“…Studies have also examined whole genome expression including bulk RNA sequencing (RNAseq), which like whole genome expression in PBMCs or whole blood provides transcriptome profiling across immune cell types without sufficient power to detect cell-type specific expression differences. Results indicate that peripheral blood immune cells from MD patients exhibit increased activation of signaling pathways related to inflammation and innate immune responses including pathways enriched for IL-6, Type I IFN, and the TNF receptor gene as well as accelerated aging ( Spijker et al, 2010 ; Yi et al, 2012 ; Mostafavi et al, 2014 ; Guilloux et al, 2015 ; Jansen et al, 2016 ; Hori et al, 2016 ; Leday et al, 2018 ; Le et al, 2018 ; Cole et al, 2021 ). Moreover, consistent with the impact of inflammation on neurocircuits involving subcortical nuclei, gene networks interconnecting TNF and NF-kB have been linked with the morphology of the caudate ( Savitz et al, 2013 ).…”