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Machine learning models integrating these metabolites with gut microbiota profiles (e.g., Gemmiger abundance, SCFA-producer/proteolytic bacteria ratios) demonstrate superior DKD risk stratification compared to traditional markers alone (AUC 0.830.93) (136, 138, 152)

[37] Potential side effects of lipotropic injections include: Pain or soreness at the site of injection Diarrhea Constipation Anxiety Increased heart rate Incontinence Insomnia Dry mouth Fatigue Numbness of hands and feet This is not a comprehensive list of adverse effects

- **Key Benefits**: - Promotes a radiant, even-toned complexion

According to the Food and Agriculture Organization of the United Nations (FAO), prebiotics are defined as non-viable food components that improve host gut health via altering the microbiota (Pineiro et al., 2008)