Non-monotonic relationships have been previously described for endocrine disruptors [29,30], however in this case the non-linear relationships were seen only for certain phthalates and certain obesity phenotypes, while MiBP was related to many obesity phenotypes in women in a consistent manner. Here, NMRK2 is linked to obesity disorder.