The project builds on a preexisting but unique platform for high-throughput and non-targeted metabolomics. We established the system over the past 10 years and have analyzed more than 1’000’000 samples. Here, we aim at introducing innovations and standards that enable long-term, longitudinal, and multi-center metabolomics studies of plasma, serum, and urine samples. Specifically, we aim at developing computational and experimental approaches for the characterization of instruments, for the calibration of metabolites, and for normalization of samples in absence of internal standards.