According to studies conducted at Harvard Medical School, testosterone affects metabolism. Men who have Low T have more body fat than men with high testosterone. If you take medications that diminish testosterone levels, you may gain weight and body fat. One study in Germany found that men who took TRT over time lost a significant amount of weight and inches.