And the key proteins discovered from animal models, such as GPX4, SLC7A11, ACSL4, etc., are extremely difficult and unethical to obtain from healthy human bodies, especially in early bone tissue samples of osteoporosis. This evidence concerns the gene GPX4 and osteoporosis.