Low testosterone may make sugar far more harmful to your liver Scientists have discovered that low testosterone and a high-fructose diet can work together to worsen fatty liver disease in mice. Scientists have discovered that low testosterone and a high-fructose diet can work together to worsen fatty liver disease in mice.