Evaluation of impact of reference bias: Upper figure was using PBMC SLE Ctrl as testing dataset. Lower figure was using PBMC SLE Stim as testing dataset. The four levels of reference bias are—level 1: individual bias; level 2: experimental condition bias; level 3: combined individual and batch bias and level 4: combined individual, experimental condition and batch bias. There is no level for unsupervised methods.