The predicted estimation of being diagnosed with cancer from the log it model based on the five selected lipogenic genes panel (Table 3), and Log it (P) = 0.429 + 0.659 x ACOT8 + 0.084 x ACSL5 + 0.029 x FASN + 0.201 x HMGCS2 + 0.119 x SCD1 was used to create the ROC curve. Here, HMGCS2 is linked to cancer.