|
--- |
|
tags: |
|
- biology |
|
- rna |
|
- gene expression |
|
- mus musculus (mouse) |
|
pretty_name: Mouse Gastrulation |
|
size_categories: |
|
- 100K<n<1M |
|
license: cc0-1.0 |
|
--- |
|
|
|
|
|
Across the animal kingdom, gastrulation represents a key developmental event during which embryonic pluripotent cells diversify into lineage-specific precursors that will generate the adult organism. |
|
|
|
|
|
|
|
- **Source:** scRNA-seq whole mouse embryos during gastrulation and organoienesis, spanning days 6.5 to 8.5 of development, including embryonic and extraembryonic tissues. |
|
|
|
- **Raw file:** |
|
- [Array Express (E-MTAB-6967)](https://www.ebi.ac.uk/biostudies/arrayexpress/studies/E-MTAB-6967) |
|
- **Species** |
|
- Mus musculus (Mouse) |
|
|
|
|
|
|
|
- **Assay:** 10X Genomics Chromium system (version 1 chemistry) |
|
- **Number of Cells:** 139,331 |
|
- **Number of Genes:** 29,452 |
|
|
|
|
|
Load the dataset using Huggingface's optimized library and create the AnnData object: |
|
|
|
``` |
|
from datasets import load_dataset |
|
ds = load_dataset("helical-ai/gastrulation_mmusculus",trust_remote_code=True, split="train[:65%]",download_mode="reuse_cache_if_exists") |
|
ds = ds.with_format("np") |
|
``` |
|
|
|
``` |
|
observation_columns = [obs for obs in list(ds.features.keys()) if not obs == 'raw_counts'] |
|
obs_data = pd.DataFrame(ds.select_columns(observation_columns).data.to_pandas(),columns=observation_columns) |
|
adata = ad.AnnData(ds['raw_counts'],obs=obs_data) |
|
adata.var_names = ds.features['raw_counts'].id.split(",") |
|
adata.var['gene_name'] = adata.var_names.str.upper() |
|
``` |
|
|
|
|
|
|
|
| Annotation| Cell Type Names | |
|
|------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------------| |
|
|`celltype` | Allantois, Anterior Primitive Streak, Blood progenitors 1, Blood progenitors 2, Cardiomyocytes, Caudal Mesoderm, Caudal epiblast, Caudal neurectoderm, Def. endoderm, Endothelium, Epiblast, Erythroid1, Erythroid2, Erythroid3, ExE ectoderm, ExE endoderm, ExE mesoderm, Forebrain/Midbrain/Hindbrain, Gut, Haematoendothelial progenitors, Intermediate mesoderm, Mesenchyme, Mixed mesoderm, NMP, Nascent mesoderm, Neural crest, Notochord, PGC, Paraxial mesoderm, Parietal endoderm, Pharyngeal mesoderm, Primitive Streak, Rostral neurectoderm, Somitic mesoderm, Spinal cord, Surface ectoderm, Visceral endoderm| |
|
|
|
|
|
|
|
|
|
|
|
Data was published in EMBL-EBI (Array Express), CC0. |
|
|
|
This dataset was used in [Pijuan-Sala et al, Nature 2019](https://www.nature.com/articles/s41586-019-0933-9). |