Previous study had reported that the expression of PPARGC1A was negatively associated with some immune cells, which means that PPARGC1A may be responsible for regulating the immune components of tumor microenvironment (Ma et al., 2021). The gene discussed is PPARGC1A; the disease is neoplasm.