Pharmacogenetics (PGx) enhances personalized care, often reducing medical costs, and improving patients' QOL. Unlike single variant analysis, multiplex PGx panel tests can result in applying comprehensive PGx-guided medication to maximize drug efficacy and minimize adverse reactions. Among PGx genes, drug-metabolizing enzymes and drug transporters have significant roles in the efficacy and safety of various pharmacotherapies. In this study, a genotyping panel has been developed for the Japanese population called PGx_JPN panel comprising 36 variants in 14 genes for drug-metabolizing enzymes and drug transporters using a mass spectrometry-based genotyping method, in which all the variants could be analyzed in two wells for multiplex analysis. The verification test exhibited good concordance with the results analyzed using the other standard genotyping methods (microarray, TaqMan assay, or another mass spectrometry-based commercial kit). However, copy number variations such as CYP2D6*5 could not apply to this system. In this study, we demonstrated that the mass spectrometry-based multiplex method could be useful for in the simultaneous genotyping of more than 30 variants, which are essential among the Japanese population in two wells, except for copy number variations. Further study is needed to assess our panel to demonstrate the clinical use of pharmacogenomics for precision medicine in the Japanese population.