This analysis indicates that the predicted PTB-related genes including ICAM1, CRHBP, PLAGL1, EGR2, CNTLN, and DKK1 play an important role in preforming biological activities associated with PTB, infant disease, and possibly breast cancer, due to the gestational age-induced. Here, ICAM1 is linked to breast cancer.