Abstract Systemic lupus erythematosus (SLE) is a chronic autoimmune disease characterized by the production of autoantibodies predominantly to nuclear material. Many aspects of disease pathology are mediated by the deposition of nucleic acid containing immune complexes, which also induce the type 1interferon response, a characteristic feature of SLE. Notably, SLE is remarkably heterogeneous, with a variety of organs involved in different individuals, who also show variation in disease severity related to their ancestries. Here, we probed one potential contribution to disease heterogeneity as well as a possible source of immunoreactive nucleic acids by exploring the expression of human endogenous retroviruses (HERVs). We investigated the expression of HERVs in SLE and their potential relationship to SLE features and the expression of biochemical pathways, including the interferon gene signature (IGS). Towards this goal, we analyzed available and new RNA-Seq data from two independent whole blood studies using Telescope. We identified 481 locus specific HERV encoding regions that are differentially expressed between case and control individuals with only 14% overlap of differentially expressed HERVs between these two datasets. We identified significant differences between differentially expressed HERVs and non-differentially expressed HERVs between the two datasets. We also characterized the host differentially expressed genes and tested their association with the differentially expressed HERVs. We found that differentially expressed HERVs were significantly more physically proximal to host differentially expressed genes than non-differentially expressed HERVs. Finally, we capitalized on locus specific resolution of HERV mapping to identify key molecular pathways impacted by differential HERV expression in people with SLE. Keywords: HERV human endogenous retroviruses, lupus (SLE), RNA-Seq, deep learning - artificial neural network (DL-ANN), retrovirus < virus classification Introduction Systemic lupus erythematosus (SLE) is a prototypic autoimmune disease with the primary demographic affected being women of childbearing ages ([43]1). At least 70% of lupus cases are systemic ([44]2). SLE is characterized by dysregulation of both the innate and adaptive immune systems, resulting in the production of pathogenic autoantibodies and increased activity of the type I interferon system. Whereas a number of genetic regions have been identified as associated with risk for lupus ([45]3, [46]4), host genetics alone has failed to fully explain the disease, suggesting an important role for environmental stimuli. Exogenous stimuli, such as ultraviolet light and cigarette smoking have been implicated in SLE pathogenesis. Recent work has suggested that endogenous elements, including transposable elements ([47]5) and human endogenous retroviruses (HERVs) ([48]6) may also play a pathogenic role in SLE. HERVs make up between 5-8% of the human genome and are a subset of transposable genomic elements ([49]7). HERVs are structurally similar to infectious retroviruses and contain gag, pol, and env genes in their genomes. These genes code for core viral proteins, reverse transcriptase, and envelope proteins, respectively. Their integration site preferences on chromosomes can vary widely as well ([50]8).