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[97] [98] A machine learning algorithm has been proposed that discovers subtle patterns in individual history of medical encounters to reliably estimate the risk of a future IPF diagnosis, up to four years before current medical practice

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Phosphatidylethanolamine-binding protein 1 (PEBP1) and arachidonate 15-lipoxygenase (ALOX15) can interfere with phospholipid alcohol synthesis and induce ferroptosis [5, 52]