Identification of usual interstitial pneumonia pattern using RNA-Seq and machine learning: challenges and solutions

Abstract

We demonstrated that the suggested methodologies appropriately addressed challenges of the sample size, disease heterogeneity and technical batch effects and developed a highly accurate and robust classifier leveraging RNA sequencing for the classification of UIP.