Interestingly, the proportion of increased TNF-α expression was higher in HFD-4W mice than in HFD-16W mice, indicating that inflammation may play an early important role in the development of T2D-induced osteoporosis, consistent with our transcriptomic analysis. Here, TNF is linked to type 2 diabetes mellitus.