Restricted cubic splines (RCS) were used to test for linearity and further investigate the dose-response relationship between testosterone and ALMBMI in men, adjusting for confounding factors consistent with Model 3. The calculation of P for trend was conducted by assigning median values to testosterone quartiles and testing linearity in regression models. This approach minimizes residual confounding and aligns with best practices for observational studies. In our study, we employed a multi-step approach to address potential confounding variables in the regression models. Linear regression models were used to evaluate the associations among testosterone, ALMBMI and GSMAX. Chi-square tests were used for categorical variables to determine variances between participant characteristics across the testosterone quartiles. Participants who answered "Yes" to the question, "In any one year, have you had at least 12 drinks of any type of alcoholic beverage? Maintaining healthy testosterone levels helps ensure a healthier body composition and metabolic rate. As you age, your body’s natural ability to produce testosterone diminishes, making it important to monitor and maintain these levels to ensure a high quality of life and optimal health. Maintaining healthy testosterone levels is crucial for overall well-being and health, regardless of your age. Understanding how testosterone levels change with age can help you monitor your health and identify potential issues early. Additionally, free testosterone is generally considered a more accurate indicator of biologically active hormone levels compared to total testosterone. These effects are dose-dependent, with higher testosterone levels correlating with greater improvements in muscle performance (Storer et al., 2003). Studies have shown that androgen receptor density and activity can differ between sexes, potentially explaining the disparate effects of testosterone on muscle health (Schuppe et al., 2017). There is no FDA-approved androgen preparation for the treatment of androgen insufficiency; however, it has been used as an off-label use to treat low libido and sexual dysfunction in older women. Testosterone may prove to be an effective treatment in female sexual arousal disorders, and is available as a dermal patch. In addition, a continuous increase in vaginal sexual arousal may result in higher genital sensations and sexual appetitive behaviors. There is a time lag effect when testosterone is administered, on genital arousal in women. In recent years, researchers (and pharmaceutical companies) have focused on the effects of testosterone deficiency, especially among men. The ovaries of women with PCOS contain multiple cysts. Having too much naturally-occurring testosterone is not a common problem among men. Testosterone levels are too carefully controlled by the brain for that to occur. But having high cholesterol doesn't mean your testosterone will be high. Testosterone is synthesized in the body from cholesterol. While the specifics are uncertain, it's possible that androgens also play an important role in normal brain function (including mood, sex drive and cognitive function). In males, these are usual late pubertal effects, and occur in women after prolonged periods of heightened levels of free testosterone in the blood. On average, in adult males, levels of testosterone are about seven to eight times as great as in adult females. This study has several strengths, including the use of a large and nationally representative sample of US adults with complete data on TPF, LMP, and testosterone levels, and the use of DXA to measure body composition accurately. In most studies of the PCOS population, total testosterone levels were positively correlated with the presence and amount of abdominal obesity 28, 29, but some studies also reported no association between fat accumulation and total testosterone levels . Some studies suggest a positive correlation between testosterone levels and body fat 23, 24, while others indicate no clear correlation between the two 25, 26. The conjugates of testosterone and its hepatic metabolites are released from the liver into circulation and excreted in the urine and bile. Androsterone and etiocholanolone are then glucuronidated and to a lesser extent sulfated similarly to testosterone. An additional 40% of testosterone is metabolized in equal proportions into the 17-ketosteroids androsterone and etiocholanolone via the combined actions of 5α- and 5β-reductases, 3α-hydroxysteroid dehydrogenase, and 17β-HSD, in that order. Approximately 50% of testosterone is metabolized via conjugation into testosterone glucuronide and to a lesser extent testosterone sulfate by glucuronosyltransferases and sulfotransferases, respectively. The plasma protein binding of testosterone is 98.0 to 98.5%, with 1.5 to 2.0% free or unbound. The amount of testosterone synthesized is regulated by the hypothalamic–pituitary–testicular axis (Figure 2). For women, testosterone is produced in smaller amounts but is essential for bone strength and sexual interest. It helps in the development of male physical features like body and facial hair, deeper voice, and muscle strength. Additionally, testosterone influences mood, energy levels, and overall physical and mental health. In measurements of testosterone in blood samples, different assay techniques can yield different results. 5α-Reductase is highly expressed in the male reproductive organs (including the prostate gland, seminal vesicles, and epididymides), skin, hair follicles, and brain and aromatase is highly expressed in adipose tissue, bone, and the brain. Certain cytochrome P450 enzymes such as CYP2C9 and CYP2C19 can also oxidize testosterone at the C17 position to form androstenedione. In addition to 6β- and 16β-hydroxytestosterone, 1β-, 2α/β-, 11β-, and 15β-hydroxytestosterone are also formed as minor metabolites.