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Key risk factors include: Rapid weight loss: Losing weight quickly significantly increases gallstone risk Female sex: Women are two to three times more likely to develop gallstones than men Age over 40 years: Gallstone prevalence increases with age Obesity: Higher baseline BMI correlates with increased risk Previous history of gallstones: Prior biliary disease predicts recurrence Family history: Genetic factors contribute to gallstone susceptibility Certain ethnicities: Native American and Hispanic populations have higher baseline rates Estrogen exposure: Oral contraceptives, hormone replacement therapy, and multiple pregnancies Diabetes and dyslipidemia: Metabolic conditions affecting bile composition Prolonged fasting or TPN use: Reduces gallbladder contraction Patients should be educated about warning signs that may indicate gallstone complications

Use these numbers to compare against the half-body weight rule and then discuss a personalized target with your dietitian or provider

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Patients taking medicines with narrow therapeutic windows such as certain anticoagulants, thyroid hormones, or immunosuppressants should discuss timing with their trial clinician to ensure consistent drug absorption and appropriate monitoring

Similarly, untreated type 2 diabetes mellitus is associated with decreased expression of occludin (Chehade et al., 2002) and increased vascular permeability (Sheikh et al., 2022)