Table 1 Description of the 25 single-cell datasets used to assess the performance of imputation methods. The first three columns describe the name, accession ID, and tissue, while the following seven columns show the sequencing protocol, cell isolation technique, quantification scheme, normalized unit, dropout rate, number of cell types, and number of cells.
From: A novel method for single-cell data imputation using subspace regression
Dataset | Accession ID | Tissue | Sequencing protocol | Cell isolation | Quant. scheme | Norm. unit | Drop. rate | Class | Size |
---|---|---|---|---|---|---|---|---|---|
1. Fan29 | GSE53386 | Mouse Embryo | SUPeR-seq | Plate | Reads | FPKM | 0.584 | 6 | 69 |
2. Treutlein30 | GSE52583 | Mouse Tissues | SMARTer | Plate | Reads | FPKM | 0.902 | 5 | 80 |
3. Yan31 | GSE36552 | Human Embryo | Tang | Plate | Reads | RPKM | 0.456 | 6 | 90 |
4. Goolam32 | E-MTAB-3321 | Mouse Embryo | Smart-Seq2 | Plate | Reads | CPM | 0.685 | 5 | 124 |
5. Deng33 | GSE45719 | Mouse Embryo | Smart-Seq | Plate | Reads | RPKM | 0.605 | 6 | 268 |
6. Pollen34 | SRP041736 | Human Tissues | SMARTer | Plate | Reads | TPM | 0.671 | 4 | 301 |
7. Darmanis35 | GSE67835 | Human Brain | SMARTer | Plate | Reads | CPM | 0.808 | 9 | 466 |
8. Usoskin36 | GSE59739 | Mouse Brain | STRT-Seq | Plate | Reads | RPM | 0.846 | 3 | 622 |
9. Camp37 | GSE75140 | Human Brain | SMARTer | Plate | Reads | FPKM | 0.801 | 7 | 734 |
10. Klein38 | GSE65525 | Mouse Embryo | inDrop | Droplet | UMI | RPM | 0.658 | 4 | 2717 |
11. Romanov39 | GSE74672 | Human Brain | SMARTer | Plate | UMI | - | 0.878 | 7 | 2881 |
12. Segerstolpe40 | E-MTAB-5061 | Human Pancreas | Smart-Seq2 | Plate | Reads | RPKM | 0.823 | 15 | 3514 |
13. Manno41 | GSE76381 | Human Brain | STRT-Seq | Plate | UMI | - | 0.86 | 56 | 4029 |
14. Marques42 | GSE75330 | Mouse Brain | Fluidigm C1 | Plate | Reads | FPKM | 0.891 | 13 | 5053 |
15. Baron43 | GSE84133 | Human Pancreas | inDrop | Droplet | UMI | TPM | 0.906 | 14 | 8569 |
16. Sanderson44 | SCP916 | Mouse Tissues | 10X Genomics | Droplet | Reads | - | 0.764 | 11 | 12,648 |
17. Slyper | SCP345 | Human Blood | 10X Genomics | Droplet | UMI | - | 0.956 | 8 | 13,316 |
18. Zilionis (Mouse)45 | GSE127465 | Mouse Lung | inDrop | Droplet | UMI | RPM | 0.976 | 7 | 15,939 |
19. Tasic46 | GSE115746 | Mouse Visual Cortex | SMART-Seq | Plate | Reads | CPM | 0.798 | 6 | 23,178 |
20. Zyl (Human)47 | SCP780 | Human Eye | inDrop | Droplet | UMI | - | 0.913 | 19 | 24,023 |
21. Zilionis (Human)45 | GSE127465 | Human Lung | inDrop | Droplet | UMI | RPM | 0.982 | 9 | 34,558 |
22. Wei48 | SCP469 | Human Synovium | 10x Genomics | Droplet | UMI | TPM | 0.915 | 9 | 41,565 |
23. Cao49 | SCP454 | Sea Squirt Embryos | 10x Genomics | Droplet | UMI | - | 0.821 | 7 | 90,579 |
24. Orozco50 | GSE135133 | Human Eye | 10X Genomics | Droplet | UMI | RPKM | 0.964 | 12 | 100,055 |
25. Darrah51 | GSE139598 | Human Blood | Drop-seq | Droplet | UMI | - | 0.947 | 14 | 162,490 |