Subsequently, we intersected the candidate genes obtained from the mentioned above machine learning algorithms and finally found that PTGFR, RBP5, and LIF could be indicated by all the algorithms, meaning that PTGFR, RBP5, and LIF could be used as KHIGs for keloid under the multiplex algorithm (Fig. 3D). Here, LIF is linked to keloid.