Metabolomics, the investigation of small molecules present in a biological system, finds application in diverse biomedical and industrial research. In large-scale applications, targeted profiling of metabolites is employed as it provides confident measurements for compounds of interest. This requires analytical rigor so that concentrations of select metabolites can be measured reproducibly. However, sometimes the observed phenotype cannot be explained by only monitoring a subset of metabolite