Consistently, the LASSO regression retained five of these six parameters as the strongest predictors of infection status: urea (coefficient = 0.41), IL-10 (0.53), TNF (0.49), CCL3 (0.38), and IL-1β (0.33) (Figure 4C). Here, TNF is linked to infection.