We defined a parameter CD44/CD24 ratio to present the expression level of CD44 and CD24 and found that high CD44/CD24 ratio and ALDH1+ are both indicators for cancer malignancy, but play different functions during tumor progression. Here, ALDH1A1 is linked to cancer.