The number of single-nucleotide substitutions of human flavin-containing monooxygenase 3 (FMO3) recorded in mega-databases is increasing. Moreover, phenotype–gene analyses have revealed impaired FMO3 variants associated with the metabolic disorder trimethylaminuria. In this study, four novel amino-acid substituted FMO3 variants, namely p.(Gly191Asp), p.(Glu414Gln), p.(Phe510Ser), and p.(Val530CysfsTer1), were identified in the whole-genome sequences in the Japanese population reference panel (8.3K JPN) of the Tohoku Medical Megabank Organization. Additionally, four variants, namely p.(Ile369Thr), p.(Phe463Val), p.(Arg500Gln), and p.(Ala526Thr) FMO3, were found in the 8.3K JPN database but were already recorded in the National Center for Biotechnology Information database. Novel FMO3 variants p.[(Met1Leu)] and p.[(Trp231Ter)] were also identified in phenotype–gene analyses of 290 unrelated subjects with self-reported malodor. Among the eight recombinant FMO3 variants tested (except for p.[(Met1Leu)] and p.[(Trp231Ter)]), Arg500Gln and Gly191Asp FMO3, respectively, had lower and much lower capacities for trimethylamine and/or benzydamine N-oxygenation activities than wild-type FMO3. Because another FMO3 mutation p.[(Gly191Cys)] with diminished recombinant protein activity was previously detected in two independent probands, Gly191 would appear to be important for FMO3 catalytic function. Analysis of whole-genome sequence data and trimethylaminuria phenotypes revealed missense FMO3 variants that severely impaired FMO3-mediated N-oxygenations in Japanese subjects that could be susceptible to low drug clearances.