In conclusion, the present study picked up ten hub genes of ARDS related to autophagy and metabolism, namely ITGAM, TYROBP, ITGB2, SPI1, PLEK, FGR, MPO, S100A12, HCK, and MYC, which could cluster ARDS patients into different molecular phenotypes. This evidence concerns the gene TYROBP and acute respiratory distress syndrome.