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