HMGB1 and Stroke: Additionally, in Model 2, which incorporated HDL and LDL cholesterol levels as covariates in addition to the variables adjusted for in Model 1, elevated circulating HMGB1 continued to exhibit a robust independent association with an increased risk of post-stroke cognitive impairment (regression coefficient = 0.287, p < 0.001).