The radiomics feature set used in experiment #4 was our final set to be implemented in constructing final most parasomnias, scanning parameter-independent, and tumor size-independent radiomics signature model classifying the study cohort into two major phenotypes; referred hereafter as radiomics phenotype I (RAD1) and radiomics phenotype II (RAD2). Here, RAD1 is linked to neoplasm.