By employing integrative bioinformatics strategies and multiple machine learning algorithms, we have successfully identified three signature chemokine- and NETosis-associated genes (CXCR1, CXCR2, and LPL) and constructed robust diagnostic models for sarcopenia detection. This evidence concerns the gene LPL and sarcopenia.