Adipose tissue from C57BL/6 mice was minced and digested with collagenase D (Roche) in a shaking water bath (37C, 225rpm, 40min). The digest was centrifuged at 400g for 10 min. Pelleted stromal vascular cells were filtered (40μm) and then washed with PBS and subjected to additional negative selection (CD31/lineage) adapted from previously performed methods44 (link) using antibody coated microbeads (Miltenyi Biotec). Cells were cultured to confluence in collagen-coated plates and stimulated with dexamethasone, insulin and 3-isobutyl-1-methylxanthine to induce adipogenic differentiation. For genetic loss of function assays, validated shRNA sequences (Broad, Ube2e2: TRCN0000040962; Atxn1: TRCN0000240655) or scramble sequence were subcloned into a retroviral vector (pMKO.1). Gene knock-down efficiency was confirmed by qPCR in 3T3L1 cells, in each instance reproducibly achieving a minimum of 60% reduction of transcriptional activity. Differentiation into mature lipid-containing adipocytes was determined by oil-red-o (ORO) staining and quantified by measuring alcohol-extracted ORO dye at optical density 520 nm (OD520).