We are also testing whether a novel diagnostic marker, retinoid storage, correlates with liver disease progression in humans. We propose to extend the study to address fatty liver disease, NAFLD/NASH, in the context of adult patients with abnormal liver tests, fatty liver identified on imaging, physical obesity, and diabetes. Clinical variables and outcomes to be recorded and analyzed include: morphology (age, gender, ethnicity, height, weight/BMI, waist circumference and steatosis on imaging studies); biochemistry (glucose intolerance or diabetes, complete blood counts, metabolic panels, liver function tests, cholesterol panels, insulin, and vitamin D levels); clinical outcomes (date of liver disease diagnosis and estimated duration of disease, listing on liver transplant list, occurrence of liver transplant or re-transplant, presence of cancer, and death); medications (current or previous prescribed, herbals, supplements taken for diabetes, dyslipidemia, hypertension, cardiovascular disease, or stroke); and disease exacerbation/modifying factors (presence of other chronic liver diseases such as NASH + HIV, liver toxins such as alcohol consumption, weight gain, or worsening diabetes).