Abstract: Differential expression of long non-coding RNAs (lncRNAs) and enhancer RNAs (eRNAs) are used to monitor diseases and determine therapeutic efficacy in, for example, neurological diseases, inflammatory diseases, rheumatic diseases, and autoimmune diseases. Machine learning systems are used to identify lncRNAs or eRNAs having differential expression correlated with responsiveness to various therapies.