FAME analysis involves transesterifying lipids to fatty acid methyl esters (FAMEs) which are then analyzed by gas chromatography (GC). This technique is used to identify bacteria and characterize microbial communities based on their unique FAME profiles. The procedure involves growing bacteria, extracting fatty acids, derivatizing to FAMEs, and analyzing by GC. Peak patterns are compared to a library using Sherlock software to identify bacteria. FAME analysis allows for strain-level identification and is useful in clinical, environmental, and food applications.