As shown in Fig. 1A–E, XBP1(S), HSPA5, ATF4, ATF6, and CHOP mRNA expression levels were significantly higher in granulosa-lutein cells of PCOS patients than in control patients. This evidence concerns the gene ATF4 and polycystic ovary syndrome.