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The risk of nonalcoholic fatty liver disease (NAFLD) is linearly associated with the inflammation-related biomarkers systemic immune-inflammation index (SII), neutrophil-to-lymphocyte ratio (NLR), and lymphocyte-to-monocyte ratio (LMR), and non-linearly associated with platelet-to-lymphocyte ratio (PLR) when natural logarithm transformed, according to Liu et al.

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