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Identification of diagnostic and prognostic phospholipid biomarkers in idiopathic pulmonary fibrosis via machine learning and in vivo validation

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Background: Idiopathic pulmonary fibrosis (IPF) is a type of progressive interstitial lung disease with an unclear cause and generally poor prognosis. Phospholipids have been implicated in IPF, motivating this investigation into ... ...