Soil depth and agricultural irrigation activities drive variation in microbial abundance and nitrogen cycling

•Environmental filtering by depth drives microbe abundance along resource gradients.•Soil depth plays a crucial role in driving microbial abundance, but not diversity.•Nutrient resources were a control factor of microbial abundance in summer rather than in winter.•Land use pattern of agricultural activities speed up the biogeochemical cycle of N.