“…While there is a substantial amount of literature demonstrating a wide array of individual biomarkers in serum, saliva and plaque, most studies have focused on differentiating these factors in periodontitis versus health, with a target of “diagnosing” periodontitis (Belstrom et al., ; Ebersole, Schuster, et al., ; Ebersole et al., ; Gursoy et al., ). In contrast, evidence is generally minimal focusing on predictive analytics in periodontal disease related to initiation of disease, progression of disease and response to therapy (Mdala et al., ; Teles et al., ). We previously compared biomarkers of gingivitis and periodontitis (Ebersole et al., ), as linked biological processes and showed unique salivary biomarker phenotypes (Nagarajan et al., ; Syndergaard et al., ).…”