A predictive disease breath database system (PDBDS) may accumulate information about the volatile, semi-volatile, and non-volatile organic compounds in breath/saliva. Such information may be analyzed over time to identify disease indications as early as possible, using non-invasive data collection via breath and alert patients directly for follow-up with a health professional.