Monosodium glutamate (MSG) is a basic representative of umami taste, but it exerts adverse effects as reported in several studies. Enhancing umami perception through aroma-taste interactions is a potentially useful approach as a flavor enhancer to reduce future MSG intake. We identified the aroma compounds in fried Takifugu obscurus liver, then studied the effect of aroma compounds on perceived umami taste using the sensomics approach. A total of 117 volatile compounds were identified from the fried liver. Thereinto, 30 volatile compounds related to five basic tastes were detected by gas chromatography/olfactometry-associated taste analysis. Aroma compounds associated umami, sweet and salty perception in the fried Takifugu obscurus liver showed the potential to enhance umami perception of MSG solutions. Three aldehydes, i.e. heptanal, (Z)-4-heptenal and 2-methylbutanal, significantly enhanced the umami intensity perception of an MSG solution (p < 0.05). The use of aroma compounds to enhance umami perception is considered as a promising tool, further broadening the research area of umami science for application as flavor enhancers in the food industry. In addition, this study also provides an insight into revealing aroma-taste interaction.