dataset information¶
barcoding technologies assessed¶
7 different barcoding technologies We incorporated datasets using FateMap, ClonMapper, SPLINTR, LARRY, CellTag-multi, Watermelon, and TREX barcodes. Each have their own recovery and analysis specifications that we outline in Box 1 of our paper.

Schematic of the structure of different lineage-tracing barcodes, their length, diversity, and fluorescent color. Each barcode contains an expressed fluorescent protein, a unique sequence, known as the barcode, and a polyA tail for capture. The lengths of barcodes in each method are shown as scale bars, and library diversities are shown as circles, sized proportional to their diversity and colored according to fluorescent proteins used.¶
dataset details¶
Dataset Name |
Alias ID |
Sample type |
Organism |
Tissue |
Cell line |
Genotype |
Treatment |
Total samples |
Publication |
||
---|---|---|---|---|---|---|---|---|---|---|---|
barcoded scRNA-seq datasets |
|||||||||||
Goyal et al. 1 |
FM01 |
Melanoma patient resistant cell line |
Homo sapiens |
Skin-derived |
WM989 A6-G3 |
BRAF – V600E |
Targeted therapy |
4 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 2 |
FM02 |
Melanoma patient resistant cell line |
Homo sapiens |
Skin-derived |
WM989 A6-G3 |
BRAF – V600E |
Targeted therapy |
4 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 3 |
FM03 |
Melanoma patient resistant cell line |
Homo sapiens |
Skin-derived |
WM989 A6-G3 |
BRAF – V600E |
Targeted therapy |
2 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 4 |
FM04 |
Breast cancer patient resistant cell line |
Homo sapiens |
Breast; mammary gland |
MDA-MB-231-D4 |
BRAF – G464V, KRAS – G13D, TERT – c.1-124C>T, TP53 – R280K |
Chemotherapy, cytotoxic |
2 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 5 |
FM05 |
Melanoma patient resistant cell line |
Homo sapiens |
Skin-derived |
WM989 A6-G3 |
BRAF – V600E |
Targeted therapy |
2 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 6 |
FM06 |
Melanoma patient untreated cell line |
Homo sapiens |
Skin-derived |
WM989 A6-G3 |
BRAF – V600E |
No treatment |
2 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Goyal et al. 8 |
FM08 |
Primary melanocytes |
Homo sapiens |
Skin-derived |
FOM230-1 |
WT |
No treatment |
2 |
Goyal et al., Nature, 2023 (ref. 28) |
||
Jiang et al. |
non_cancer |
HIPS differentiation |
Homo sapiens |
PBMCs |
PENN123i-SV20 |
WT |
Cardiac differentiation signal |
2 |
Jiang et al., Genome Biol, 2022 (ref. 31) |
||
Jain et al. |
Biorxiv |
Stem cell reprogramming |
Homo sapiens |
Fibroblasts |
hiF-T |
WT |
OKSM |
6 |
Jain et al., Cell Systems, 2024 (ref. 34) |
||
TREX |
TREX |
neuroepithelial progenitor cells differentiation |
Mus musculus |
Neural |
CD-1 |
No treatment |
4 |
Ratz et al., Nature neuroscience, 2022 (ref. 37) |
|||
LARRY |
LARRY, LK |
pan-myeloid differentiation |
Mus musculus |
Blood |
Lin-Kit+ |
cytokines and growth factors |
18 |
Weinreb et al., Science, 2020 (ref. 35) |
|||
LARRY |
LARRY, LSK |
pan-myeloid differentiation |
Mus musculus |
Blood |
Lin-Kit+Sca-1+ |
cytokines and growth factors |
15 |
Weinreb et al., Science, 2020 (ref. 35) |
|||
SPLINTR |
SPLINTR_chemo |
Acute myeloid leukaemia |
Mus musculus |
Bone marrow |
C57BL/6 |
MLL-AF9 + KrasG12D |
chemotherapy |
10 |
Fennell et al., Nature, 2022 (ref. 26) |
||
SPLINTR |
SPLINTR_clone |
Acute myeloid leukaemia |
Mus musculus |
Bone marrow |
C57BL/6 |
MLL-AF9, MLL-AF9 + KrasG12D, MLL-AF9 + Flt3ITD |
No treatment |
4 |
Fennell et al., Nature, 2022 (ref. 26) |
||
SPLINTR |
SPLINTR_chemoretrans |
Acute myeloid leukaemia |
Mus musculus |
Bone marrow and spleen |
C57BL/6 |
MLL-AF9 + KrasG12D |
No treatment |
1 |
Fennell et al., Nature, 2022 (ref. 26) |
||
Watermelon |
Watermelon |
Breast cancer patient resistant cell line |
Homo sapiens |
Breast; mammary gland |
T-47D |
PIK3CA – H1047R; Tp53 – L194F |
Targeted therapy |
6 |
This paper |
||
CellTag-multi |
CellTag-multi_d |
multilineage differentiation (hematopoiesis) |
Mus musculus |
bone marrow |
LSK |
cytokines and growth factors |
3 |
Jindal et al., Nature biotechnology, 2023 (ref. 36) |
|||
CellTag-multi |
CellTag-multi_B4 |
iEP reprogramming |
Mus musculus |
embryo |
C57BL/6J |
EGF |
1 |
Jindal et al., Nature biotechnology, 2023 (ref. 36) |
|||
ClonMapper |
ClonMapper |
CLL resistant cell lines |
Homo sapiens |
blood |
HG3 |
Chemotherapy |
4 |
Gutierrez et al., Nature Cancer, 2021 (ref. 17) |
|||
Smart-seq3 |
Smart-seq3 |
neuroepithelial progenitor cells differentiation |
Mus musculus |
Neural |
CD-1 |
No treatment |
2 |
Mold et al., Cell systems, 2024 (ref. 38) |
|||
nonbarcoded sc-RNA seq datasets |
|||||||||||
non-barcoded |
hm-12k |
Synthetic dataset |
Homo sapiens, Mus musculus |
Human kidney, Murine fibroblasts |
HEK293T, NIH3T3 |
WT |
No treatment |
1 |
Zheng et al., Nat Commun, 2017 (ref. 44) |
||
non-barcoded |
hm-6k |
Synthetic dataset |
Homo sapiens, Mus musculus |
Human kidney, Murine fibroblasts |
HEK293T, NIH3T3 |
WT |
No treatment |
1 |
Zheng et al., Nat Commun, 2017 (ref. 44) |
||
non-barcoded |
HMEC-orig-MULTI |
HMECs |
Homo sapiens |
mammary gland |
HMEC |
WT |
No treatment |
1 |
McGinnis et al., Cell Syst., 2019 (ref. 6) |
||
non-barcoded |
HMEC-rep-MULTI |
HMECs |
Homo sapiens |
mammary gland |
HMEC |
WT |
No treatment |
1 |
McGinnis et al., Cell Syst., 2019 (ref. 6) |
||
non-barcoded |
HEK-HMEC-MULTI |
Synthetic dataset |
Homo sapiens |
Human kidney, mammary gland |
HEK293T, HMEC |
WT |
No treatment |
1 |
McGinnis et al., Cell Syst., 2019 (ref. 6) |
||
non-barcoded |
mkidney-ch |
Mouse kidney cells |
Mus musculus |
Mouse kidney |
C57BL/6J |
WT |
No treatment |
1 |
Bernstein et al., Cell Syst., 2020 (ref. 3) |
||
non-barcoded |
pbmc-2ctrl-dm |
Patient PBMCs |
Homo sapiens |
Systemic lupus erythematosus (SLE) PBMCs |
Patient- derived |
Patient- derived |
No treatment |
1 |
Kang et al., Nat. Biotechnol., 2018 (ref. 45) |
||
non-barcoded |
pbmc-2stim-dm |
Patient PBMCs |
Homo sapiens |
Systemic lupus erythematosus (SLE) PBMCs |
Patient- derived |
Patient- derived |
No treatment |
1 |
Kang et al., Nat. Biotechnol., 2018 (ref. 45) |
||
non-barcoded |
cline-ch |
Human HEK, K562, KG1, and THP1 |
Homo sapiens |
blood |
human - derived |
human - derived |
No treatment |
1 |
Stoeckius et al., Genome Biol., 2018 (ref. 13) |
||
non-barcoded |
pbmc-ch |
Human PBMCs |
Homo sapiens |
blood |
human - derived |
human - derived |
No treatment |
1 |
Stoeckius et al., Genome Biol., 2018 (ref. 13) |
||
non-barcoded |
pdx-MULTI |
Synthetic dataset |
Homo sapiens, Mus musculus |
Human breast cancer, mouse immue |
PDX mouse model |
PDX mouse model |
No treatment |
1 |
McGinnis et al., Cell Syst., 2019 (ref. 6) |
||
non-barcoded |
nuc-MULTI |
Synthetic dataset |
Homo sapiens, Mus musculus |
nuclei |
No treatment |
1 |
McGinnis et al., Cell Syst., 2019 (ref. 6) |
||||
Multiome datasets |
|||||||||||
ATAC |
Watermelon Multiome |
Breast cancer patient resistant cell line |
Homo sapiens |
Breast; mammary gland |
MCF7 |
GATA3 – D336G; PIK3CA – E545K |
Targeted therapy |
6 |
This paper |
cell types¶

Stacked bar chart of cell types in all datasets. Each distinct color corresponds to one study, with the proportions of different cell types arranged from most to least prevalent (deepest to lightest) and separated by vertical lines. Adjacent to the bar chart, sketched tissues and cells provide a visualization of the cell types used in the particular study.¶