Fatty acid methyl esters (FAMEs) represent a versatile class in compounds widely employed in numerous analytical applications. Their characteristic chemical properties facilitate their use as biomarkers, fuel sources, and substrates. Characterization of FAMEs often involves techniques such as gas chromatography coupled with mass spectrometry (GC-MS