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In addition, Dr. Issa will discuss AI augmented pipelines for LC MS data preprocessing and feature extraction, with particular emphasis on the use of MZmine as a powerful analytical platform. The session will further address in silico mass fragmentation analysis using Sirius, demonstrating how computational tools can support accurate structural elucidation of natural compounds. We now look forward to a highly informative and practically oriented session, as presented by Dr. Ahmed Fathy.