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Variants in genes influencing oxidative stress, glutathione synthesis, and Phase II enzyme activity do not predict glutathione levels directly, but can help identify which individuals may benefit from liver-support prioritization before starting GLP-1 therapies

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Employing multivariable statistical models or machine learning to adjust for these variables will enhance the specificity and predictive power of microbiome and metabolome markers