Long non-coding RNA gene expression signatures in disease diagnosis
Differential expression of long non-coding RNAs (lncRNAs) and enhancer RNAs (eRNAs) are used to diagnose diseases including neurological diseases, inflammatory diseases, rheumatic diseases, and autoimmune diseases. Machine learning systems are used to identify lncRNAs or eRNAs having differential expression correlated with certain disease states.
1. A method of identifying presence or absence of a disease, the method comprising:
conducting an assay on RNA obtained from a patient sample to measure expression levels in the sample of one or more long non-coding RNA (lncRNA) species selected from the group consisting of ENSG00000272288, ENSG00000237017, ENSG00000249096, ENSG00000271870, ENSG00000272579, ENSG00000233223, ENSG00000267321, ENSG00000263065, ENSG00000228395, ENSG00000264304, ENSG00000261207, ENSG00000245060, ENSG00000228140, ENSG00000261346, ENSG00000242258, ENSG00000272462, ENSG00000225963, ENSG00000267194, ENSG00000260219, ENSG00000237424, ENSG00000249684, ENSG00000273265, ENSG00000256072, ENSG00000272955, ENSG00000251580, ENSG00000272782, ENSG00000260496, ENSG00000271122, ENSG00000223768, ENSG00000262312, ENSG00000244879, ENSG00000223396, ENSG00000257270, ENSG00000258768, ENSG00000243368, ENSG00000224888, and ENSG00000258302;
diagnosing the patient with multiple sclerosis where the expression levels of the one or more lncRNA differs by a statistically-significant amount from a reference expression level of said lncRNA; and
treating the patient with a therapy selected from the group consisting of ocrelizumab, beta interferons, glatiramer acetate, dimethyl fumarate, fingolimod, teriflunomide, natalizumab, alemtuzumab, and mitoxantrone after diagnosing the patient with multiple sclerosis.
2. The method of claim 1 , comprising measuring expression levels of a plurality of lncRNA species.
3. The method of claim 1 , wherein the patient sample is selected from the group consisting of blood, serum, saliva, sputum, urine, semen, transvaginal fluid, cerebrospinal fluid, sweat, stool, a cell or a tissue biopsy.
4. The method of claim 1 , further comprising conducting an assay to measure an expression level of a housekeeping gene and normalizing the expression level of the lncRNA to the expression level of the housekeeping gene.
5. The method of claim 4 , wherein the housekeeping gene is selected from the group consisting of GAPDH, ACTB, B2M, 18S, and 28S.
6. The method of claim 1 , wherein the assay comprises a reverse transcription polymerase chain reaction (RT-PCR).