Classifying idiopathic pulmonary fibrosis and interstitial lung diseases using machine learning on high-dimensional transcriptional data

Classifying idiopathic pulmonary fibrosis and interstitial lung diseases using machine learning on high-dimensional transcriptional data

Statistics and Genomics Seminar
Apr 7, 2016, 04:00 PM - 05:00 PM | 1011 Evans Hall | Happening As Scheduled
Su Yeon Kim, Veracyte, Inc.
Background: Idiopathic pulmonary fibrosis (IPF) is a progressive fibrotic lung disease that distorts pulmonary architecture, leading to hypoxia, respiratory failure and death. Diagnosis is challenging as other interstitial lung diseases (ILDs) share similar radiologic and histopathological characteristics. Usual interstitial pneumonia (UIP) pattern serves as a hallmark of IPF and is essential for...