Our research reveals that some of the DEirlncRNAs included in the modeling play vital roles in the malignant phenotype of many cancers, such as MYLK−AS1 [41, 42], THUMPD3 − AS1 [22], and DSCR8 [43], especially in the development of HCC. Here, PTGDR is linked to hepatocellular carcinoma.