Soil pollution by heavy metals has become a serious problem globally with the growth of urbanization and industrialization (Hou et al., 2017). Soils have become increasingly contaminated by heavy metals, which poses threats to ecosystems, surface and ground waters, food safety and human health (Denkhaus & Salnikow, 2002;Li et al., 2020;Mandal et al., 2020). Among them, unconventional shale gas development posed unknown risks and potential consequences to the soil