I should have gone for Medical school because I have a sea of knowledge regarding joint pain ok so there are several possibilities, among which:
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Low E2. Check your T and E2 levels because low estrogen can cause this issue.
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High Uric acid. Check renal function via SMAC-20 test.
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Immune system disorder. This usually causes inflammation in form of rheumatoid arthritis or allergic reactions resulting in joint pain. You may have Th1 / Th2 shift.
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Low Cortisol. It leads to further inflammation. Check your Cortisol & DHEA levels.