In our study, we observed several highly case-specific variants in genes previously not directly linked to T2D and/or obesity (e.g., TMC8, PCDHA1, PLEKHA5, HBQ1, VAV3, and ADAMTS13). Here, HBQ1 is linked to obesity due to melanocortin 4 receptor deficiency.