We collected data on chlamydia and three biomarkers including monocyte, neutrophils, and albumin from six consecutive and independent surveys of NHANES (1999–2000, 2001–2002, 2003–2004, 2005–2006, 2007–2008, 2009–2010). Here, ALB is linked to chlamydia trachomatis infectious disease.