Lipman et al. developed an equation to predict the conversion based on statistically significant factors, namely, male sex, low serum albumin, elevated leukocytes, ultrasound pericholecystic fluid, diabetes, and elevated total bilirubin [25]. This evidence concerns the gene ALB and diabetes mellitus.