TNF and scrub typhus: TNF-α was used to predict the severity of scrub typhus by Lee Kim et al. [26] APACHE II scores were used by Lee Kim et al. and Griffith et al., which we could not perform due to arterial blood gases (ABG) data being unavailable in many patients.