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