regvelo.datasets.zebrafish_perturb¶
- regvelo.datasets.zebrafish_perturb(file_path='data/zebrafish_nc/perturbseq_all.h5ad')[source]¶
Load zebrafish neural crest Perturb-seq dataset.
This dataset contains single-cell CRISPR screening (Perturb-seq) data from zebrafish neural crest (NC) cells, comprising 12,393 cells and 27,599 genes across 9 pooled samples. Cells were perturbed with sgRNAs targeting 22 transcription factors — including ETS-family members (fli1a, elk3, erf, etv2, ets1, elf1), pigment regulators (mitfa, tfec, tfeb), and additional NC regulators (nr2f2, nr2f5, rarga, rxraa, smarcc1a, ebf3a) — as well as combinatorial double or triple knockouts. Unperturbed control and negative-control cells are also included.
Cell type annotations span the major stages of NC development:
Neural plate border (NPB) progenitors (
NPB_hox,NPB_nohox),Migratory NC cells across axial levels (
mNC_arch1,mNC_arch2,mNC_head_mesenchymal,mNC_hox34,mNC_nohox,mNC_trunk,mNC_vagal),Differentiating NC cells (
dNC_hox34,dNC_nohox),Pigment cell lineages (
Pigment,Pigment_1,Pigment_gch2_high), andMutant populations (
Mutant,Mutant_hox23).
The object includes PCA, PHATE, and t-SNE embeddings, as well as imputed latent time and terminal state assignments.