Table 5.
Comparison on real data with two batches as discovery and one batch as validation. TPM ≥ 1 is applied to the single-cell results.
Methods | DECount | TPCount | Precision | Recall | F1 Score |
---|---|---|---|---|---|
batch_scran | 10,090 | 7711 | 0.764 | 0.788 | 0.776 |
pseudo_bulk | 403 | 378 | 0.938 | 0.039 | 0.074 |
CorrConf_scran | 3260 | 2320 | 0.712 | 0.237 | 0.356 |
cate_scran | 7843 | 5604 | 0.715 | 0.573 | 0.636 |
dSVA_scran | 3139 | 2430 | 0.774 | 0.248 | 0.376 |
SVA_scran | 9904 | 7432 | 0.750 | 0.759 | 0.755 |
# of DE genes in validation set: 9788.