ALB and nutritional deficiency disease: However, in the present study, GAM analysis indicated that alcohol use, smoking, liver dysfunction, anemia, and nutritional deficiencies—reflected by ALB levels and the PNI—were not significant predictors of the mSLI, suggesting that mSLI may be relatively independent of these traditional influencing factors.