You could scan their promoter regions (say 1kb upstream of the annotated TSS) for motif enrichment. Tools like Homer or MEME suite can do this. Important is the choice of background. Don't compare with random regions from the genome as this will return general promoter factors. Rather, I would test DEGs versus confident non-DEGs, e.g. pvalue > 0.95 and a good average expression across all samples.