The result demonstrated that MDK was most frequently related to cancer (Supplementary Fig. S4a), while the LKB1-AMPK axis was usually considered to be an important tumor suppressor [55, 56] indicating that cancer would be an appropriate system to elucidate the biological function of MDK and LKB1-AMPK. Here, STK11 is linked to neoplasm.