While identifying depression-related genes like BDNF has been a useful strategy, we argue that research should also explore genes linked to the physiological changes occurring before, during, and after pregnancy to better capture the unique female-specific aspects of PPD. Here, BDNF is linked to progressive pseudorheumatoid arthropathy of childhood.