Abstract Feeding oxidized oils can cause adverse effects on the growth performance of broilers, which have largely attributed to the presence of lipid oxidation products (LOP) in oxidized oils. This study was conducted to identify the potential correlations between growth performance and aldehyde profiles of differently-prepared thermally oxidized soybean oils. Seventy-seven broilers were randomly assigned to one of seven diets containing 7.5% fresh soybean oil or thermally oxidized soybean oil (OSO), including 1) 22.5°C, 0h; 2) 45°C, 336h; 3) 67.5°C, 168h; 4) 90°C, 84h; 5) 135°C, 42h; 6) 180°C, 21h; 7) 225°C, 10.5h, respectively. Broilers were provided ad libitum access to experimental diets for 28 days. Broilers body weight (BW) and feed intake were recorded weekly to calculate the average daily gain (ADG), average daily feed intake (ADFI), and gain to feed (GF) ratio. The aldehydes in these oils were determined by the liquid chromatography-mass spectrometry (LC-MS) analysis. The correlations between individual aldehydes and ADG, ADFI, or GF were examined by partial least squares (PLS) analysis. Feeding 135°C, 42h oxidized oil significantly decreased the ADG, ADFI, and GF value compared with other groups (p < 0.001). Among 17 aldehydes identified in thermally oxidized soybean oils, C9-C11 unsaturated alkenals, including 2-decenal, 2-undecenal, 2,4-nonadienal, 4-hydroxy-2-nonenal, 2,4-decadienal, and 2,4-undecadienal, had better inverse correlations with growth performance than C5-C8 saturated alkanals in broilers, suggesting different toxic effects from these aldehydes.