹏, 苏婧, 宋静, 师华定, 郭观林, 颜增光, 姜锦林, 袁勇, 王贝贝, 吴丰昌*. 中国土壤环境基准与标准研究五十年：发展历程与未来展望. 环境科学研究. 2025, 38: 1649-1667.
16. 马瑾，徐建，赵晓丽，霍守亮，段小丽，穆云松，王颖，魏源，常江，金小伟，吴丰昌*. 新冠病毒环境传播与风险防范的若干重大问题. 中国科学: 地球科学. 2022, 52: 1243-1252.
代表性论著
1. 马瑾 主编. 世界主要发达国家土壤环境基准与标准理论方法研究. ISBN: 978-7-03-068281-9. 科学出版社. 2021
2. 马瑾 主编. 中国土壤环境基准理论方法与实践. ISBN: 978-7-03-074982-6. 科学出版社. 2023
3. 林春野、王贝贝、马瑾 等. 我国代表性地区儿童土壤摄入率等暴露参数研究. ISBN: 978-7-5111-2768-6. 中国环境出版社. 2016
4. 姜锦林、龙涛（主编）李勖之、陈樯、马瑾、刘仁彬（副主编）. 中国土壤环境基准研究推荐受试物种名录. ISBN: 978-7-5111-6087-4. 中国环境出版社. 2025
代表性专利
1. 马瑾；潘丽波；王思雨. 胎儿宫内多种污染物暴露水平测量技术. ZL20151284567.0，2016.06.22
2. 马瑾；潘丽波；王思雨. 儿童手部污染物快速定性定量检测方法. ZL 201510170301.3，2017.03.29
3. 马瑾; 高一斐. 一种利用QICAR建模预测生物富集因子含量的方法. ZL 202511405438.2，2026.04.28
4. 赵建; 马瑾; 侯红; 赵龙; 夏志林; 芶剑渝; 彭玉龙; 韩小斌; 刘京; 祝乾湘; 谭静. 一种农作物重金属污染预测方法及装置. ZL 2018 1 0386196.0，2021.06.16
陈海燕；马瑾；田雨欣；蔡雨轩；马培龙；孙怡；屈雅静；魏源；米屹东；赵文浩. 一种不同因素对于土壤有机碳影响重要程度的探究方法. ZL202310767623.0, 2025.11.11
