Grade refers to the differentiation, whereas stage refers to the TNM decriptions
This is high-grade because of the "poorly demarcated... cells growing in sheets" wit a high N:C ratio. Means it's got low differentiation.
This is low-stage because there is NO METASTASIS. Even though there is invasion (and thus, a cancer), M for the TNM is most important.